diff --git a/.github/dependabot.yml b/.github/dependabot.yml deleted file mode 100644 index b18fd29..0000000 --- a/.github/dependabot.yml +++ /dev/null @@ -1,6 +0,0 @@ -version: 2 -updates: - - package-ecosystem: 'github-actions' - directory: '/' - schedule: - interval: 'weekly' diff --git a/.github/workflows/claude.yml b/.github/workflows/claude.yml index 92c74fc..2726c26 100644 --- a/.github/workflows/claude.yml +++ b/.github/workflows/claude.yml @@ -26,7 +26,7 @@ jobs: actions: read steps: - name: Checkout repository - uses: actions/checkout@v6 + uses: actions/checkout@v4 with: fetch-depth: 1 diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml index be17139..3f227b2 100644 --- a/.github/workflows/python.yml +++ b/.github/workflows/python.yml @@ -2,13 +2,11 @@ name: Python on: push: + branches: + - main pull_request: - -# Superseded runs on the same ref are cancelled (e.g. rapid amend-pushes), -# except on main, where every merge keeps its own CI run -concurrency: - group: ${{ github.workflow }}-${{ github.ref }} - cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + release: + types: [published] jobs: detect-packages: @@ -16,7 +14,7 @@ jobs: outputs: packages: ${{ steps.find-packages.outputs.packages }} steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - name: Find Python packages id: find-packages @@ -33,13 +31,13 @@ jobs: name: Test ${{ matrix.package }} runs-on: ubuntu-latest steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - name: Install uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v3 - name: Set up Python - uses: actions/setup-python@v7 + uses: actions/setup-python@v5 with: python-version-file: "src/${{ matrix.package }}/.python-version" @@ -70,13 +68,13 @@ jobs: name: Build ${{ matrix.package }} runs-on: ubuntu-latest steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - name: Install uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v3 - name: Set up Python - uses: actions/setup-python@v7 + uses: actions/setup-python@v5 with: python-version-file: "src/${{ matrix.package }}/.python-version" @@ -93,7 +91,31 @@ jobs: run: uv build - name: Upload artifacts - uses: actions/upload-artifact@v7 + uses: actions/upload-artifact@v4 with: name: dist-${{ matrix.package }} path: src/${{ matrix.package }}/dist/ + + publish: + runs-on: ubuntu-latest + needs: [build, detect-packages] + if: github.event_name == 'release' + + strategy: + matrix: + package: ${{ fromJson(needs.detect-packages.outputs.packages) }} + name: Publish ${{ matrix.package }} + + environment: release + permissions: + id-token: write # Required for trusted publishing + + steps: + - name: Download artifacts + uses: actions/download-artifact@v4 + with: + name: dist-${{ matrix.package }} + path: dist/ + + - name: Publish package to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 diff --git a/.github/workflows/readme-pr-check.yml b/.github/workflows/readme-pr-check.yml index ec5a0a2..eacb87c 100644 --- a/.github/workflows/readme-pr-check.yml +++ b/.github/workflows/readme-pr-check.yml @@ -1,10 +1,7 @@ name: README PR Check on: - # pull_request_target, not pull_request: fork PRs get a read-only token under - # pull_request, so the label and comment calls fail with 403. This job only - # calls the API and never checks out PR code, so the write token is safe. - pull_request_target: + pull_request: types: [opened] paths: - 'README.md' @@ -13,14 +10,14 @@ on: jobs: check-readme-only: - if: github.event_name == 'pull_request_target' + if: github.event_name == 'pull_request' runs-on: ubuntu-latest permissions: contents: read pull-requests: write steps: - name: Check files and comment if README-only - uses: actions/github-script@v8 + uses: actions/github-script@v7 with: script: | const { owner, repo } = context.repo; @@ -49,7 +46,7 @@ jobs: body: [ 'Thanks for your contribution!', '', - '**We are no longer accepting PRs to add new servers to the README.** The third-party server list has been removed from this README in favor of the [MCP Server Registry](https://registry.modelcontextprotocol.io/).', + '**We are no longer accepting PRs to add new servers to the README.** The server lists are deprecated and will eventually be removed entirely, replaced by the registry.', '', '👉 **To add a new MCP server:** Please publish it to the [MCP Server Registry](https://github.com/modelcontextprotocol/registry) instead. You can browse published servers at [registry.modelcontextprotocol.io](https://registry.modelcontextprotocol.io/).', '', @@ -66,7 +63,7 @@ jobs: pull-requests: write steps: - name: Swap labels and minimize comments - uses: actions/github-script@v8 + uses: actions/github-script@v7 with: script: | const { owner, repo } = context.repo; diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index fd05add..ba42d7b 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -1,7 +1,9 @@ -name: Release +name: Automatic Release Creation on: workflow_dispatch: + schedule: + - cron: '0 10 * * *' jobs: create-metadata: @@ -13,7 +15,7 @@ jobs: npm_packages: ${{ steps.create-npm-packages.outputs.npm_packages}} pypi_packages: ${{ steps.create-pypi-packages.outputs.pypi_packages}} steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 with: fetch-depth: 0 @@ -25,7 +27,7 @@ jobs: echo "Using last release hash: ${HASH}" - name: Install uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v5 - name: Create version name id: create-version @@ -41,7 +43,7 @@ jobs: cat RELEASE_NOTES.md - name: Release notes - uses: actions/upload-artifact@v7 + uses: actions/upload-artifact@v4 with: name: release-notes path: RELEASE_NOTES.md @@ -72,12 +74,12 @@ jobs: outputs: changes_made: ${{ steps.commit.outputs.changes_made }} steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 with: fetch-depth: 0 - name: Install uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v5 - name: Update packages run: | @@ -116,15 +118,15 @@ jobs: id-token: write # Required for trusted publishing runs-on: ubuntu-latest steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 with: ref: ${{ needs.create-metadata.outputs.version }} - name: Install uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v5 - name: Set up Python - uses: actions/setup-python@v7 + uses: actions/setup-python@v5 with: python-version-file: "src/${{ matrix.package }}/.python-version" @@ -136,15 +138,6 @@ jobs: working-directory: src/${{ matrix.package }} run: uv run --frozen pyright - - name: Run tests - working-directory: src/${{ matrix.package }} - run: | - if [ -d "tests" ] || [ -d "test" ]; then - uv run --frozen pytest - else - echo "No tests directory, skipping" - fi - - name: Build package working-directory: src/${{ matrix.package }} run: uv build @@ -153,7 +146,6 @@ jobs: uses: pypa/gh-action-pypi-publish@release/v1 with: packages-dir: src/${{ matrix.package }}/dist - skip-existing: true # re-runs tolerate already-uploaded files publish-npm: needs: [update-packages, create-metadata] @@ -164,25 +156,18 @@ jobs: package: ${{ fromJson(needs.create-metadata.outputs.npm_packages) }} name: Build ${{ matrix.package }} environment: release - permissions: - contents: read - id-token: write # Required for npm trusted publishing (OIDC) runs-on: ubuntu-latest steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 with: ref: ${{ needs.create-metadata.outputs.version }} - - uses: actions/setup-node@v7 + - uses: actions/setup-node@v4 with: node-version: 22 cache: npm registry-url: 'https://registry.npmjs.org' - # OIDC trusted publishing requires npm >=11.5.1; Node 22's bundled npm is 10.x. - - name: Ensure npm CLI supports OIDC trusted publishing - run: npm install -g npm@^11.5.1 - - name: Install dependencies working-directory: src/${{ matrix.package }} run: npm ci @@ -197,22 +182,16 @@ jobs: fi echo "Version $VERSION is new, proceeding with publish" - - name: Run tests - working-directory: src/${{ matrix.package }} - run: npm test --if-present - - name: Build package working-directory: src/${{ matrix.package }} run: npm run build - # Authenticates via OIDC trusted publishing (no token) — each package's - # npm trusted publisher is bound to this workflow + the release environment - name: Publish package working-directory: src/${{ matrix.package }} run: | npm publish --access public env: - NPM_CONFIG_PROVENANCE: "true" + NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} create-release: needs: [update-packages, create-metadata, publish-pypi, publish-npm] @@ -225,10 +204,10 @@ jobs: permissions: contents: write steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - name: Download release notes - uses: actions/download-artifact@v8 + uses: actions/download-artifact@v4 with: name: release-notes diff --git a/.github/workflows/typescript.yml b/.github/workflows/typescript.yml index d9594b4..c99318b 100644 --- a/.github/workflows/typescript.yml +++ b/.github/workflows/typescript.yml @@ -2,13 +2,11 @@ name: TypeScript on: push: + branches: + - main pull_request: - -# Superseded runs on the same ref are cancelled (e.g. rapid amend-pushes), -# except on main, where every merge keeps its own CI run -concurrency: - group: ${{ github.workflow }}-${{ github.ref }} - cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + release: + types: [published] jobs: detect-packages: @@ -16,7 +14,7 @@ jobs: outputs: packages: ${{ steps.find-packages.outputs.packages }} steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - name: Find JS packages id: find-packages working-directory: src @@ -32,9 +30,9 @@ jobs: name: Test ${{ matrix.package }} runs-on: ubuntu-latest steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - - uses: actions/setup-node@v7 + - uses: actions/setup-node@v4 with: node-version: 22 cache: npm @@ -55,9 +53,9 @@ jobs: name: Build ${{ matrix.package }} runs-on: ubuntu-latest steps: - - uses: actions/checkout@v6 + - uses: actions/checkout@v4 - - uses: actions/setup-node@v7 + - uses: actions/setup-node@v4 with: node-version: 22 cache: npm @@ -70,3 +68,35 @@ jobs: working-directory: src/${{ matrix.package }} run: npm run build + publish: + runs-on: ubuntu-latest + needs: [build, detect-packages] + if: github.event_name == 'release' + environment: release + + strategy: + matrix: + package: ${{ fromJson(needs.detect-packages.outputs.packages) }} + name: Publish ${{ matrix.package }} + + permissions: + contents: read + id-token: write + + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-node@v4 + with: + node-version: 22 + cache: npm + registry-url: "https://registry.npmjs.org" + + - name: Install dependencies + working-directory: src/${{ matrix.package }} + run: npm ci + + - name: Publish package + working-directory: src/${{ matrix.package }} + run: npm publish --access public + env: + NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} diff --git a/ADDITIONAL.md b/ADDITIONAL.md deleted file mode 100644 index 3c25b35..0000000 --- a/ADDITIONAL.md +++ /dev/null @@ -1,94 +0,0 @@ -# Additional links - -This is a curated collection of community-built frameworks and resources that simplify building MCP servers and clients, along with other useful tools, libraries, and references for working with MCP. - -## 📚 Frameworks - -### For servers - -* **[Anubis MCP](https://github.com/zoedsoupe/anubis-mcp)** (Elixir) - A high-performance and high-level Model Context Protocol (MCP) implementation in Elixir. Think like "Live View" for MCP. -* **[ModelFetch](https://github.com/phuctm97/modelfetch/)** (TypeScript) - Runtime-agnostic SDK to create and deploy MCP servers anywhere TypeScript/JavaScript runs -* **[EasyMCP](https://github.com/zcaceres/easy-mcp/)** (TypeScript) -* **[FastAPI to MCP auto generator](https://github.com/tadata-org/fastapi_mcp)** – A zero-configuration tool for automatically exposing FastAPI endpoints as MCP tools by **[Tadata](https://tadata.com/)** -* **[FastMCP](https://github.com/punkpeye/fastmcp)** (TypeScript) -* **[Foobara MCP Connector](https://github.com/foobara/mcp-connector)** - Easily expose Foobara commands written in Ruby as tools via MCP -* **[Foxy Contexts](https://github.com/strowk/foxy-contexts)** – A library to build MCP servers in Golang by **[strowk](https://github.com/strowk)** -* **[Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers)** - A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins. -* **[MCP Declarative Java SDK](https://github.com/codeboyzhou/mcp-declarative-java-sdk)** Annotation-driven MCP servers development with Java, no Spring Framework Required, minimize dependencies as much as possible. -* **[MCP-Framework](https://mcp-framework.com)** Build MCP servers with elegance and speed in TypeScript. Comes with a CLI to create your project with `mcp create app`. Get started with your first server in under 5 minutes by **[Alex Andru](https://github.com/QuantGeekDev)** -* **[MCP Plexus](https://github.com/Super-I-Tech/mcp_plexus)**: A secure, **multi-tenant** and Multi-user MCP python server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications. -* **[mcp_sse (Elixir)](https://github.com/kEND/mcp_sse)** An SSE implementation in Elixir for rapidly creating MCP servers. -* **[mxcp](https://github.com/raw-labs/mxcp)** (Python) - Open-source framework for building enterprise-grade MCP servers using just YAML, SQL, and Python, with built-in auth, monitoring, ETL and policy enforcement. -* **[Next.js MCP Server Template](https://github.com/vercel-labs/mcp-for-next.js)** (Typescript) - A starter Next.js project that uses the MCP Adapter to allow MCP clients to connect and access resources. -* **[PayMCP](https://github.com/blustAI/paymcp)** (Python & TypeScript) - Lightweight payments layer for MCP servers: turn tools into paid endpoints with a two-line decorator. [PyPI](https://pypi.org/project/paymcp/) · [npm](https://www.npmjs.com/package/paymcp) · [TS repo](https://github.com/blustAI/paymcp-ts) -* **[Perl SDK](https://github.com/mojolicious/mojo-mcp)** - An SDK for building MCP servers and clients with the Perl programming language. -* **[Quarkus MCP Server SDK](https://github.com/quarkiverse/quarkus-mcp-server)** (Java) -- **[R mcptools](https://github.com/posit-dev/mcptools)** - An R SDK for creating R-based MCP servers and retrieving functionality from third-party MCP servers as R functions. -* **[SAP ABAP MCP Server SDK](https://github.com/abap-ai/mcp)** - Build SAP ABAP based MCP servers. ABAP 7.52 based with 7.02 downport; runs on R/3 & S/4HANA on-premises, currently not cloud-ready. -* **[Spring AI MCP Server](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-server-boot-starter-docs.html)** - Provides auto-configuration for setting up an MCP server in Spring Boot applications. -* **[Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure -* **[AgentR Universal MCP SDK](https://github.com/universal-mcp/universal-mcp)** - A python SDK to build MCP Servers with inbuilt credential management by **[Agentr](https://agentr.dev/home)** -* **[Vercel MCP Adapter](https://github.com/vercel/mcp-adapter)** (TypeScript) - A simple package to start serving an MCP server on most major JS meta-frameworks including Next, Nuxt, Svelte, and more. -* **[PHP MCP Server](https://github.com/php-mcp/server)** (PHP) - Core PHP implementation for the Model Context Protocol (MCP) server - -### For clients - -* **[codemirror-mcp](https://github.com/marimo-team/codemirror-mcp)** - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands -* **[llm-analysis-assistant](https://github.com/xuzexin-hz/llm-analysis-assistant)** Langfuse Logo - A very streamlined mcp client that supports calling and monitoring stdio/sse/streamableHttp, and can also view request responses through the /logs page. It also supports monitoring and simulation of ollama/openai interface. -* **[MCP-Agent](https://github.com/lastmile-ai/mcp-agent)** - A simple, composable framework to build agents using Model Context Protocol by **[LastMile AI](https://www.lastmileai.dev)** -* **[Spring AI MCP Client](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-client-boot-starter-docs.html)** - Provides auto-configuration for MCP client functionality in Spring Boot applications. -* **[MCP CLI Client](https://github.com/vincent-pli/mcp-cli-host)** - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP). -* **[OpenMCP Client](https://github.com/LSTM-Kirigaya/openmcp-client/)** - An all-in-one vscode/trae/cursor plugin for MCP server debugging. [Document](https://kirigaya.cn/openmcp/) & [OpenMCP SDK](https://kirigaya.cn/openmcp/sdk-tutorial/). -* **[PHP MCP Client](https://github.com/php-mcp/client)** - Core PHP implementation for the Model Context Protocol (MCP) Client -* **[Runbear](https://runbear.io/solutions/integrations/slack/mcp)** - No-code MCP client for team chat platforms, such as Slack, Microsoft Teams, and Discord. - -## 📚 Resources - -- **[A2A-MCP Java Bridge](https://github.com/vishalmysore/a2ajava)** - A2AJava brings powerful A2A-MCP integration directly into your Java applications. It enables developers to annotate standard Java methods and instantly expose them as MCP Server, A2A-discoverable actions — with no boilerplate or service registration overhead. -- **[AiMCP](https://www.aimcp.info)** - A collection of MCP clients&servers to find the right mcp tools by **[Hekmon](https://github.com/hekmon8)** -- **[Awesome Crypto MCP Servers by badkk](https://github.com/badkk/awesome-crypto-mcp-servers)** - A curated list of MCP servers by **[Luke Fan](https://github.com/badkk)** -- **[Awesome MCP Servers by appcypher](https://github.com/appcypher/awesome-mcp-servers)** - A curated list of MCP servers by **[Stephen Akinyemi](https://github.com/appcypher)** -- **[Awesome MCP Servers by punkpeye](https://github.com/punkpeye/awesome-mcp-servers)** (**[website](https://glama.ai/mcp/servers)**) - A curated list of MCP servers by **[Frank Fiegel](https://github.com/punkpeye)** -- **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** (**[website](https://mcpservers.org)**) - A curated list of MCP servers by **[wong2](https://github.com/wong2)** -- **[Awesome Remote MCP Servers by JAW9C](https://github.com/jaw9c/awesome-remote-mcp-servers)** - A curated list of **remote** MCP servers, including their authentication support by **[JAW9C](https://github.com/jaw9c)** -- **[Discord Server](https://glama.ai/mcp/discord)** – A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** -- **[Install This MCP](https://installthismcp.com)** - Reduce Installation Friction with beautiful installation guides -- **[Klavis AI](https://www.klavis.ai)** - Open Source MCP Infra. Hosted MCP servers and MCP clients on Slack and Discord. -- **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** – Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)** -- **[MCPProxy](https://github.com/smart-mcp-proxy/mcpproxy-go)** - Open-source local app that enables access to multiple MCP servers and thousands of tools with intelligent discovery via MCP protocol, runs servers in isolated environments, and features automatic quarantine protection against malicious tools. -- **[MCPRepository.com](https://mcprepository.com/)** - A repository that indexes and organizes all MCP servers for easy discovery. -- **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)** -- **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and macOS. -- **[mcp-get](https://mcp-get.com)** - Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)** -- **[mcp-guardian](https://github.com/eqtylab/mcp-guardian)** - GUI application + tools for proxying / managing control of MCP servers by **[EQTY Lab](https://eqtylab.io)** -- **[MCP Linker](https://github.com/milisp/mcp-linker)** - A cross-platform Tauri GUI tool for one-click setup and management of MCP servers, supporting Claude Desktop, Cursor, Windsurf, VS Code, Cline, and Neovim. -- **[mcp-manager](https://github.com/zueai/mcp-manager)** - Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)** -- **[MCP Marketplace Web Plugin](https://github.com/AI-Agent-Hub/mcp-marketplace)** MCP Marketplace is a small Web UX plugin to integrate with AI applications, Support various MCP Server API Endpoint (e.g pulsemcp.com/deepnlp.org and more). Allowing user to browse, paginate and select various MCP servers by different categories. [Pypi](https://pypi.org/project/mcp-marketplace) | [Maintainer](https://github.com/AI-Agent-Hub) | [Website](http://www.deepnlp.org/store/ai-agent/mcp-server) -- **[mcp.natoma.ai](https://mcp.natoma.ai)** – A Hosted MCP Platform to discover, install, manage and deploy MCP servers by **[Natoma Labs](https://www.natoma.ai)** -- **[mcp.run](https://mcp.run)** - A hosted registry and control plane to install & run secure + portable MCP Servers. -- **[MCPHub](https://www.mcphub.com)** - Website to list high quality MCP servers and reviews by real users. Also provide online chatbot for popular LLM models with MCP server support. -- **[MCP Router](https://mcp-router.net)** – Free Windows and macOS app that simplifies MCP management while providing seamless app authentication and powerful log visualization by **[MCP Router](https://github.com/mcp-router/mcp-router)** -- **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)** -- **[MCPServers.com](https://mcpservers.com)** - A growing directory of high-quality MCP servers with clear setup guides for a variety of MCP clients. Built by the team behind the **[Highlight MCP client](https://highlightai.com/)** -- **[MCP Servers Rating and User Reviews](http://www.deepnlp.org/store/ai-agent/mcp-server)** - Website to rate MCP servers, write authentic user reviews, and [search engine for agent & mcp](http://www.deepnlp.org/search/agent) -- **[MCP Sky](https://bsky.app/profile/brianell.in/feed/mcp)** - Bluesky feed for MCP related news and discussion by **[@brianell.in](https://bsky.app/profile/brianell.in)** -- **[MCP X Community](https://x.com/i/communities/1861891349609603310)** – A X community for MCP by **[Xiaoyi](https://x.com/chxy)** -- **[MCPHub](https://github.com/Jeamee/MCPHub-Desktop)** – An Open Source macOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **[Jeamee](https://github.com/jeamee)** -- **[mcpm](https://github.com/pathintegral-institute/mcpm.sh)** ([website](https://mcpm.sh)) - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by **[Pathintegral](https://github.com/pathintegral-institute)** -- **[MCPVerse](https://mcpverse.dev)** - A portal for creating & hosting authenticated MCP servers and connecting to them securely. -- **[MCP Servers Search](https://github.com/atonomus/mcp-servers-search)** - An MCP server that provides tools for querying and discovering available MCP servers from this list. -- **[Search MCP Server](https://github.com/krzysztofkucmierz/search-mcp-server)** - Recommends the most relevant MCP servers based on the client's query by searching this README file. -- **[MCPWatch](https://github.com/kapilduraphe/mcp-watch)** - A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP server implementations. -- **[mkinf](https://mkinf.io)** - An Open Source registry of hosted MCP Servers to accelerate AI agent workflows. -- **[Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory)** - A curated list of MCP servers by **[mcpso](https://mcp.so)** -- **[OpenTools](https://opentools.com)** - An open registry for finding, installing, and building with MCP servers by **[opentoolsteam](https://github.com/opentoolsteam)** -- **[Programmatic MCP Prototype](https://github.com/domdomegg/programmatic-mcp-prototype)** - Experimental agent prototype demonstrating programmatic MCP tool composition, progressive tool discovery, state persistence, and skill building through TypeScript code execution by **[Adam Jones](https://github.com/domdomegg)** -- **[PulseMCP](https://www.pulsemcp.com)** ([API](https://www.pulsemcp.com/api)) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by **[Tadas Antanavicius](https://github.com/tadasant)**, **[Mike Coughlin](https://github.com/macoughl)**, and **[Ravina Patel](https://github.com/ravinahp)** -- **[r/mcp](https://www.reddit.com/r/mcp)** – A Reddit community dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** -- **[MCP.ing](https://mcp.ing/)** - A list of MCP services for discovering MCP servers in the community and providing a convenient search function for MCP services by **[iiiusky](https://github.com/iiiusky)** -- **[MCP Hunt](https://mcp-hunt.com)** - Realtime platform for discovering trending MCP servers with momentum tracking, upvoting, and community discussions - like Product Hunt meets Reddit for MCP -- **[Smithery](https://smithery.ai/)** - A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)** -- **[Toolbase](https://gettoolbase.ai)** - Desktop application that manages tools and MCP servers with just a few clicks - no coding required by **[gching](https://github.com/gching)** -- **[ToolHive](https://github.com/StacklokLabs/toolhive)** - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **[StacklokLabs](https://github.com/StacklokLabs)** -- **[NetMind](https://www.netmind.ai/AIServices)** - Access powerful AI services via simple APIs or MCP servers to supercharge your productivity. -- **[Webrix MCP Gateway](https://github.com/webrix-ai/secure-mcp-gateway)** - Enterprise MCP gateway with SSO, RBAC, audit trails, and token vaults for secure, centralized AI agent access control. Deploy via Helm charts on-premise or in your cloud. [webrix.ai](https://webrix.ai) diff --git a/CLAUDE.md b/CLAUDE.md deleted file mode 100644 index ad30b91..0000000 --- a/CLAUDE.md +++ /dev/null @@ -1,104 +0,0 @@ -# CLAUDE.md - -This file provides guidance to Claude Code when working with code in this repository. - -## Project Overview - -Official MCP reference server implementations. This is an npm workspaces monorepo containing 7 servers (4 TypeScript, 3 Python) under `src/`. Each server is a standalone package published to npm or PyPI. - -## Monorepo Structure - -``` -src/ - everything/ TS @modelcontextprotocol/server-everything (reference server, all MCP features) - filesystem/ TS @modelcontextprotocol/server-filesystem (file operations with Roots access control) - memory/ TS @modelcontextprotocol/server-memory (knowledge graph persistence) - sequentialthinking/ TS @modelcontextprotocol/server-sequential-thinking (step-by-step reasoning) - fetch/ Py mcp-server-fetch (web content fetching) - git/ Py mcp-server-git (git repository operations) - time/ Py mcp-server-time (timezone queries and conversion) -``` - -## Build & Test Commands - -### TypeScript servers - -```bash -# Single server -cd src/ && npm ci && npm run build && npm test - -# All TS servers from root -npm install && npm run build -``` - -- Build: `tsc` (target ES2022, module Node16, strict mode) -- Tests: **vitest** with `@vitest/coverage-v8` (required for new tests) -- Node version: **22** - -### Python servers - -```bash -cd src/ && uv sync --frozen --all-extras --dev - -# Run tests (if tests/ or test/ directory exists) -uv run pytest - -# Type checking -uv run pyright - -# Linting -uv run ruff check . -``` - -- Build system: **hatchling** (`uv build`) -- Package manager: **uv** (not pip) -- Python version: **>= 3.10** (per-server `.python-version` file) -- Type checking: **pyright** (enforced in CI) -- Linting: **ruff** - -## Code Style - -### TypeScript - -- ES modules with `.js` extension in import paths -- Strict TypeScript typing for all functions and variables -- Zod schemas for tool input validation -- 2-space indentation, trailing commas in multi-line objects -- camelCase for variables/functions, PascalCase for types/classes, UPPER_CASE for constants -- kebab-case for file names and registered tools/prompts/resources -- Verb-first tool names (e.g., `get-file-info`, not `file-info`) -- Imports grouped: external first, then internal - -### Python - -- Type hints enforced via pyright -- Async/await patterns (especially in fetch server with pytest-asyncio) -- Follow existing module layout per server - -## Contributing Guidelines - -**Accepted:** Bug fixes, usability improvements, enhancements demonstrating MCP protocol features (Resources, Prompts, Roots -- not just Tools). - -**Selective:** New features outside a server's core purpose or highly opinionated additions. - -**Not accepted:** New server implementations (use the [MCP Server Registry](https://github.com/modelcontextprotocol/registry)), README server listing changes. - -## CI/CD Pipeline - -Both TypeScript and Python workflows use **dynamic package detection** (find + jq matrix strategy): - -1. `detect-packages` -- finds all `package.json` / `pyproject.toml` under `src/` -2. `test` -- runs tests per package -3. `build` -- compiles and type-checks per package -4. `publish` -- on release events only (npm for TS, PyPI trusted publishing for Python) - -## MCP Protocol Reference - -The repo is configured with an MCP docs server (`.mcp.json`) pointing to `https://modelcontextprotocol.io/mcp`. For schema details, reference `https://github.com/modelcontextprotocol/modelcontextprotocol/tree/main/schema` which contains versioned schemas in JSON and TypeScript formats. - -## Key Patterns - -- Each server registers capabilities via `registerTools(server)`, `registerResources(server)`, `registerPrompts(server)` functions -- Tool annotations: set `readOnlyHint`, `idempotentHint`, `destructiveHint` per MCP spec -- Transport support: stdio (default), SSE (deprecated), Streamable HTTP -- All PRs are reviewed against the [PR template](.github/pull_request_template.md) checklist -- ensure MCP docs are read, security best practices followed, and changes tested with an LLM client diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 8ce9a21..ab15fc9 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -6,9 +6,9 @@ We accept changes through [the standard GitHub flow model](https://docs.github.c ## Server Listings -The README no longer contains a list of third-party MCP servers — that list has been retired in favor of the [MCP Server Registry](https://github.com/modelcontextprotocol/registry). To make your server discoverable, follow the [quickstart guide](https://github.com/modelcontextprotocol/registry/blob/main/docs/modelcontextprotocol-io/quickstart.mdx) to publish it there. +We are **no longer accepting PRs** to add server links to the README. Please publish your server to the [MCP Server Registry](https://github.com/modelcontextprotocol/registry) instead. Follow the [quickstart guide](https://github.com/modelcontextprotocol/registry/blob/main/docs/modelcontextprotocol-io/quickstart.mdx). -You can browse published servers at [https://registry.modelcontextprotocol.io/](https://registry.modelcontextprotocol.io/). +You can browse published servers using the simple UI at [https://registry.modelcontextprotocol.io/](https://registry.modelcontextprotocol.io/). ## Server Implementations diff --git a/LICENSE b/LICENSE index 4a93985..ad75c9e 100644 --- a/LICENSE +++ b/LICENSE @@ -1,193 +1,6 @@ -The MCP project is undergoing a licensing transition from the MIT License to the Apache License, Version 2.0 ("Apache-2.0"). All new code and specification contributions to the project are licensed under Apache-2.0. Documentation contributions (excluding specifications) are licensed under CC-BY-4.0. - -Contributions for which relicensing consent has been obtained are licensed under Apache-2.0. Contributions made by authors who originally licensed their work under the MIT License and who have not yet granted explicit permission to relicense remain licensed under the MIT License. - -No rights beyond those granted by the applicable original license are conveyed for such contributions. - ---- - - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ - - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - - 1. Definitions. - - "License" shall mean the terms and conditions for use, reproduction, - and distribution as defined by Sections 1 through 9 of this document. - - "Licensor" shall mean the copyright owner or entity authorized by - the copyright owner that is granting the License. - - "Legal Entity" shall mean the union of the acting entity and all - other entities that control, are controlled by, or are under common - control with that entity. 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Unless You explicitly state otherwise, - any Contribution intentionally submitted for inclusion in the Work - by You to the Licensor shall be under the terms and conditions of - this License, without any additional terms or conditions. - Notwithstanding the above, nothing herein shall supersede or modify - the terms of any separate license agreement you may have executed - with Licensor regarding such Contributions. - - 6. Trademarks. This License does not grant permission to use the trade - names, trademarks, service marks, or product names of the Licensor, - except as required for reasonable and customary use in describing the - origin of the Work and reproducing the content of the NOTICE file. - - 7. Disclaimer of Warranty. Unless required by applicable law or - agreed to in writing, Licensor provides the Work (and each - Contributor provides its Contributions) on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or - implied, including, without limitation, any warranties or conditions - of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A - PARTICULAR PURPOSE. You are solely responsible for determining the - appropriateness of using or redistributing the Work and assume any - risks associated with Your exercise of permissions under this License. - - 8. Limitation of Liability. In no event and under no legal theory, - whether in tort (including negligence), contract, or otherwise, - unless required by applicable law (such as deliberate and grossly - negligent acts) or agreed to in writing, shall any Contributor be - liable to You for damages, including any direct, indirect, special, - incidental, or consequential damages of any character arising as a - result of this License or out of the use or inability to use the - Work (including but not limited to damages for loss of goodwill, - work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. While redistributing - the Work or Derivative Works thereof, You may choose to offer, - and charge a fee for, acceptance of support, warranty, indemnity, - or other liability obligations and/or rights consistent with this - License. However, in accepting such obligations, You may act only - on Your own behalf and on Your sole responsibility, not on behalf - of any other Contributor, and only if You agree to indemnify, - defend, and hold each Contributor harmless for any liability - incurred by, or claims asserted against, such Contributor by reason - of your accepting any such warranty or additional liability. - - END OF TERMS AND CONDITIONS - ---- - MIT License -Copyright (c) 2024-2025 Model Context Protocol a Series of LF Projects, LLC. +Copyright (c) 2025 Anthropic, PBC Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal @@ -206,11 +19,3 @@ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. - ---- - -Creative Commons Attribution 4.0 International (CC-BY-4.0) - -Documentation in this project (excluding specifications) is licensed under -CC-BY-4.0. See https://creativecommons.org/licenses/by/4.0/legalcode for -the full license text. diff --git a/README.md b/README.md index 9c388c8..c72349e 100644 --- a/README.md +++ b/README.md @@ -5,9 +5,6 @@ This repository is a collection of *reference implementations* for the [Model Co > [!IMPORTANT] > If you are looking for a list of MCP servers, you can browse published servers on [the MCP Registry](https://registry.modelcontextprotocol.io/). The repository served by this README is dedicated to housing just the small number of reference servers maintained by the MCP steering group. -> [!WARNING] -> The servers in this repository are intended as **reference implementations** to demonstrate MCP features and SDK usage. They are meant to serve as educational examples for developers building their own MCP servers, not as production-ready solutions. Developers should evaluate their own security requirements and implement appropriate safeguards based on their specific threat model and use case. - The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources. Typically, each MCP server is implemented with an MCP SDK: @@ -39,7 +36,7 @@ These servers aim to demonstrate MCP features and the official SDKs. The following reference servers are now archived and can be found at [servers-archived](https://github.com/modelcontextprotocol/servers-archived). - **[AWS KB Retrieval](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/aws-kb-retrieval-server)** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime. -- **[Brave Search](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/brave-search)** - Web and local search using Brave's Search API. Has been replaced by the [official server](https://github.com/brave/brave-search-mcp-server) ([`@brave/brave-search-mcp-server`](https://www.npmjs.com/package/@brave/brave-search-mcp-server)). +- **[Brave Search](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/brave-search)** - Web and local search using Brave's Search API. Has been replaced by the [official server](https://github.com/brave/brave-search-mcp-server). - **[EverArt](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/everart)** - AI image generation using various models. - **[GitHub](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github)** - Repository management, file operations, and GitHub API integration. - **[GitLab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab)** - GitLab API, enabling project management. @@ -52,6 +49,1517 @@ The following reference servers are now archived and can be found at [servers-ar - **[Slack](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack)** - Channel management and messaging capabilities. Now maintained by [Zencoder](https://github.com/zencoderai/slack-mcp-server) - **[SQLite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite)** - Database interaction and business intelligence capabilities. +## 🤝 Third-Party Servers + +> [!NOTE] +The server lists in this README are no longer maintained and will eventually be removed. + +### 🎖️ Official Integrations + +Official integrations are maintained by companies building production ready MCP servers for their platforms. + +- 21st.dev Logo **[21st.dev Magic](https://github.com/21st-dev/magic-mcp)** - Create crafted UI components inspired by the best 21st.dev design engineers. +- 2slides Logo **[2slides](https://github.com/2slides/2slides-mcp)** - An MCP server that provides tools to convert content into slides/PPT/presentation or generate slides/PPT/presentation with user intention. +- Paragon Logo **[ActionKit by Paragon](https://github.com/useparagon/paragon-mcp)** - Connect to 130+ SaaS integrations (e.g. Slack, Salesforce, Gmail) with Paragon’s [ActionKit](https://www.useparagon.com/actionkit) API. +- Adfin Logo **[Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin)** - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with [Adfin](https://www.adfin.com/). +- AgentOps Logo **[AgentOps](https://github.com/AgentOps-AI/agentops-mcp)** - Provide observability and tracing for debugging AI agents with [AgentOps](https://www.agentops.ai/) API. +- AgentQL Logo **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/). +- AgentRPC Logo **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/). +- **[Agentset](https://github.com/agentset-ai/mcp-server)** - RAG for your knowledge base connected to [Agentset](https://agentset.ai). +- Airwallex Logo **[Airwallex Developer](https://www.npmjs.com/package/@airwallex/developer-mcp)** - Empowers AI coding agents with the tools they need to assist developers integrating with [Airwallex APIs](https://www.airwallex.com/docs/api/) +- Aiven Logo **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services +- Alation Logo **[Alation](https://github.com/Alation/alation-ai-agent-sdk)** - Unlock the power of the enterprise Data Catalog by harnessing tools provided by the Alation MCP server. +- Alby Logo **[Alby Bitcoin Payments](https://github.com/getAlby/mcp)** - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally with your agent. +- **[Algolia](https://github.com/algolia/mcp)** - Use AI agents to provision, configure, and query your [Algolia](https://algolia.com) search indices. +- Alibaba Cloud AnalyticDB for MySQL Logo **[Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Connect to an [AnalyticDB for MySQL](https://www.alibabacloud.com/en/product/analyticdb-for-mysql) cluster for getting database or table metadata, querying and analyzing data. It will be supported to add the OpenAPI for cluster operation in the future. +- Alibaba Cloud AnalyticDB for PostgreSQL Logo **[Alibaba Cloud AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server)** - An MCP server to connect to [AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server) instances, query and analyze data. +- DataWorks Logo **[Alibaba Cloud DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server)** - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly. +- Alibaba Cloud OpenSearch Logo **[Alibaba Cloud OpenSearch](https://github.com/aliyun/alibabacloud-opensearch-mcp-server)** - This MCP server equips AI Agents with tools to interact with [OpenSearch](https://help.aliyun.com/zh/open-search/?spm=5176.7946605.J_5253785160.6.28098651AaYZXC) through a standardized and extensible interface. +- Alibaba Cloud OPS Logo **[Alibaba Cloud OPS](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage the lifecycle of your Alibaba Cloud resources with [CloudOps Orchestration Service](https://www.alibabacloud.com/en/product/oos) and Alibaba Cloud OpenAPI. +- Alibaba Cloud RDS MySQL Logo **[Alibaba Cloud RDS](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM. +- AlipayPlus Logo **[AlipayPlus](https://github.com/alipay/global-alipayplus-mcp)** - Connect your AI Agents to AlipayPlus Checkout Payment. +- Alkemi Logo **[Alkemi](https://github.com/alkemi-ai/alkemi-mcp)** - Query Snowflake, Google BigQuery, DataBricks Data Products through Alkemi.ai. +- AllVoiceLab Logo **[AllVoiceLab](https://www.allvoicelab.com/mcp)** - An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration. +- Alpaca Logo **[Alpaca](https://github.com/alpacahq/alpaca-mcp-server)** – Alpaca's MCP server lets you trade stocks and options, analyze market data, and build strategies through [Alpaca's Trading API](https://alpaca.markets/) +- AlphaVantage Logo **[AlphaVantage](https://mcp.alphavantage.co/)** - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from [AlphaVantage](https://www.alphavantage.co) +- AltTester Logo **[AltTester®](https://alttester.com/docs/desktop/latest/pages/ai-extension.html)** - Use AltTester® capabilities to connect and test your Unity or Unreal game. Write game test automation faster and smarter, using [AltTester](https://alttester.com) and the AltTester® MCP server. +- Amplitude Logo **[Amplitude](https://amplitude.com/docs/analytics/amplitude-mcp)** - The Amplitude MCP server enables seamless integration between AI assistants and your product data, allowing you to search, analyze, and query charts, dashboards, experiments, feature flags, and metrics directly from your AI interface. +- Antom Logo **[Antom](https://github.com/alipay/global-antom-mcp)** - Connect your AI Agents to Antom Checkout Payment. +- Anytype Logo **[Anytype](https://github.com/anyproto/anytype-mcp)** - An MCP server enabling AI assistants to interact with [Anytype](https://anytype.io) - a local and collaborative wiki - to organize objects, lists, and more through natural language. +- Apache Doris Logo **[Apache Doris](https://github.com/apache/doris-mcp-server)** - MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse. +- Apache IoTDB Logo **[Apache IoTDB](https://github.com/apache/iotdb-mcp-server)** - MCP Server for [Apache IoTDB](https://github.com/apache/iotdb) database and its tools +- **[Apache Pinot](https://github.com/startreedata/mcp-pinot)** – MCP server for running real - time analytics queries on Apache Pinot, an open-source OLAP database built for high-throughput, low-latency powering real-time applications. +- Apify Logo **[Apify](https://github.com/apify/apify-mcp-server)** - Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more +- APIMatic Logo **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic's API. +- Apollo Graph Logo **[Apollo MCP Server](https://github.com/apollographql/apollo-mcp-server/)** - Connect your GraphQL APIs to AI agents +- Appium Logo **[Appium MCP Server](https://github.com/appium/appium-mcp.git)** - MCP server for Mobile Development and Automation | iOS, Android, Simulator, Emulator, and Real Devices +- Aqara Logo **[Aqara MCP Server](https://github.com/aqara/aqara-mcp-server/)** - Control [Aqara](https://www.aqara.com/) smart home devices, query status, execute scenes, and much more using natural language. +- Archbee Logo **[Archbee](https://www.npmjs.com/package/@archbee/mcp)** - Write and publish documentation that becomes the trusted source for instant answers with AI. Stop cobbling tools and use [Archbee](https://www.archbee.com/) — the first complete documentation platform. +- Arize-Phoenix Logo **[Arize Phoenix](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp)** - Inspect traces, manage prompts, curate datasets, and run experiments using [Arize Phoenix](https://github.com/Arize-ai/phoenix), an open-source AI and LLM observability tool. +- Armor Logo **[Armor Crypto MCP](https://github.com/armorwallet/armor-crypto-mcp)** - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. +- Asgardeo Logo **[Asgardeo](https://github.com/asgardeo/asgardeo-mcp-server)** - MCP server to interact with your [Asgardeo](https://wso2.com/asgardeo) organization through LLM tools. +- DataStax logo **[Astra DB](https://github.com/datastax/astra-db-mcp)** - Comprehensive tools for managing collections and documents in a [DataStax Astra DB](https://www.datastax.com/products/datastax-astra) NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions. +- Atla Logo **[Atla](https://github.com/atla-ai/atla-mcp-server)** - Enable AI agents to interact with the [Atla API](https://docs.atla-ai.com/) for state-of-the-art LLMJ evaluation. +- Atlan Logo **[Atlan](https://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocol)** - The Atlan Model Context Protocol server allows you to interact with the [Atlan](https://www.atlan.com/) services through multiple tools. +- Atlassian Logo **[Atlassian](https://www.atlassian.com/platform/remote-mcp-server)** - Securely interact with Jira work items and Confluence pages, and search across both. +- AtomGit Logo **[AtomGit](https://atomgit.com/atomgit-open-source-ecosystem/atomgit-mcp-server)** - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more. +- Atono Logo **[Atono](https://docs.atono.io/docs/mcp-server-for-atono/)** - Modern product teams connect their AI assistant to Atono to create and update stories, bugs, assignments and fixes. +- Audiense Logo **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis. +- Auth0 Logo **[Auth0](https://github.com/auth0/auth0-mcp-server)** - MCP server for interacting with your Auth0 tenant, supporting creating and modifying actions, applications, forms, logs, resource servers, and more. +- Authenticator App Logo **[Authenticator App · 2FA](https://github.com/firstorderai/authenticator_mcp)** - A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App. +- AWS Logo **[AWS](https://github.com/awslabs/mcp)** - Specialized MCP servers that bring AWS best practices directly to your development workflow. +- Axiom Logo **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language +- Microsoft Azure Logo **[Azure](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server)** - The Azure MCP Server gives MCP Clients access to key Azure services and tools like Azure Storage, Cosmos DB, the Azure CLI, and more. +- Microsoft Azure DevOps Logo **[Azure DevOps](https://github.com/microsoft/azure-devops-mcp)** - Interact with Azure DevOps services like repositories, work items, builds, releases, test plans, and code search. +- Backdocket Logo **[Backdocket](https://ai.backdocket.com)** - Search, Retrieve, and Update your **[Backdocket](https://backdocket.com)** data. This currently includes Claims, Matters, Contacts, Tasks and Advanced Searches. To easily use the Remote Mcp Server utilize the following url: **[https://ai.backdocket.com/mcp]([https://backdocket.com](https://ai.backdocket.com/mcp))** +- Baidu Map Logo **[Baidu Map](https://github.com/baidu-maps/mcp)** - [Baidu Map MCP Server](https://lbsyun.baidu.com/faq/api?title=mcpserver/base) provides tools for AI agents to interact with Baidu Maps APIs, enabling location-based services and geospatial data analysis. +- Bankless Logo **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state. +- Baserow Logo **[Baserow](https://gitlab.com/baserow/baserow/-/tree/develop/backend/src/baserow/api/mcp)** - Query data from Baserow self-hosted or SaaS databases using MCP integration. +- Bauplan Logo **[Bauplan](https://github.com/BauplanLabs/bauplan-mcp-server)** - Manage the Bauplan lakehouse: query tables, create data branches, run pipelines, retrieve logs. +- BICScan Logo **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names. +- Bitnovo Logo **[Bitnovo Pay](https://github.com/bitnovo/mcp-bitnovo-pay)** - Cryptocurrency payment integration enabling AI agents to create payments, manage QR codes, and process transactions through the Bitnovo Pay API with support for Bitcoin, Ethereum, and other cryptocurrencies. +- Bitrise Logo **[Bitrise](https://github.com/bitrise-io/bitrise-mcp)** - Chat with your builds, CI, and [more](https://bitrise.io/blog/post/chat-with-your-builds-ci-and-more-introducing-the-bitrise-mcp-server). +- boikot Logo **[Boikot](https://github.com/boikot-xyz/boikot)** - Learn about the ethical and unethical actions of major companies with [boikot.xyz](https://boikot.xyz/). +- BoldSign Logo **[BoldSign](https://github.com/boldsign/boldsign-mcp)** - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/). +- Boost.space Logo **[Boost.space](https://github.com/boostspace/boostspace-mcp-server)** - An MCP server integrating with [Boost.space](https://boost.space) for centralized, automated business data from 2000+ sources. +- BoostSecurity Logo **[BoostSecurity](https://github.com/boost-community/boost-mcp)** - Powered by [BoostSecurity](https://boostsecurity.io/), the MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware or typosquatting. +- Box Logo **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI. +- BrightData Logo **[BrightData](https://github.com/luminati-io/brightdata-mcp)** - Discover, extract, and interact with the web - one interface powering automated access across the public internet. +- Browserbase Logo **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) +- BrowserStack Logo **[BrowserStack](https://github.com/browserstack/mcp-server)** - Access BrowserStack's [Test Platform](https://www.browserstack.com/test-platform) to debug, write and fix tests, do accessibility testing and more. +- Buildable Logo**[Buildable](https://github.com/chunkydotdev/bldbl-mcp)** (TypeScript) - Official MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects. +- Buildkite Logo **[Buildkite](https://github.com/buildkite/buildkite-mcp-server)** - Exposing Buildkite data (pipelines, builds, jobs, tests) to AI tooling and editors. +- BuiltWith Logo **[BuiltWith](https://github.com/builtwith/mcp)** - Identify the technology stack behind any website. +- PortSwigger Logo **[Burp Suite](https://github.com/PortSwigger/mcp-server)** - MCP Server extension allowing AI clients to connect to [Burp Suite](https://portswigger.net) +- Cal.com **[Cal.com](https://www.npmjs.com/package/@calcom/cal-mcp?activeTab=readme)** - Connect to the Cal.com API to schedule and manage bookings and appointments. +- Campertunity Logo **[Campertunity](https://github.com/campertunity/mcp-server)** - Search campgrounds around the world on campertunity, check availability, and provide booking links. +- Canva logo **[Canva](https://www.canva.dev/docs/apps/mcp-server/)** — Provide AI - powered development assistance for [Canva](https://canva.com) apps and integrations. +- Carbon Voice Logo **[Carbon Voice](https://github.com/PhononX/cv-mcp-server)** - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app). +- Cartesia logo **[Cartesia](https://github.com/cartesia-ai/cartesia-mcp)** - Connect to the [Cartesia](https://cartesia.ai/) voice platform to perform text-to-speech, voice cloning etc. +- Cashfree logo **[Cashfree](https://github.com/cashfree/cashfree-mcp)** - [Cashfree Payments](https://www.cashfree.com/) official MCP server. +- **[CB Insights](https://github.com/cbinsights/cbi-mcp-server)** - Use the [CB Insights](https://www.cbinsights.com) MCP Server to connect to [ChatCBI](https://www.cbinsights.com/chatcbi/) +- ChainAware.ai Logo **[Behavioural Prediction](https://github.com/ChainAware/behavioral-prediction-mcp)** - AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction powered by [ChainAware.ai](https://www.chainaware.ai). +- Chargebee Logo **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com). +- Cheqd Logo **[Cheqd](https://github.com/cheqd/mcp-toolkit)** - Enable AI Agents to be trusted, verified, prevent fraud, protect your reputation, and more through [cheqd's](https://cheqd.io) Trust Registries and Credentials. +- Chiki StudIO Logo **[Chiki StudIO](https://chiki.studio/galimybes/mcp/)** - Create your own configurable MCP servers purely via configuration (no code), with instructions, prompts, and tools support. +- Chroma Logo **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database +- Chrome **[Chrome DevTools](https://github.com/ChromeDevTools/chrome-devtools-mcp)** - Enable AI coding assistants to debug web pages directly in Chrome, providing runtime insights and debugging capabilities. +- Chronulus AI Logo **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents. +- CircleCI Logo **[CircleCI](https://github.com/CircleCI-Public/mcp-server-circleci)** - Enable AI Agents to fix build failures from CircleCI. +- Claude Context Logo **[Claude Context](https://github.com/zilliztech/claude-context)** - Bring your codebase as context to Claude Code +- Cleanup Crew logo **[Cleanup Crew](https://cleanupcrew.ai/install)** - Real-time human support service for non-technical founders using AI coding tools. When AI hits a wall, request instant human help directly from your IDE. +- ClickHouse Logo **[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server. +- ClickSend Logo **[ClickSend](https://github.com/ClickSend/clicksend-mcp-server/)** - This is the official ClickSend MCP Server developed by ClickSend team. +- Clix Logo **[Clix MCP Server](https://github.com/clix-so/clix-mcp-server)** - Clix MCP Server that enables AI agents to provide real-time, trusted Clix documentation and SDK code examples for seamless integrations. +- CloudBase Logo **[CloudBase](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit)** - One-stop backend services for WeChat Mini-Programs and full-stack apps with serverless cloud functions and databases by [Tencent CloudBase](https://tcb.cloud.tencent.com/) +- CloudBees Logo **[CloudBees CI](https://docs.cloudbees.com/docs/cloudbees-ci-mcp-router/latest/)** - Enable AI access to your [CloudBees CI](https://www.cloudbees.com/capabilities/continuous-integration) cluster, the Enterprise-grade Jenkins®-based solution. +- CloudBees Logo **[CloudBees Unify](https://docs.cloudbees.com/docs/cloudbees-unify-mcp-server/latest/install/mcp-server)** - Enable AI access to your [CloudBees Unify](https://www.cloudbees.com/unify) environment. +- Cloudbet Logo **[Cloudbet](https://github.com/cloudbet/sports-mcp-server)** - Structured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets. +- Cloudera Iceberg **[Cloudera Iceberg](https://github.com/cloudera/iceberg-mcp-server)** - enabling AI on the [Open Data Lakehouse](https://www.cloudera.com/products/open-data-lakehouse.html). +- **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) +- Cloudinary **[Cloudinary](https://github.com/cloudinary/mcp-servers)** - Exposes Cloudinary's media upload, transformation, AI analysis, management, optimization and delivery as tools usable by AI agents +- Cloudsway Logo **[Cloudsway SmartSearch](https://github.com/Cloudsway-AI/smartsearch)** - Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results. +- Codacy Logo **[Codacy](https://github.com/codacy/codacy-mcp-server/)** - Interact with [Codacy](https://www.codacy.com) API to query code quality issues, vulnerabilities, and coverage insights about your code. +- CodeLogic Logo **[CodeLogic](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Interact with [CodeLogic](https://codelogic.com), a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight. +- Coinex Logo **[Coinex](https://github.com/coinexcom/coinex_mcp_server)** - Official [Coinex API](https://docs.coinex.com/api/v2). An MCP Server to interface with the CoinEx cryptocurrency exchange, enabling retrieve of market data, K-line data, order book depth, account balance queries, order placement and more. +- CoinGecko Logo **[CoinGecko](https://github.com/coingecko/coingecko-typescript/tree/main/packages/mcp-server)** - Official [CoinGecko API](https://www.coingecko.com/en/api) MCP Server for Crypto Price & Market Data, across 200+ Blockchain Networks and 8M+ Tokens. +- CoinStats Logo **[CoinStats](https://github.com/CoinStatsHQ/coinstats-mcp)** - MCP Server for the [CoinStats API](https://coinstats.app/api-docs/mcp/connecting). Provides access to cryptocurrency market data, portfolio tracking and news. +- Comet Logo **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemetry data from your LLMs in natural language. +- Commerce Layer Logo **[Commerce Layer](https://github.com/commercelayer/mcp-server-metrics)** - Interact with Commerce Layer Metrics API. +- Composio Logo **[Composio](https://docs.composio.dev/docs/mcp-overview#-getting-started)** – Use [Composio](https://composio.dev) to connect 100+ tools. Zero setup. Auth built-in. Made for agents, works for humans. +- OSS Conductor Logo Orkes Conductor Logo**[Conductor](https://github.com/conductor-oss/conductor-mcp)** - Interact with Conductor (OSS and Orkes) REST APIs. +- ConfigCat Logo **[ConfigCat](https://github.com/configcat/mcp-server)** - Enables AI tools to interact with [ConfigCat](https://configcat.com), a feature flag service for teams. Supports managing ConfigCat feature flags, configs, environments, products and organizations. Helps to integrate ConfigCat SDK, implement feature flags and remove zombie (stale) flags. +- Confluent Logo **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs. +- Construe Logo **[Construe](https://github.com/mattjoyce/mcp-construe)** - FastMCP server for intelligent Obsidian vault context management with frontmatter filtering, automatic chunking, and secure bidirectional knowledge operations. +- Ginylil Logo **[Context Templates](https://github.com/ginylil/context-templates)** - An open-source collection of reusable context templates designed to assist developers in structuring prompts, configurations, and workflows across various development tasks. Community contributions are encouraged to expand and refine available templates. +- Contrast Security **[Contrast Security](https://github.com/Contrast-Security-OSS/mcp-contrast)** - Brings Contrast's vulnerability and SCA data into your coding agent to quickly remediate vulnerabilities. +- Convex Logo **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex. +- Cortex Logo **[Cortex](https://github.com/cortexapps/cortex-mcp)** - Official MCP server for [Cortex](https://www.cortex.io). +- Couchbase Logo **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters. +- Courier Logo **[Courier](https://www.courier.com/docs/tools/mcp)** - Build, update, and send multi-channel notifications across email, sms, push, Slack, and Microsoft Teams. +- CRIC 克而瑞 LOGO **[CRIC Wuye AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry. +- CrowdStrike Logo **[CrowdStrike Falcon](https://github.com/CrowdStrike/falcon-mcp)** - Connects AI agents with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors, threat intelligence, hosts, vulnerabilities, and identity protection capabilities. +- CTERA Edge Filer **[CTERA Edge Filer](https://github.com/ctera/mcp-ctera-edge)** - CTERA Edge Filer delivers intelligent edge caching and multiprotocol file access, enabling fast, secure access to files across core and remote sites. +- CTERA Portal **[CTERA Portal](https://github.com/ctera/mcp-ctera-core)** - CTERA Portal is a multi-tenant, multi-cloud platform that delivers a global namespace and unified management across petabytes of distributed content. +- Customer.io Logo **[Customer.io](https://docs.customer.io/ai/mcp-server/)** - Let any LLM work directly with your Customer.io workspace to create segments, inspect user profiles, search for customers, and access workspace data. Analyze customer attributes, manage audience targeting, and explore your workspace without switching tabs. +- Cycode Logo **[Cycode](https://github.com/cycodehq/cycode-cli#mcp-command-experiment)** - Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with [Cycode](https://cycode.com/). +- Dart Logo **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool +- Databricks Logo **[Databricks](https://docs.databricks.com/aws/en/generative-ai/mcp/)** - Connect to data, AI tools & agents, and the rest of the Databricks platform using turnkey managed MCP servers. Or, host your own custom MCP servers within the Databricks security and data governance boundary. +- DataHub Logo **[DataHub](https://github.com/acryldata/mcp-server-datahub)** - Search your data assets, traverse data lineage, write SQL queries, and more using [DataHub](https://datahub.com/) metadata. +- Datawrapper logo **[Datawrapper](https://github.com/palewire/datawrapper-mcp)** - A Model Context Protocol (MCP) server for creating [Datawrapper](https://datawrapper.de) charts using AI assistants. +- Daytona Logo **[Daytona](https://github.com/daytonaio/daytona/tree/main/apps/cli/mcp)** - Fast and secure execution of your AI generated code with [Daytona](https://daytona.io) sandboxes +- Debugg AI Logo **[Debugg.AI](https://github.com/debugg-ai/debugg-ai-mcp)** - Zero-Config, Fully AI-Managed End-to-End Testing for any code gen platform via [Debugg.AI](https://debugg.ai) remote browsing test agents. +- DeepL Logo **[DeepL](https://github.com/DeepLcom/deepl-mcp-server)** - Translate or rewrite text with [DeepL](https://deepl.com)'s very own AI models using [the DeepL API](https://developers.deepl.com/docs) +- DeepQ Logo **[DeepQ](https://github.com/shenqingtech/deepq-financial-toolkit-mcp-server)** - DeepQ Technology's Financial Toolkit MCP Server is an Chinese Financial AI toolkit provides comprehensive financial data and analytical tool support for AI large language models. +- Defang Logo **[Defang](https://github.com/DefangLabs/defang/blob/main/src/pkg/mcp/README.md)** - Deploy your project to the cloud seamlessly with the [Defang](https://www.defang.io) platform without leaving your integrated development environment +- DeployHQ Logo **[DeployHQ](https://github.com/deployhq/deployhq-mcp-server)** – MCP server for DeployHQ API integration, enabling AI assistants to manage deployments, list projects, and monitor deployment status. +- Destinia Logo **[Destinia](https://destinia.com/developers)** - Provider tools to search for hotels in Destinia and get listing details. +- Detailer Logo **[Detailer](https://detailer.ginylil.com/)** – Instantly generate rich, AI-powered documentation for your GitHub repositories. Designed for AI agents to gain deep project context before taking action. +- DevCycle Logo **[DevCycle](https://docs.devcycle.com/cli-mcp/mcp-getting-started)** - Create and monitor feature flags using natural language in your AI coding assistant. +- DevExpress Logo **[DevExpress](https://docs.devexpress.com/GeneralInformation/405551/help-resources/dev-express-documentation-mcp-server-configure-an-ai-powered-assistant)** Documentation MCP server — Get instant, AI-powered access to 300,000+ help topics on [DevExpress](https://www.devexpress.com) UI Component APIs — right in the AI Coding Assistant/IDE of your choice. +- DevHub Logo **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform +- DevRev Logo **[DevRev](https://github.com/devrev/mcp-server)** - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. Sources listed [here](https://devrev.ai/docs/import#available-sources). +- DexPaprika Logo **[DexPaprika (CoinPaprika)](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time DEX data, liquidity pools, token information, and trading analytics across multiple blockchain networks with [DexPaprika](https://dexpaprika.com) by CoinPaprika. +- **[Diffusion](https://github.com/diffusiondata/diffusion-mcp-server)** - Connect to any Diffusion server to explore topics, create/update topics, manage sessions, configure features like topic views and metrics, and monitor the server. +- Dolt Logo **[Dolt](https://github.com/dolthub/dolt-mcp)** - The official MCP server for version-controlled [Dolt](https://doltdb.com/) databases. +- GetDot.ai Logo **[Dot (GetDot.ai)](https://docs.getdot.ai/dot/integrations/mcp)** - Fetch, analyze or visualize data from your favorite database or data warehouse (Snowflake, BigQuery, Redshift, Databricks, Clickhouse, ...) with [Dot](https://getdot.ai), your AI Data Analyst. This remote MCP server is a one-click integration for user that have setup Dot. +- Drata Logo **[Drata](https://drata.com/mcp)** - Get hands-on with our experimental MCP server—bringing real-time compliance intelligence into your AI workflows. +- Dumpling AI Logo **[Dumpling AI](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/) +- Dynatrace Logo **[Dynatrace](https://github.com/dynatrace-oss/dynatrace-mcp)** - Manage and interact with the [Dynatrace Platform ](https://www.dynatrace.com/platform) for real-time observability and monitoring. +- E2B Logo **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev) +- Edgee Logo **[Edgee](https://github.com/edgee-cloud/mcp-server-edgee)** - Deploy and manage [Edgee](https://www.edgee.cloud) components and projects +- EduBase Logo **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities +- Elasticsearch Logo **[Elasticsearch](https://github.com/elastic/mcp-server-elasticsearch)** - Query your data in [Elasticsearch](https://www.elastic.co/elasticsearch) +- Elasticsearch Memory Logo **[Elasticsearch Memory](https://github.com/fredac100/elasticsearch-memory-mcp)** - Persistent memory with hierarchical categorization, semantic search, and intelligent auto-detection. Install via [PyPI](https://pypi.org/project/elasticsearch-memory-mcp/). +- Elastic Email Logo **[Elastic Email](https://github.com/ElasticEmail/elasticemail-mcp-server)** - Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments. +- Ember AI Logo **[Ember AI](https://docs.emberai.xyz/)** - A unified MCP server that enables AI agents to execute cross-chain DeFi strategies. +- Endor Labs Logo **[Endor Labs](https://docs.endorlabs.com/deployment/ide/mcp/)** - Find and fix security risks in you code. Integrate [Endor Labs](https://endorlabs.com) to scan and secure your code from vulnerabilities and secret leaks. +- eSignatures Logo **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts. +- ESP RainMaker Logo **[ESP RainMaker](https://github.com/espressif/esp-rainmaker-mcp)** - Official Espressif MCP Server to Control and Manage ESP RainMaker Devices. +- Exa Logo **[Exa](https://github.com/exa-labs/exa-mcp-server)** - Search Engine made for AIs by [Exa](https://exa.ai) +- Explorium Logo **[Explorium](https://github.com/explorium-ai/mcp-explorium)** - B2B data and infrastructure for AI SDR & GTM Agents [Explorium](https://www.explorium.ai) +- **[FalkorDB](https://github.com/FalkorDB/FalkorDB-MCPServer)** - FalkorDB graph database server get schema and read/write-cypher [FalkorDB](https://www.falkordb.com) +- fetchSERP Logo **[fetchSERP](https://github.com/fetchSERP/fetchserp-mcp-server-node)** - All-in-One SEO & Web Intelligence Toolkit API [fetchSERP](https://www.fetchserp.com/) +- Fewsats Logo **[Fewsats](https://github.com/Fewsats/fewsats-mcp)** - Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com) +- Fibery Logo **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace. +- Financial Datasets Logo **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents +- Firebase Logo **[Firebase](https://github.com/firebase/firebase-tools/blob/master/src/mcp)** - Firebase's experimental [MCP Server](https://firebase.google.com/docs/cli/mcp-server) to power your AI Tools +- Firecrawl Logo **[Firecrawl](https://github.com/firecrawl/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev) +- Firefly Logo **[Firefly](https://github.com/gofireflyio/firefly-mcp)** - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai). +- Fireproof Logo **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization +- FIXParser Logo **[FIXParser](https://gitlab.com/logotype/fixparser/-/tree/main/packages/fixparser-plugin-mcp)** - A modern FIX Protocol engine for AI-powered trading agents +- Fluid Attacks Logo **[Fluid Attacks](https://github.com/fluidattacks/mcp)** - Interact with the [Fluid Attacks](https://fluidattacks.com/) API, enabling vulnerability management, organization insights, and GraphQL query execution. +- Flutterwave Logo **[Flutterwave](https://github.com/bajoski34/mcp-flutterwave/tree/main)** - Interact with Flutterwave payment solutions API, to manage transactions, payment links and more. +- ForeverVM Logo **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox. +- Gcore Logo **[Gcore](https://github.com/G-Core/gcore-mcp-server)** - Interact with Gcore platform services via LLM assistants, providing unified access to CDN, GPU Cloud & AI Inference, Video Streaming, WAAP, and cloud resources including instances and networks. +- GibsonAI Logo **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI +- Gitea Logo **[Gitea](https://gitea.com/gitea/gitea-mcp)** - Interact with Gitea instances with MCP. +- Gitee Logo **[Gitee](https://github.com/oschina/mcp-gitee)** - Gitee API integration, repository, issue, and pull request management, and more. +- GitGuardian Logo **[GitGuardian](https://github.com/GitGuardian/gg-mcp)** - GitGuardian official MCP server - Scan projects using GitGuardian's industry-leading API, which features over 500 secret detectors to prevent credential leaks before they reach public repositories. Resolve security incidents directly with rich contextual data for rapid, automated remediation. +- GitHub Logo **[GitHub](https://github.com/github/github-mcp-server)** - GitHub's official MCP Server. +- GitKraken Logo **[GitKraken](https://github.com/gitkraken/gk-cli?tab=readme-ov-file#mcp-server)** - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. +- GitLab Logo **[GitLab](https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/)** - GitLab's official MCP server enabling AI tools to securely access GitLab project data, manage issues, and perform repository operations via OAuth 2.0. +- Glean Logo **[Glean](https://github.com/gleanwork/mcp-server)** - Enterprise search and chat using Glean's API. +- Globalping Logo **[Globalping](https://github.com/jsdelivr/globalping-mcp-server)** - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve. +- gNucleus Logo **[gNucleus Text-To-CAD](https://github.com/gNucleus/text-to-cad-mcp)** - Generate CAD parts and assemblies from text using gNucleus AI models. +- GoLogin Logo **[GoLogin MCP server](https://github.com/gologinapp/gologin-mcp)** - Manage your GoLogin browser profiles and automation directly through AI conversations! +- Google Cloud Logo **[Google Cloud Run](https://github.com/GoogleCloudPlatform/cloud-run-mcp)** - Deploy code to Google Cloud Run +- Google Maps Platform Logo **[Google Maps Platform Code Assist](https://github.com/googlemaps/platform-ai/tree/main/packages/code-assist)** - Ground agents on fresh, official documentation and code samples for optimal geo-related guidance and code.. +- gotoHuman Logo **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox. +- Grafana Logo **[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance +- Grafbase Logo **[Grafbase](https://github.com/grafbase/grafbase/tree/main/crates/mcp)** - Turn your GraphQL API into an efficient MCP server with schema intelligence in a single command. +- Grain Logo **[Grain](https://grain.com/release-note/06-18-2025)** - Access your Grain meetings notes & transcripts directly in claude and generate reports with native Claude Prompts. +- Graphlit Logo **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project. +- Gremlin favicon **[Gremlin](https://github.com/gremlin/mcp)** - The official [Gremlin](https://www.gremlin.com) MCP server. Analyze your reliability posture, review recent tests and chaos engineering experiments, and create detailed reports. +- Greptime Logo **[GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb). +- GROWI Logo **[GROWI](https://github.com/growilabs/growi-mcp-server)** - Official MCP Server to integrate with GROWI APIs. +- Gyazo Logo **[Gyazo](https://github.com/nota/gyazo-mcp-server)** - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data. +- Harper Logo **[Harper](https://github.com/HarperDB/mcp-server)** - An MCP server providing an interface for MCP clients to access data within [Harper](https://www.harpersystems.dev/). +- Heroku Logo **[Heroku](https://github.com/heroku/heroku-mcp-server)** - Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more. +- HeyOnCall Logo **[HeyOnCall](https://heyoncall.com/blog/mcp-server-for-paging-a-human)** - Page a human, sending critical or non-critical alerts to the free [HeyOnCall](https://heyoncall.com/) iOS or Android apps. +- Hillnote Logo **[Hillnote](https://github.com/Rajathbail/hillnote-mcp-server)** - search, edit, save and create documents to your [Hillnote](https://hillnote.com) workspace, a markdown-first editor that stores files locally. +- Hive Intelligence Logo **[Hive Intelligence](https://github.com/hive-intel/hive-crypto-mcp)** - Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics +- Hiveflow Logo **[Hiveflow](https://github.com/hiveflowai/hiveflow-mcp-server)** - Create, manage, and execute agentic AI workflows directly from your assistant. +- Hologres Logo **[Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data. +- Homebrew Logo **[Homebrew](https://docs.brew.sh/MCP-Server)** Allows [Homebrew](https://brew.sh) users to run Homebrew commands locally. +- Honeycomb Logo **[Honeycomb](https://github.com/honeycombio/honeycomb-mcp)** Allows [Honeycomb](https://www.honeycomb.io/) Enterprise customers to query and analyze their data, alerts, dashboards, and more; and cross-reference production behavior with the codebase. +- HOPX Logo **[HOPX](https://github.com/hopx-ai/mcp)** - Execute Python, JavaScript, Bash, and Go code in isolated cloud containers with sub-150ms startup times. Pre-installed data science libraries (pandas, numpy, matplotlib) for AI-powered data analysis and code testing. +- HubSpot Logo **[HubSpot](https://developer.hubspot.com/mcp)** - Connect, manage, and interact with [HubSpot](https://www.hubspot.com/) CRM data +- HuggingFace Logo **[Hugging Face](https://huggingface.co/settings/mcp)** - Connect to the Hugging Face Hub APIs programmatically: semantic search for spaces and papers, exploration of datasets and models, and access to all compatible MCP Gradio tool spaces! +- Hunter Logo **[Hunter](https://github.com/hunter-io/hunter-mcp)** - Interact with the [Hunter API](https://hunter.io) to get B2B data using natural language. +- Hyperbolic Labs Logo **[Hyperbolic](https://github.com/HyperbolicLabs/hyperbolic-mcp)** - Interact with Hyperbolic's GPU cloud, enabling agents and LLMs to view and rent available GPUs, SSH into them, and run GPU-powered workloads for you. +- Hyperbrowsers23 Logo **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - [Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation. +- **[IBM watsonx.data intelligence](https://github.com/IBM/data-intelligence-mcp-server)** - Find, understand, and work with your data in the watsonx.data intelligence governance & catalog, data quality, data lineage, and data product hub +- **[IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript)** - Tool platform by IBM to build, test and deploy tools for any data source +- Improve Digital Icon **[Improve Digital Publisher MCP](https://github.com/azerion/improvedigital-publisher-mcp-server)** - An MCP server that enables publishers to integrate [Improve Digital’s](https://improvedigital.com/) inventory management system with their AI tools or agents. +- Inbox Zero Logo **[Inbox Zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server)** - AI personal assistant for email [Inbox Zero](https://www.getinboxzero.com) +- Inflectra Logo **[Inflectra Spira](https://github.com/Inflectra/mcp-server-spira)** - Connect to your instance of the SpiraTest, SpiraTeam or SpiraPlan application lifecycle management platform by [Inflectra](https://www.inflectra.com) +- Infobip Logo **[Infobip](https://github.com/infobip/mcp)** - MCP server for integrating [Infobip](https://www.infobip.com/) global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment. +- Inkeep Logo **[Inkeep](https://github.com/inkeep/mcp-server-python)** - RAG Search over your content powered by [Inkeep](https://inkeep.com) +- Integration App Icon **[Integration App](https://github.com/integration-app/mcp-server)** - Interact with any other SaaS applications on behalf of your customers. +- IP2Location.io Icon **[IP2Location.io](https://github.com/ip2location/mcp-ip2location-io)** - Interact with IP2Location.io API to retrieve the geolocation information for an IP address. +- IPLocate Icon **[IPLocate](https://github.com/iplocate/mcp-server-iplocate)** - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using [IPLocate.io](https://www.iplocate.io) +- Jellyfish Logo **[Jellyfish](https://github.com/Jellyfish-AI/jellyfish-mcp)** – Give your AI agent context about your team's software engineering allocations and workflow via the [Jellyfish](https://jellyfish.co) platform +- Jenkins Logo **[Jenkins](https://plugins.jenkins.io/mcp-server/)** - Official Jenkins MCP Server plugin enabling AI assistants to manage builds, check job statuses, retrieve logs, and integrate with CI/CD pipelines through standardized MCP interface. +- **[JetBrains](https://www.jetbrains.com/help/idea/mcp-server.html)** – Work on your code with JetBrains IDEs: IntelliJ IDEA, PhpStorm, etc. +- JFrog Logo **[JFrog](https://github.com/jfrog/mcp-jfrog)** - Model Context Protocol (MCP) Server for the [JFrog](https://jfrog.com/) Platform API, enabling repository management, build tracking, release lifecycle management, and more. +- Kagi Logo **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API +- 📅 **[Kalendis](https://github.com/kalendis-dev/kalendis-mcp)** - Generate TypeScript clients and API route handlers for the Kalendis scheduling API across multiple frameworks (Next.js, Express, Fastify, NestJS), streamlining integration of availability management and booking functionality. +- Kaltura Logo **[Kaltura](https://github.com/kaltura/mcp-events)** - Manage [Kaltura Event Platform](https://corp.kaltura.com/blog/best-virtual-event-platform/#what-is-a-virtual-event-platform-0). Provide tools and resources for creating, managing, and interacting with Kaltura virtual events. +- Kash Logo **[Kash.click](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server)** - Gives AI access to your sales, clients, orders, tax information, payments, and all the insights on your business +- Keboola Logo **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform. +- Kernel Logo **[Kernel](https://github.com/onkernel/kernel-mcp-server)** – Access Kernel's cloud‑based browsers via MCP. +- Keywords Everywhere Logo **[Keywords Everywhere](https://api.keywordseverywhere.com/docs/#/mcp_integration)** – Access SEO data through the official Keywords Everywhere API MCP server. +- KeywordsPeopleUse Logo **[KeywordsPeopleUse.com](https://github.com/data-skunks/kpu-mcp)** - Find questions people ask online with [KeywordsPeopleUse](https://keywordspeopleuse.com). +- Kiln Logo **[Kiln](https://github.com/Kiln-AI/Kiln)** - A free open-source platform for building production-ready AI systems. It supports RAG pipelines, AI agents, MCP tool-calling, evaluations, synthetic data generation, and fine-tuning — all in one unified framework by [Kiln-AI](https://kiln.tech/). +- Kintone Logo **[Kintone](https://github.com/kintone/mcp-server)** - The official local MCP server for [Kintone](https://kintone.com). +- KirokuForms Logo **[KirokuForms](https://www.kirokuforms.com/ai/mcp)** - [KirokuForms](https://www.kirokuforms.com) is an AI-powered form platform combining professional form building with Human-in-the-Loop (HITL) capabilities. Create custom forms, collect submissions, and integrate human oversight into AI workflows through [MCP integration](https://kirokuforms.com/ai/mcp). +- Kiteworks Logo **[Kiteworks](https://github.com/kiteworks/mcp)** - Official MCP server to interact with the [Kiteworks Private Data Network (PDN) platform](https://kiteworks.com). +- Klavis Logo **[Klavis ReportGen](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/report_generation)** - Create professional reports from a simple user query. +- Klaviyo Logo **[Klaviyo](https://developers.klaviyo.com/en/docs/klaviyo_mcp_server)** - Interact with your [Klaviyo](https://www.klaviyo.com/) marketing data. +- kluster.ai Logo **[kluster.ai](https://docs.kluster.ai/get-started/mcp/overview/)** - kluster.ai provides MCP servers that bring AI services directly into your development workflow, including guardrails like hallucination detection. +- Knit Logo **[Knit MCP Server](https://developers.getknit.dev/docs/knit-mcp-server-getting-started)** - Production-ready remote MCP servers that enable you to connect with 10000+ tools across CRM, HRIS, Payroll, Accounting, ERP, Calendar, Expense Management, and Chat categories. +- Knock Logo **[Knock MCP Server](https://github.com/knocklabs/agent-toolkit#model-context-protocol-mcp)** - Send product and customer messaging across email, in-app, push, SMS, Slack, MS Teams. +- Kumo Logo **[Kumo](https://github.com/kumo-ai/kumo-rfm-mcp)** - MCP Server to interact with KumoRFM, a foundation model for generating predictions from your relational data. +- Kurrent Logo **[KurrentDB](https://github.com/kurrent-io/mcp-server)** - This is a simple MCP server to help you explore data and prototype projections faster on top of KurrentDB. +- Kuzu Logo **[Kuzu](https://github.com/kuzudb/kuzu-mcp-server)** - This server enables LLMs to inspect database schemas and execute queries on the provided Kuzu graph database. See [blog](https://blog.kuzudb.com/post/2025-03-23-kuzu-mcp-server/)) for a debugging use case. +- KWDB Logo **[KWDB](https://github.com/KWDB/kwdb-mcp-server)** - Reading, writing, querying, modifying data, and performing DDL operations with data in your KWDB Database. +- kweenkl Logo **[kweenkl](https://github.com/antoinedelorme/kweenkl-mcp)** - Send push notifications from AI assistants using natural language. Pre-launch demo available with example webhook token. +- Label Studio Logo **[Label Studio](https://github.com/HumanSignal/label-studio-mcp-server)** - Open Source data labeling platform. +- Lambda Capture **[Lambda Capture](https://github.com/lambda-capture/mcp-server)** - Macroeconomic Forecasts & Semantic Context from Federal Reserve, Bank of England, ECB. +- LambdaTest MCP server **[LambdaTest](https://www.lambdatest.com/mcp)** - LambdaTest MCP Servers ranging from Accessibility, SmartUI, Automation, and HyperExecute allows you to connect AI assistants with your testing workflow, streamlining setup, analyzing failures, and generating fixes to speed up testing and improve efficiency. +- Langfuse Logo **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts. +- Lara Translate Logo **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations. +- Last9 Logo **[Last9](https://github.com/last9/last9-mcp-server)** - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster. +- LaunchDarkly Logo **[LaunchDarkly](https://github.com/launchdarkly/mcp-server)** - LaunchDarkly is a continuous delivery platform that provides feature flags as a service and allows developers to iterate quickly and safely. +- LINE Logo **[LINE](https://github.com/line/line-bot-mcp-server)** - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account. +- Linear Logo **[Linear](https://linear.app/docs/mcp)** - Search, create, and update Linear issues, projects, and comments. +- Lingo.dev Logo **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine. +- LiGo Logo **[LinkedIn MCP Runner](https://github.com/ertiqah/linkedin-mcp-runner)** - Write, edit, and schedule LinkedIn posts right from ChatGPT and Claude with [LiGo](https://ligo.ertiqah.com/). +- Linkup Logo **[Linkup](https://github.com/LinkupPlatform/js-mcp-server)** - (JS version) MCP server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. +- Linkup Logo **[Linkup](https://github.com/LinkupPlatform/python-mcp-server)** - (Python version) MCP server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. +- Lippia.io **[Lippia](https://github.com/Lippia-io/Lippia-MCP-Server/blob/main/getting-started.md)** - MCP Server to accelerate Test Automation using Lippia Framework. +- Lisply **[Lisply](https://github.com/gornskew/lisply-mcp)** - Flexible frontend for compliant Lisp-speaking backends. +- Litmus.io Logo **[Litmus.io](https://github.com/litmusautomation/litmus-mcp-server)** - Official MCP server for configuring [Litmus](https://litmus.io) Edge for Industrial Data Collection, Edge Analytics & Industrial AI. +- Liveblocks Logo **[Liveblocks](https://github.com/liveblocks/liveblocks-mcp-server)** - Ready‑made features for AI & human collaboration—use this to develop your [Liveblocks](https://liveblocks.io) app quicker. +- Logfire Logo **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire. +- Magic Meal Kits Logo **[Magic Meal Kits](https://github.com/pureugong/mmk-mcp)** - Unleash Make's Full Potential by [Magic Meal Kits](https://make.magicmealkits.com/) +- Mailgun Logo **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API. +- Mailjet Logo **[Mailjet](https://github.com/mailgun/mailjet-mcp-server)** - Official MCP server which allows AI agents to interact with contact, campaign, segmentation, statistics, workflow (and more) APIs from [Sinch Mailjet](https://www.mailjet.com). +- Make Logo **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants. +- Mapbox Logo **[Mapbox](https://github.com/mapbox/mcp-server)** - Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more. +- MariaDB Logo **[MariaDB](https://github.com/mariadb/mcp)** - A standard interface for managing and querying MariaDB databases, supporting both standard SQL operations and advanced vector/embedding-based search. +- mcp-discovery logo **[MCP Discovery](https://github.com/rust-mcp-stack/mcp-discovery)** - A lightweight CLI tool built in Rust for discovering MCP server capabilities. +- WooCommerce Logo **[MCP for WooCommerce](https://github.com/iOSDevSK/mcp-for-woocommerce)** - Connect your WooCommerce store to AI assistants with read-only access to products, categories, reviews, and WordPress content. [WordPress plugin](https://wordpress.org/plugins/mcp-for-woocommerce/) +- MCP Toolbox for Databases Logo **[MCP Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, Looker, MySQL, Neo4j, Postgres, Spanner, and more. +- Meilisearch Logo **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) +- Memalot Logo **[Memalot](https://github.com/nfergu/memalot?tab=readme-ov-file#mcp-server)** - Finds memory leaks in Python programs. +- Memgraph Logo **[Memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database. +- MercadoLibre Logo **[Mercado Libre](https://mcp.mercadolibre.com/)** - Mercado Libre's official MCP server. +- MercadoPago Logo **[Mercado Pago](https://mcp.mercadopago.com/)** - Mercado Pago's official MCP server. +- Metoro Logo **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro +- Microsoft Business Central Logo **[Microsoft Business Central](https://github.com/knowall-ai/mcp-business-central)** - Manage Dynamics 365 Business Central customers, contacts, sales opportunities, invoices, and vendors +- Microsoft Clarity Logo **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your behavioral analytics data and insights from [Clarity](https://clarity.microsoft.com) +- Microsoft Dataverse Logo **[Microsoft Dataverse](https://go.microsoft.com/fwlink/?linkid=2320176)** - Chat over your business data using NL - Discover tables, run queries, retrieve data, insert or update records, and execute custom prompts grounded in business knowledge and context. +- Microsoft Learn Logo **[Microsoft Learn Docs](https://github.com/microsoftdocs/mcp)** - An MCP server that provides structured access to Microsoft's official documentation. Retrieves accurate, authoritative, and context-aware technical content for code generation, question answering, and workflow grounding. +- Microsoft Teams Logo **[Microsoft Teams](https://devblogs.microsoft.com/microsoft365dev/announcing-the-updated-teams-ai-library-and-mcp-support/)** - Official Microsoft Teams AI Library with MCP support enabling advanced agent orchestration, multi-agent collaboration, and seamless integration with Teams messaging and collaboration features. +- **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. +- mimilabs **[mimilabs](https://www.mimilabs.ai/mcp)** - A US healthcare data discovery guide for 50+ gov sources and thousands of publicly available US healthcare datasets regarding gov-funded programs, policies, drug pricings, clinical trials, etc. +- Mixpanel Logo **[Mixpanel](https://docs.mixpanel.com/docs/features/mcp)** - Query and analyze your product analytics data through natural language. This Mixpanel MCP connects AI assistants to your Mixpanel workspace, enabling conversational access to user behavior insights, funnels, retention analysis, and custom reports. +- Mobb **[Mobb](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server)** - The [Mobb Vibe Shield](https://vibe.mobb.ai/) MCP server identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development. +- **[Momento](https://github.com/momentohq/mcp-momento)** - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale. +- Monday.com Logo **[Monday.com](https://github.com/mondaycom/mcp)** - Interact with Monday.com boards, items, accounts and work forms. +- **[MongoDB](https://github.com/mongodb-js/mongodb-mcp-server)** - Both MongoDB Community Server and MongoDB Atlas are supported. +- Moorcheh Logo **[Moorcheh](https://github.com/moorcheh-ai/moorcheh-mcp)** - Provides seamless integration with Moorcheh's Embedding, Vector Store, Search, and Gen AI Answer services. +- MotherDuck Logo **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB +- Mulesoft Logo **[Mulesoft](https://www.npmjs.com/package/@mulesoft/mcp-server)** - Build, deploy, and manage MuleSoft applications with natural language, directly inside any compatible IDE. +- Multiplayer Logo **[Multiplayer](https://www.multiplayer.app/docs/ai/mcp-server)** - Analyze your full stack session recordings easily. Record a bug with Multiplayer, analyze and fix it with LLM +- Nango Logo **[Nango](https://nango.dev/docs/guides/use-cases/ai-tool-calling)** - Integrate your AI agent with 500+ APIs: Auth, custom tools, and observability. Open-source. +- NanoVMs Logo **[NanoVMs](https://github.com/nanovms/ops-mcp)** - Easily Build and Deploy unikernels to any cloud. +- Needle AI Logo **[Needle](https://github.com/needle-ai/needle-mcp)** - Production-ready RAG out of the box to search and retrieve data from your own documents. +- Neo4j Logo **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory +- Neo4j Agent Memory Logo **[Neo4j Agent Memory](https://github.com/knowall-ai/mcp-neo4j-agent-memory)** - Memory management for AI agents using Neo4j knowledge graphs +- Neo4j Logo **[Neo4j GDS](https://github.com/neo4j-contrib/gds-agent)** - Neo4j graph data science server with comprehensive graph algorithms that enables complex graph reasoning and Q&A. +- Neon Logo **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform +- Nerve Logo **[Nerve](https://github.com/nerve-hq/nerve-mcp-server)** - Search and Act on all your company data across all your SaaS apps via [Nerve](https://www.usenerve.com/) +- NetApp Logo **[NetApp](https://github.com/NetApp/mcp)** - Query metrics, manage volumes, and search across your NetApp systems and services. +- Netdata Logo **[Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md)** - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections +- Netlify Logo **[Netlify](https://docs.netlify.com/welcome/build-with-ai/netlify-mcp-server/)** - Create, build, deploy, and manage your websites with Netlify web platform. +- Nile Logo **[Nile](https://github.com/niledatabase/nile-mcp-server)** - An MCP server that talks to Nile - Postgres re-engineered for B2B apps. Manage and query databases, tenants, users, auth using LLMs +- Nodit Logo **[Nodit](https://github.com/noditlabs/nodit-mcp-server)** - Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data. +- Norman Logo **[Norman Finance](https://github.com/norman-finance/norman-mcp-server)** - MCP server for managing accounting and taxes with Norman Finance. +- Notifly Logo **[Notifly](https://github.com/notifly-tech/notifly-mcp-server)** - Notifly MCP Server that enables AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations. +- Notion Logo **[Notion](https://github.com/makenotion/notion-mcp-server#readme)** - This project implements an MCP server for the Notion API. +- Nutrient Logo **[Nutrient](https://github.com/PSPDFKit/nutrient-dws-mcp-server)** - Create, Edit, Sign, Extract Documents using Natural Language +- Nx Logo **[Nx](https://github.com/nrwl/nx-console/blob/master/apps/nx-mcp)** - Makes [Nx's understanding](https://nx.dev/features/enhance-AI) of your codebase accessible to LLMs, providing insights into the codebase architecture, project relationships and runnable tasks thus allowing AI to make precise code suggestions. +- OceanBase Logo **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools +- Octagon Logo **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data. +- OctoEverywhere Logo **[OctoEverywhere](https://github.com/OctoEverywhere/mcp)** - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control. +- Octopus Deploy **[Octopus Deploy](https://github.com/OctopusDeploy/mcp-server)** - Official MCP server for querying, inspecting, and managing your [Octopus Deploy](https://octopus.com/) instance. +- Offorte Logo **[Offorte](https://github.com/offorte/offorte-mcp-server#readme)** - Offorte Proposal Software official MCP server enables creation and sending of business proposals. +- Ola Maps **[OlaMaps](https://pypi.org/project/ola-maps-mcp-server)** - Official Ola Maps MCP Server for services like geocode, directions, place details and many more. +- Olostep **[Olostep](https://github.com/olostep/olostep-mcp-server)** - Search, scrape and crawl content from web. Real-time results in clean markdown. +- **[OMOP MCP](https://github.com/OHNLP/omop_mcp)** - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization. +- ONLYOFFICE DocSpace **[ONLYOFFICE DocSpace](https://github.com/ONLYOFFICE/docspace-mcp)** - Interact with [ONLYOFFICE DocSpace](https://www.onlyoffice.com/docspace.aspx) API to create rooms, manage files and folders. +- OP.GG Logo **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics. +- OpenMetadata **[OpenMetadata](https://open-metadata.org/mcp)** - The first Enterprise-grade MCP server for metadata +- OpenSearch Logo **[OpenSearch](https://github.com/opensearch-project/opensearch-mcp-server-py)** - MCP server that enables AI agents to perform search and analytics use cases on data stored in [OpenSearch](https://opensearch.org/). +- OpsLevel **[OpsLevel](https://github.com/opslevel/opslevel-mcp)** - Official MCP Server for [OpsLevel](https://www.opslevel.com). +- Optuna Logo **[Optuna](https://github.com/optuna/optuna-mcp)** - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/). +- Oracle Logo **[Oracle](https://docs.oracle.com/en/database/oracle/sql-developer-command-line/25.2/sqcug/starting-and-managing-sqlcl-mcp-server.html#GUID-5F916B5D-8670-42BD-9F8B-D3D2424EC47E)** - Official [Oracle Database: SQLcl ](https://www.oracle.com/database/sqldeveloper/technologies/sqlcl/download/) MCP server enabling all access to any Oracle Database via native MCP support directly in SQLcl. +- Orshot Logo **[Orshot](https://github.com/rishimohan/orshot-mcp-server)** - Official [Orshot](https://orshot.com) MCP server to dynamically generate images from custom design templates. +- Oxylabs Logo **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. +- Paddle Logo **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports. +- **[PaddleOCR](https://paddlepaddle.github.io/PaddleOCR/latest/en/version3.x/deployment/mcp_server.html)** - An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications. +- PagerDuty Logo **[PagerDuty](https://github.com/PagerDuty/pagerduty-mcp-server)** - Interact with your PagerDuty account, allowing you to manage incidents, services, schedules, and more directly from your MCP-enabled client. +- **[Pagos](https://github.com/pagos-ai/pagos-mcp)** - Interact with the Pagos API. Query Credit Card BIN Data with more to come. +- PAIML Logo **[PAIML MCP Agent Toolkit](https://github.com/paiml/paiml-mcp-agent-toolkit)** - Professional project scaffolding toolkit with zero-configuration AI context generation, template generation for Rust/Deno/Python projects, and hybrid neuro-symbolic code analysis. +- PandaDoc **[PandaDoc](https://developers.pandadoc.com/docs/use-pandadoc-mcp-server)** - Configure AI development tools to connect to PandaDoc's Model Context Protocol server and leverage AI-powered PandaDoc integrations. +- Paper Logo **[Paper](https://github.com/paperinvest/mcp-server)** - Realistic paper trading platform with market simulation, 22 broker emulations, and professional tools for risk-free trading practice. First trading platform with MCP integration. +- Parallel Logo **[Parallel Task MCP](https://github.com/parallel-web/task-mcp)** - Initiate Deep Research and Batch Tasks +- **[Patronus AI](https://github.com/patronus-ai/patronus-mcp-server)** - Test, evaluate, and optimize AI agents and RAG apps +- Paubox Logo**[Paubox](https://mcp.paubox.com)** - Official MCP server which allows AI agents to interact with Paubox Email API. HITRUST certified. +- PayPal Logo **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server. +- Foxit Logo **[PDFActionInspector](https://github.com/foxitsoftware/PDFActionInspector/tree/develop)** - A Model Context Protocol server for extracting and analyzing JavaScript Actions from PDF files. Provides comprehensive security analysis to detect malicious PDF behaviors, hidden scripts, and potential security threats through AI-assisted risk assessment. +- Pearl Logo **[Pearl](https://github.com/Pearl-com/pearl_mcp_server)** - Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly. +- Perplexity Logo **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI. +- Persona Sessions Logo **[Persona Sessions](https://github.com/mattjoyce/mcp-persona-sessions)** - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations with built-in timer and evaluation. +- PGA Logo **[PGA (Golf)](https://mcp.pga.com)** - PGA's official MCP Server for all things golf-related. Find a coach, play golf, improve your game, and more. +- PGYER Logo **[PGYER](https://github.com/PGYER/pgyer-mcp-server)** - MCP Server for [PGYER](https://www.pgyer.com/) platform, supports uploading, querying apps, etc. +- **[Pinecone](https://github.com/pinecone-io/pinecone-mcp)** - [Pinecone](https://docs.pinecone.io/guides/operations/mcp-server)'s developer MCP Server assist developers in searching documentation and managing data within their development environment. +- **[Pinecone Assistant](https://github.com/pinecone-io/assistant-mcp)** - Retrieves context from your [Pinecone Assistant](https://docs.pinecone.io/guides/assistant/mcp-server) knowledge base. +- PinMeTo logo **[PinMeTo](https://github.com/PinMeTo/pinmeto-location-mcp)** - MCP server that enables users with authorized credentials to unlock their location data. +- Pipedream Logo **[Pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol)** - Connect with 2,500 APIs with 8,000+ prebuilt tools. +- PlainlyVideos Logo **[Plainly Videos](https://github.com/plainly-videos/mcp-server)** - The official MCP server for [Plainly Videos](https://plainlyvideos.com), allowing users to browse designs and projects, as well as render videos using various LLM clients. +- PlayCanvas Logo **[PlayCanvas](https://github.com/playcanvas/editor-mcp-server)** - Create interactive 3D web apps with the PlayCanvas Editor. +- Playwright Logo **[Playwright](https://github.com/microsoft/playwright-mcp)** — Browser automation MCP server using Playwright to run tests, navigate pages, capture screenshots, scrape content, and automate web interactions reliably. +- Plugged.in Logo **[Plugged.in](https://github.com/VeriTeknik/pluggedin-mcp)** - A comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. +- P-Link.io Logo **[P-Link.io](https://github.com/paracetamol951/P-Link-MCP)** - HTTP 402 Protocol implementation on Solana network. Sending & receiving payments for agents +- Polymarket Logo **[Polymarket](https://github.com/ozgureyilmaz/polymarket-mcp)** - Real-time prediction market data from Polymarket - search markets, analyze prices, identify trading opportunities. +- Plus AI Logo **[Plus AI](https://plusai.com/features/mcp)** - A Model Context Protocol (MCP) server for automatically generating professional PowerPoint and Google Slides presentations using the [Plus AI](https://plusai.com/) presentation API. +- Port Logo **[Port IO](https://github.com/port-labs/port-mcp-server)** - Access and manage your software catalog to improve service quality and compliance. +- **[PostHog](https://github.com/posthog/mcp)** - Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server. +- PostIdentity Logo **[PostIdentity](https://github.com/PostIdentity/mcp-server)** - Generate AI-powered social media posts from any AI assistant. Manage identities, create posts, track referrals, and browse marketplace templates, powered by [PostIdentity](https://postidentity.com). +- **[Postman API](https://github.com/postmanlabs/postman-api-mcp)** - Manage your Postman resources using the [Postman API](https://www.postman.com/postman/postman-public-workspace/collection/i2uqzpp/postman-api). +- Powerdrill Logo **[Powerdrill](https://github.com/powerdrillai/powerdrill-mcp)** - An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights. +- pre.dev Logo **[pre.dev Architect](https://docs.pre.dev/mcp-server)** - 10x your coding agent by keeping it on track with pre.dev. +- PrestaShop Logo **[PrestaShop.com](https://docs.mcp.prestashop.com/)** - Manage your PrestaShop store with AI Assistant by using the official PrestaShop MCP server. +- Prisma Logo **[Prisma](https://www.prisma.io/docs/postgres/integrations/mcp-server)** - Create and manage Prisma Postgres databases +- Probe.dev Logo **[Probe.dev](https://docs.probe.dev/guides/mcp-integration)** - Comprehensive media analysis and validation powered by [Probe.dev](https://probe.dev). Hosted MCP server with FFprobe, MediaInfo, and Probe Report analysis capabilities. +- Prode.ai Logo **[ProdE](https://github.com/CuriousBox-AI/ProdE-mcp)** - Your 24/7 production engineer that preserves context across multiple codebases. +- Program Integrity Alliance (PIA) Logo **[Program Integrity Alliance (PIA)](https://github.com/Program-Integrity-Alliance/pia-mcp-local)** - Local and Hosted MCP servers providing AI-friendly access to U.S. Government Open Datasets. Also available on [Docker MCP Catalog](https://hub.docker.com/mcp/explore?search=PIA). See [our website](https://programintegrity.org) for more details. +- PromptHouse Logo **[PromptHouse](https://github.com/newtype-01/prompthouse-mcp)** - Personal prompt library with MCP integration for AI clients. +- proxymock Logo **[proxymock](https://docs.speedscale.com/proxymock/reference/mcp/)** - An MCP server that automatically generates tests and mocks by recording a live app. +- PubNub **[PubNub](https://github.com/pubnub/pubnub-mcp-server)** - Retrieves context for developing with PubNub SDKs and calling APIs. +- Pulumi Logo **[Pulumi](https://github.com/pulumi/mcp-server)** - Deploy and manage cloud infrastructure using [Pulumi](https://pulumi.com). +- Pure.md Logo **[Pure.md](https://github.com/puremd/puremd-mcp)** - Reliably access web content in markdown format with [pure.md](https://pure.md) (bot detection avoidance, proxy rotation, and headless JS rendering built in). +- Put.io Logo **[Put.io](https://github.com/putdotio/putio-mcp-server)** - Interact with your Put.io account to download torrents. +- **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine +- Qonto **[Qonto](https://github.com/qonto/qonto-mcp-server)** - Access and interact your Qonto account through LLMs using MCP. +- Qorus **[Qorus](https://qoretechnologies.com/manual/qorus/current/qorus/sysarch.html#mcp_server)** - Connect to any application, system, or technology and automate your business processes without coding and with AI +- QuantConnect Logo **[QuantConnect](https://github.com/QuantConnect/mcp-server)** - Interact with your [QuantConnect](https://www.quantconnect.com/) account to update projects, write strategies, run backtest, and deploying strategies to production live-trading. +- **[Quickchat AI](https://github.com/incentivai/quickchat-ai-mcp)** - Launch your conversational [Quickchat AI](https://quickchat.ai) agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities +- Ragie Logo **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more. +- **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs +- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account +- Razorpay Logo **[Razorpay](https://github.com/razorpay/razorpay-mcp-server)** - Razorpay's official MCP server +- Recraft Logo **[Recraft](https://github.com/recraft-ai/mcp-recraft-server)** - Generate raster and vector (SVG) images using [Recraft](https://recraft.ai). Also you can edit, upscale images, create your own styles, and vectorize raster images +- Red Hat Logo **[Red Hat Insights](https://github.com/RedHatInsights/insights-mcp)** - Interact with [Red Hat Insights](https://www.redhat.com/en/technologies/management/insights) - build images, manage vulnerabilities, or view targeted recommendations. +- Redis Logo **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis. +- Redis Logo **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language. +- Reexpress **[Reexpress](https://github.com/ReexpressAI/reexpress_mcp_server)** - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows +- Reflag **[Reflag](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol)** - Create and manage feature flags using [Reflag](https://reflag.com) +- Reltio Logo **[Reltio](https://github.com/reltio-ai/reltio-mcp-server)** - A lightweight, plugin-based MCP server designed to perform advanced entity matching with language models in Reltio environments. +- Rember Logo **[Rember](https://github.com/rember/rember-mcp)** - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats +- Render Logo **[Render](https://render.com/docs/mcp-server)** - The official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs. +- ReportPortal Logo **[ReportPortal](https://github.com/reportportal/reportportal-mcp-server)** - explore and analyze automated test results from [ReportPortal](https://reportportal.io) using your favourite LLM. +- Nonica Logo **[Revit](https://github.com/NonicaTeam/AI-Connector-for-Revit)** - Connect and interact with your Revit models live. +- Rill Data Logo **[Rill Data](https://docs.rilldata.com/explore/mcp)** - Interact with Rill Data to query and analyze your data. +- Riza logo **[Riza](https://github.com/riza-io/riza-mcp)** - Arbitrary code execution and tool-use platform for LLMs by [Riza](https://riza.io) +- Roblox Studio **[Roblox Studio](https://github.com/Roblox/studio-rust-mcp-server)** - Roblox Studio MCP Server, create and manipulate scenes, scripts in Roblox Studio +- Rodin **[Rodin](https://github.com/DeemosTech/rodin-api-mcp)** - Generate 3D Models with [Hyper3D Rodin](https://hyper3d.ai) +- Root Signals Logo **[Root Signals](https://github.com/root-signals/root-signals-mcp)** - Improve and quality control your outputs with evaluations using LLM-as-Judge +- **[Roundtable](https://github.com/askbudi/roundtable)** - Unified integration layer that bridges multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through zero-configuration auto-discovery and enterprise-ready architecture. +- **[Routine](https://github.com/routineco/mcp-server)** - MCP server to interact with [Routine](https://routine.co/): calendars, tasks, notes, etc. +- Composio Logo **[Rube](https://github.com/ComposioHQ/Rube)** - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task." +- SafeDep Logo **[SafeDep](https://github.com/safedep/vet/blob/main/docs/mcp.md)** - SafeDep `vet-mcp` helps in vetting open source packages for security risks—such as vulnerabilities and malicious code—before they're used in your project, especially with AI-generated code suggestions. +- SafeLine Logo **[SafeLine](https://github.com/chaitin/SafeLine/tree/main/mcp_server)** - [SafeLine](https://safepoint.cloud/landing/safeline) is a self-hosted WAF(Web Application Firewall) to protect your web apps from attacks and exploits. +- ScrAPI Logo **[ScrAPI](https://github.com/DevEnterpriseSoftware/scrapi-mcp)** - Web scraping using [ScrAPI](https://scrapi.tech). Extract website content that is difficult to access because of bot detection, captchas or even geolocation restrictions. +- Up North Media Logo **[ScreenshotMCP](https://github.com/upnorthmedia/ScreenshotMCP/)** - A Model Context Protocol MCP server for capturing website screenshots with full page, element, and device size features. +- ScreenshotOne Logo **[ScreenshotOne](https://github.com/screenshotone/mcp/)** - Render website screenshots with [ScreenshotOne](https://screenshotone.com/) +- Search1API Logo **[Search1API](https://github.com/fatwang2/search1api-mcp)** - One API for Search, Crawling, and Sitemaps +- SearchUnify Logo **[SearchUnify](https://github.com/searchunify/su-mcp/)** - SearchUnify MCP Server (su-mcp) enables seamless integration of SearchUnify with Claude Desktop +- Secureframe Logo **[Secureframe](https://github.com/secureframe/secureframe-mcp-server)** - Query security controls, monitor compliance tests, and access audit data across SOC 2, ISO 27001, CMMC, FedRAMP, and other frameworks from [Secureframe](https://secureframe.com). +- Semgrep Logo **[Semgrep](https://github.com/semgrep/semgrep/blob/develop/cli/src/semgrep/mcp/README.md)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/). +- Semilattice icon **[Semilattice](https://github.com/semilattice-research/mcp)** - Test content, personalise features, and A/B test decisions with accurate audience prediction. +- Sequa Logo **[Sequa.AI](https://github.com/sequa-ai/sequa-mcp)** - Stop stitching context for Copilot and Cursor. With [Sequa MCP](https://github.com/sequa-ai/sequa-mcp), your AI tools know all your codebases and docs out of the box. +- Shortcut Logo **[Shortcut](https://github.com/useshortcut/mcp-server-shortcut)** - Access and implement all of your projects and tasks (Stories) from [Shortcut](https://shortcut.com/). +- Simplifier Logo **[Simplifier](https://github.com/simplifier-ag/simplifier-mcp)** - Manage connectors, business objects and more in your [Simplifier](https://simplifier.io/) low code platform. +- **[SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore)** - Interact with the SingleStore database platform +- SmartBear Logo **[SmartBear](https://github.com/SmartBear/smartbear-mcp)** - Provides access to multiple capabilities across SmartBear's API Hub, Test Hub, and Insight Hub, all through [dedicated tools and resources](https://developer.smartbear.com/smartbear-mcp/docs/mcp-server). +- Smooth Operator **[Smooth Operator](https://smooth-operator.online/agent-tools-api-docs/toolserverdocs)** - Tools to automate Windows via AI Vision, Mouse, Keyboard, Automation Trees, Webbrowser +- Snyk Logo **[Snyk](https://github.com/snyk/snyk-ls/blob/main/mcp_extension/README.md)** - Enhance security posture by embedding [Snyk](https://snyk.io/) vulnerability scanning directly into agentic workflows. +- SonarQube Logo **[SonarQube](https://github.com/SonarSource/sonarqube-mcp-server)** - Enables seamless integration with [SonarQube](https://www.sonarsource.com/) Server or Cloud and allows for code snippet analysis within the agent context. +- Sophtron **[Sophtron](https://github.com/sophtron/Sophtron-Integration/tree/main/modelcontextprotocol)** - Connect to your bank, credit card, utilities accounts to retrieve account balances and transactions with [Sophtron Bank Integration](https://sophtron.com). +- Microsoft Learn Logo **[SQL Server](https://github.com/Azure-Samples/SQL-AI-samples/tree/main/MssqlMcp)** - Official Microsoft SQL Server MCP[1](https://devblogs.microsoft.com/azure-sql/introducing-mssql-mcp-server/) +- StackHawk Logo **[StackHawk](https://github.com/stackhawk/stackhawk-mcp)** - Use [StackHawk](https://www.stackhawk.com/) to test for and FIX security problems in your code or vibe coded app. +- StackOverflow Logo **[Stack Overflow](https://api.stackexchange.com/docs/mcp-server)** - Access Stack Overflow's trusted and verified technical questions and answers. +- Stardog Logo **[Stardog](https://github.com/stardog-union/stardog-cloud-mcp)** - Provide trusted, contextual answers to both humans and agents using your enterprise knowledge graph with [Stardog](https://www.stardog.com)'s Semantic AI Platform. +- StarRocks Logo **[StarRocks](https://github.com/StarRocks/mcp-server-starrocks)** - Interact with [StarRocks](https://www.starrocks.io/) +- Steadybit Logo **[Steadybit](https://github.com/steadybit/mcp)** - Interact with [Steadybit](https://www.steadybit.com/) +- Steuerboard Logo **[Steuerboard](https://github.com/steuerboard/steuerboard-mcp-typescript)** - Interact with the accounting data in your business using our official MCP server +- Storybook Logo **[Storybook](https://github.com/storybookjs/addon-mcp)** - Interact with [Storybook](https://storybook.js.org/) to automate UI component testing and documentation +- Strata Logo **[Strata](https://www.klavis.ai/)** - One MCP server that guides your AI agents through thousands of tools in multiple apps progressively. It eliminates context overload and ensures accurate tool selection, enabling agents to handle complex, multi-app workflows with ease. +- Stripe Logo **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API +- Success.co Logo **[Success.co](https://www.success.co/docs/guides/ai-mcp-connector)** - Interact with your Success.co account - enhance your EOS® journey and get insights on your teams and business. +- Sugar Logo **[Sugar](https://github.com/cdnsteve/sugar)** - Autonomous AI development platform for Claude Code with task management, specialized agents, and workflow automation. Full MCP server bridges Claude with Python CLI for rich task context and autonomous execution. +- Sunra AI Logo **[Sunra AI](https://github.com/sunra-ai/sunra-clients/tree/main/mcp-server)** - Search for and run AI models on [Sunra.ai](https://sunra.ai). Discover models, create video, image, and 3D model content, track their status, and manage the generated media. +- Supabase Logo **[Supabase](https://github.com/supabase-community/supabase-mcp)** - Interact with Supabase: Create tables, query data, deploy edge functions, and more. +- Supadata Logo **[Supadata](https://github.com/supadata-ai/mcp)** - Official MCP server for [Supadata](https://supadata.ai) - YouTube, TikTok, X and Web data for makers. +- Tako Logo **[Tako](https://github.com/TakoData/tako-mcp)** - Use natural language to search [Tako](https://trytako.com) for real-time financial, sports, weather, and public data with visualization +- Tavily Logo **[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/) +- Telnyx Logo **[Telnyx](https://github.com/team-telnyx/telnyx-mcp-server)** - Official MCP server for building AI-powered communication apps. Create voice assistants, send SMS campaigns, manage phone numbers, and integrate real-time messaging with enterprise-grade reliability. Includes remote [streamable-http](https://api.telnyx.com/v2/mcp) and [sse](https://api.telnyx.com/mcp/sse) servers. +- Tencent RTC Logo **[Tencent RTC](https://github.com/Tencent-RTC/mcp)** - The MCP Server enables AI IDEs to more effectively understand and use [Tencent's Real-Time Communication](https://trtc.io/) SDKs and APIs, which significantly streamlines the process for developers to build audio/video call applications. +- Teradata Logo **[Teradata](https://github.com/Teradata/teradata-mcp-server)** - This MCP Server support tools and prompts for multi task data analytics on a [Teradata](https://teradata.com) platform. +- Terraform Logo **[Terraform](https://github.com/hashicorp/terraform-mcp-server)** - Seamlessly integrate with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development powered by [Terraform](https://www.hashicorp.com/en/products/terraform) +- TextArtTools Logo **[TextArtTools](https://github.com/humanjesse/textarttools-mcp)** - Transform text with 23 Unicode styles and create stylized banners with 322+ figlet fonts. +- TextIn Logo **[TextIn](https://github.com/intsig-textin/textin-mcp)** - An MCP server for the [TextIn](https://www.textin.com/?from=github_mcp) API, is a tool for extracting text and performing OCR on documents, it also supports converting documents into Markdown +- Thena Logo **[Thena](https://mcp.thena.ai)** - Thena's MCP server for enabling users and AI agents to interact with Thena's services and manage customers across different channels such as Slack, Email, Web, Discord etc. +- ThingsBoard **[ThingsBoard](https://github.com/thingsboard/thingsboard-mcp)** - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. +- ThinQ Logo **[ThinQ Connect](https://github.com/thinq-connect/thinqconnect-mcp)** - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server. +- Thirdweb Logo **[Thirdweb](https://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcp)** - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by [Thirdweb](https://thirdweb.com/) +- ThoughtSpot Logo **[ThoughtSpot](https://github.com/thoughtspot/mcp-server)** - AI is the new BI. A dedicated data analyst for everyone on your team. Bring [ThoughtSpot](https://thoughtspot.com) powers into Claude or any MCP host. +- Tianji Logo **[Tianji](https://github.com/msgbyte/tianji/tree/master/apps/mcp-server)** - Interact with Tianji platform whatever selfhosted or cloud platform, powered by [Tianji](https://tianji.msgbyte.com/). +- TiDB Logo **[TiDB](https://github.com/pingcap/pytidb)** - MCP Server to interact with TiDB database platform. +- Tinybird Logo **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform +- Tldv Logo **[Tldv](https://gitlab.com/tldv/tldv-mcp-server)** - Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through [tl;dv](https://tldv.io) +- Todoist Logo **[Todoist](https://github.com/doist/todoist-ai)** - Search, add, and update [Todoist](https://todoist.com) tasks, projects, sections, comments, and more. +- Token Metrics Logo **[Token Metrics](https://github.com/token-metrics/mcp)** - [Token Metrics](https://www.tokenmetrics.com/) integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics. +- TomTom Logo **[TomTom-MCP](https://github.com/tomtom-international/tomtom-mcp)** - The [TomTom](https://www.tomtom.com/) MCP Server simplifies geospatial development by providing seamless access to TomTom's location services, including search, routing, traffic and static maps data. +- Trade It Logo **[Trade It](https://github.com/trade-it-inc/trade-it-mcp)** - Execute stock, crypto, and options trades on your brokerage via [Trade It](https://tradeit.app). Supports Robinhood, ETrade, Charles Schwab, Webull, Coinbase, and Kraken. +- Twelvedata Logo **[Twelve Data](https://github.com/twelvedata/mcp)** — Integrate your AI agents with real-time and historical financial market data through our official [Twelve Data](https://twelvedata.com) MCP server. +- Twilio Logo **[Twilio](https://github.com/twilio-labs/mcp)** - Interact with [Twilio](https://www.twilio.com/en-us) APIs to send SMS messages, manage phone numbers, configure your account, and more. +- TCSAS Logo **[TCSAS](https://github.com/TCMPP-Team/tcsas-devtools-mcp-server)** - Built on the Tencent Mini Program technical framework and fully following the development, powered by [Tencent Cloud Super App as a Service](https://www.tencentcloud.com/products/tcsas?lang=en&pg=). +- Uberall Logo **[Uberall](https://github.com/uberall/uberall-mcp-server)** – Manage multi - location presence, including listings, reviews, and social posting, via [uberall](https://uberall.com). +- Unblocked Logo **[Unblocked](https://docs.getunblocked.com/unblocked-mcp)** Help your AI-powered IDEs generate faster, more accurate code by giving them access to context from Slack, Confluence, Google Docs, JIRA, and more with [Unblocked](https://getunblocked.com). +- UnifAI Logo **[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network) +- Unstructured Logo **[Unstructured](https://github.com/Unstructured-IO/UNS-MCP)** - Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io) +- Uno Platform Logo **[Uno Platform](https://platform.uno/)** - Connects agents and developers to [Uno Platform's](https://aka.platform.uno/mcp) knowledge base - docs, APIs, and best practices allowing for building cross-platform .NET applications. +- Upstash Logo **[Upstash](https://github.com/upstash/mcp-server)** - Manage Redis databases and run Redis commands on [Upstash](https://upstash.com/) with natural language. +- UUV Logo **[UUV](https://github.com/e2e-test-quest/uuv/tree/main/packages/mcp-server)** - Generate human readable end to end tests with [UUV](https://e2e-test-quest.github.io/uuv/). +- Vaadin Logo **[Vaadin](https://github.com/marcushellberg/vaadin-documentation-services)** - Search Vaadin documentation, get the full documentation, and get version information. Designed for AI agents. +- Vantage **[Vantage](https://github.com/vantage-sh/vantage-mcp-server)** - Interact with your organization's cloud cost spend. +- VariFlight Logo **[VariFlight](https://github.com/variflight/variflight-mcp)** - VariFlight's official MCP server provides tools to query flight information, weather data, comfort metrics, the lowest available fares, and other civil aviation-related data. +- Octagon Logo **[VCAgents](https://github.com/OctagonAI/octagon-vc-agents)** - Interact with investor agents—think Wilson or Thiel—continuously updated with market intel. +- **[Vectorize](https://github.com/vectorize-io/vectorize-mcp-server/)** - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. +- Verbwire Logo **[Verbwire](https://github.com/verbwire/verbwire-mcp-server)** - Deploy smart contracts, mint NFTs, manage IPFS storage, and more through the Verbwire API +- Vercel Logo **[Vercel](https://vercel.com/docs/mcp/vercel-mcp)** - Access logs, search docs, and manage projects and deployments. +- Verodat Logo **[Verodat](https://github.com/Verodat/verodat-mcp-server)** - Interact with Verodat AI Ready Data platform +- VeyraX Logo **[VeyraX](https://github.com/VeyraX/veyrax-mcp)** - Single tool to control all 100+ API integrations, and UI components +- VictoriaLogs Logo **[VictoriaLogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs)** - Integration with [VictoriaLogs APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs and debugging tasks related to your VictoriaLogs instances. +- VictoriaMetrics Logo **[VictoriaMetrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics)** - Comprehensive integration with [VictoriaMetrics APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances. +- VictoriaTraces Logo **[VictoriaTraces](https://github.com/VictoriaMetrics-Community/mcp-victoriatraces)** - Integration with [VictoriaTraces APIs](https://docs.victoriametrics.com/victoriatraces/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victoriatraces/) for working with distributed tracing and debugging tasks related to your VictoriaTraces instances. +- VideoDB Director **[VideoDB Director](https://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocol)** - Create AI-powered video workflows including automatic editing, content moderation, voice cloning, highlight generation, and searchable video moments—all accessible via simple APIs and intuitive chat-based interfaces. +- LandingAI VisionAgent **[VisionAgent MCP](https://github.com/landing-ai/vision-agent-mcp)** - A simple MCP server that enables your LLM to better reason over images, video and documents. +- Vizro Logo **[Vizro](https://github.com/mckinsey/vizro/tree/main/vizro-mcp)** - Tools and templates to create validated and maintainable data charts and dashboards +- WaveSpeed Logo **[WaveSpeed](https://github.com/WaveSpeedAI/mcp-server)** - WaveSpeed MCP server providing AI agents with image and video generation capabilities. +- WayStation Logo **[WayStation](https://github.com/waystation-ai/mcp)** - Universal MCP server to connect to popular productivity tools such as Notion, Monday, AirTable, and many more +- Webflow Logo **[Webflow](https://github.com/webflow/mcp-server)** - Interact with Webflow sites, pages, and collections +- WebScraping.AI Logo **[WebScraping.AI](https://github.com/webscraping-ai/webscraping-ai-mcp-server)** - Interact with **[WebScraping.AI](https://WebScraping.AI)** for web data extraction and scraping +- WhatsApp Business Logo **[WhatsApp Business](https://medium.com/@wassenger/introducing-whatsapp-mcp-ai-connector-3d393b52d1b0)** - WhatsApp Business MCP connector enabling AI agents to send messages, manage conversations, access templates, and integrate with WhatsApp Business API for automated customer communication. +- Winston.AI Logo **[Winston AI](https://github.com/gowinston-ai/winston-ai-mcp-server)** - AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The [Winston AI](https://gowinston.ai) MCP server also offers a robust plagiarism checker to help maintain integrity. +- WooCommerce.com Logo **[WooCommerce.com](https://developer.woocommerce.com/docs/features/mcp/)** - Manaage your WooCommerce.com store, products, and orders with our MCP integration. +- WordPress.com Logo **[WordPress.com](https://developer.wordpress.com/docs/mcp/)** - Connect your AI assistant to WordPress.com, giving you direct visibility into your site's content, analytics, and settings. +- Xero Logo **[Xero](https://github.com/XeroAPI/xero-mcp-server)** - Interact with the accounting data in your business using our official MCP server +- YDB Logo **[YDB](https://github.com/ydb-platform/ydb-mcp)** - Query [YDB](https://ydb.tech/) databases +- Yeelight Logo **[Yeelight MCP Server](https://github.com/Yeelight/yeelight-iot-mcp)** - The official [Yeelight MCP Server](https://github.com/Yeelight/yeelight-iot-mcp) enables users to control and query their [Yeelight](https://en.yeelight.com/) smart devices using natural language, offering a seamless and efficient human-AI interaction experience. +- YepCode Logo **[YepCode](https://github.com/yepcode/mcp-server-js)** - Run code in a secure, scalable sandbox environment with full support for dependencies, secrets, logs, and access to APIs or databases. Powered by [YepCode](https://yepcode.io) +- YugabyteDB Logo **[YugabyteDB](https://github.com/yugabyte/yugabytedb-mcp-server)** - MCP Server to interact with your [YugabyteDB](https://www.yugabyte.com/) database +- Yunxin Logo **[Yunxin](https://github.com/netease-im/yunxin-mcp-server)** - An MCP server that connects to Yunxin's IM/RTC/DATA Open-API +- Zapier Logo **[Zapier](https://zapier.com/mcp)** - Connect your AI Agents to 8,000 apps instantly. +- Zenable Logo **[Zenable](https://docs.zenable.io/integrations/mcp/getting-started)** - Clean up sloppy AI code and prevent vulnerabilities +- **[ZenML](https://github.com/zenml-io/mcp-zenml)** - Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server +- **[ZettelkastenSpace](https://github.com/joshylchen/zettelkasten_space)** - Built on the proven [Zettelkasten](https://www.zettelkasten.space/) method, enhanced with Claude Desktop integration via Model Context Protocol +- Zine Logo **[Zine](https://www.zine.ai)** - Your memory, everywhere AI goes. Think iPhoto for your knowledge - upload and curate. Like ChatGPT but portable - context that travels with you. +- ZIZAI Logo **[ZIZAI Recruitment](https://github.com/zaiwork/mcp)** - Interact with the next-generation intelligent recruitment platform for employees and employers, powered by [ZIZAI Recruitment](https://zizai.work). + +### 🌎 Community Servers + +A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains. + +> [!NOTE] +> Community servers are **untested** and should be used at **your own risk**. They are not affiliated with or endorsed by Anthropic. + +- **[1mcpserver](https://github.com/particlefuture/1mcpserver)** - MCP of MCPs. Automatically discover, configure, and add MCP servers on your local machine. +- **[1Panel](https://github.com/1Panel-dev/mcp-1panel)** - MCP server implementation that provides 1Panel interaction. +- **[A2A](https://github.com/GongRzhe/A2A-MCP-Server)** - An MCP server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents. +- **[Ableton Live](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - an MCP server to control Ableton Live. +- **[Ableton Live](https://github.com/ahujasid/ableton-mcp)** (by ahujasid) - Ableton integration allowing prompt enabled music creation. +- **[ActivityPub MCP](https://github.com/cameronrye/activitypub-mcp)** - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks. +- **[Actor Critic Thinking](https://github.com/aquarius-wing/actor-critic-thinking-mcp)** - Actor-critic thinking for performance evaluation +- **[Adobe Commerce](https://github.com/rafaelstz/adobe-commerce-dev-mcp)** — MCP to interact with Adobe Commerce GraphQL API, including orders, products, customers, etc. +- **[ADR Analysis](https://github.com/tosin2013/mcp-adr-analysis-server)** - AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects. +- **[Ads MCP](https://github.com/amekala/ads-mcp)** - Remote MCP server for cross-platform ad campaign creation (Google Ads Search & PMax, TikTok). OAuth 2.1 authentication with progress streaming support for long-running operations. [Website](https://www.adspirer.com/) +- **[Agent Interviews](https://github.com/thinkchainai/agentinterviews_mcp)** - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). +- **[AgentBay](https://github.com/Michael98671/agentbay)** - An MCP server for providing serverless cloud infrastructure for AI agents. +- **[Agentic Framework](https://github.com/Piotr1215/mcp-agentic-framework)** - Multi-agent collaboration framework enabling AI agents to register, discover each other, exchange asynchronous messages via HTTP transport, and work together on complex tasks with persistent message history. +- **[AgentMode](https://www.agentmode.app)** - Connect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise. +- **[AI Agent Marketplace Index](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents. +- **[AI Endurance](https://github.com/ai-endurance/mcp)** - AI-powered training platform for runners, cyclists, and triathletes with over 20 tools for workout management, activity analysis, performance predictions, and recovery tracking. +- **[AI Tasks](https://github.com/jbrinkman/valkey-ai-tasks)** - Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports. +- **[ai-Bible](https://github.com/AdbC99/ai-bible)** - Search the bible reliably and repeatably [ai-Bible Labs](https://ai-bible.com) +- **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details. +- **[Airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - An MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client. +- **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection. +- **[Airtable](https://github.com/felores/airtable-mcp)** - Airtable Model Context Protocol Server. +- **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain. +- **[Amadeus](https://github.com/donghyun-chae/mcp-amadeus)** (by donghyun-chae) - An MCP server to access, explore, and interact with Amadeus Flight Offers Search API for retrieving detailed flight options, including airline, times, duration, and pricing data. +- **[Amazon Ads](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server)** - MCP Server that provides interaction capabilities with Amazon Advertising through [MarketplaceAdPros](https://marketplaceadpros.com)/ +- **[AniList](https://github.com/yuna0x0/anilist-mcp)** (by yuna0x0) - An MCP server to interact with AniList API, allowing you to search for anime and manga, retrieve user data, and manage your watchlist. +- **[Anki](https://github.com/scorzeth/anki-mcp-server)** - An MCP server for interacting with your [Anki](https://apps.ankiweb.net) decks and cards. +- **[Anki](https://github.com/nietus/anki-mcp)** - MCP server to run locally with Anki and Ankiconnect. Supports creating, updating, searching and filtering cards and decks. Include mass update and other advanced tools. +- **[AntV Chart](https://github.com/antvis/mcp-server-chart)** - A Model Context Protocol server for generating 15+ visual charts using [AntV](https://github.com/antvis). +- **[Any Chat Completions](https://github.com/pyroprompts/any-chat-completions-mcp)** - Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more. +- **[Apache Gravitino(incubating)](https://github.com/datastrato/mcp-server-gravitino)** - Allow LLMs to explore metadata of structured data and unstructured data with Gravitino, and perform data governance tasks including tagging/classification. +- **[API Lab MCP](https://github.com/atototo/api-lab-mcp)** - Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics. +- **[APIWeaver](https://github.com/GongRzhe/APIWeaver)** - An MCP server that dynamically creates MCP servers from web API configurations. This allows you to easily integrate any REST API, GraphQL endpoint, or web service into an MCP-compatible tool that can be used by AI assistants like Claude. +- **[Apollo IO MCP Server](https://github.com/AgentX-ai/apollo-io-mcp-server)** - apollo.io mcp server. Get/enrich contact data for people and organizations agentically. +- **[Apple Books](https://github.com/vgnshiyer/apple-books-mcp)** - Interact with your library on Apple Books, manage your book collection, summarize highlights, notes, and much more. +- **[Apple Calendar](https://github.com/Omar-v2/mcp-ical)** - An MCP server that allows you to interact with your macOS Calendar through natural language, including features such as event creation, modification, schedule listing, finding free time slots etc. +- **[Apple Docs](https://github.com/kimsungwhee/apple-docs-mcp)** - A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment. +- **[Apple Script](https://github.com/peakmojo/applescript-mcp)** - MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed. +- **[APT MCP](https://github.com/GdMacmillan/apt-mcp-server)** - MCP server which runs debian package manager (apt) commands for you using ai agents. +- **[Aranet4](https://github.com/diegobit/aranet4-mcp-server)** - MCP Server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data. +- **[ArangoDB](https://github.com/ravenwits/mcp-server-arangodb)** - MCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/). +- **[ArangoDB Graph](https://github.com/PCfVW/mcp-arangodb-async)** - Async-first Python architecture, wrapping the official [python-arango driver](https://github.com/arangodb/python-arango) with graph management capabilities, content conversion utilities (JSON, Markdown, YAML and Table), backup/restore functionality, and graph analytics capabilities; the 33 MCP tools use strict [Pydantic](https://github.com/pydantic/pydantic) validation. +- **[Archestra.AI](https://github.com/archestra-ai/archestra)** - Open-source enterprise-ready MCP gateway, MCP registry, MCP orchestrator, MCP credentials management, LLM cost management and chat platform. +- **[Arduino](https://github.com/vishalmysore/choturobo)** - MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots. +- **[arXiv API](https://github.com/prashalruchiranga/arxiv-mcp-server)** - An MCP server that enables interacting with the arXiv API using natural language. +- **[arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp)** - MCP server that fetches and processes arXiv LaTeX sources for precise interpretation of mathematical expressions in papers. +- **[Arr Suite](https://github.com/shaktech786/arr-suite-mcp-server)** - Intelligent MCP server for Plex and the complete *arr media automation suite (Sonarr, Radarr, Prowlarr, Bazarr, Overseerr) with natural language processing for unified media management. +- **[Atlassian](https://github.com/sooperset/mcp-atlassian)** - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata. +- **[Atlassian Server (by phuc-nt)](https://github.com/phuc-nt/mcp-atlassian-server)** - An MCP server that connects AI agents (Cline, Claude Desktop, Cursor, etc.) to Atlassian Jira & Confluence, enabling data queries and actions through the Model Context Protocol. +- **[Attestable MCP](https://github.com/co-browser/attestable-mcp-server)** - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before connecting. +- **[Audius](https://github.com/glassBead-tc/audius-mcp-atris)** - Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius: all through Claude. +- **[AutoML](https://github.com/emircansoftware/MCP_Server_DataScience)** – An MCP server for data analysis workflows including reading, preprocessing, feature engineering, model selection, visualization, and hyperparameter tuning. +- **[Aviationstack](https://github.com/Pradumnasaraf/aviationstack-mcp)** – An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types. +- **[AWS](https://github.com/rishikavikondala/mcp-server-aws)** - Perform operations on your AWS resources using an LLM. +- **[AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp)** - An MCP server for AWS Athena to run SQL queries on Glue Catalog. +- **[AWS Cognito](https://github.com/gitCarrot/mcp-server-aws-cognito)** - An MCP server that connects to AWS Cognito for authentication and user management. +- **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models ([demo video](https://www.youtube.com/watch?v=WuVOmYLRFmI&feature=youtu.be)). +- **[AWS Open Data](https://github.com/domdomegg/aws-open-data-mcp)** - Search and explore datasets from the AWS Open Data Registry with fuzzy matching and detailed dataset information. +- **[AWS Resources Operations](https://github.com/baryhuang/mcp-server-aws-resources-python)** - Run generated python code to securely query or modify any AWS resources supported by boto3. +- **[AWS S3](https://github.com/aws-samples/sample-mcp-server-s3)** - A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents. +- **[AWS SES](https://github.com/aws-samples/sample-for-amazon-ses-mcp)** Sample MCP Server for Amazon SES (SESv2). See [AWS blog post](https://aws.amazon.com/blogs/messaging - and-targeting/use-ai-agents-and-the-model-context-protocol-with-amazon-ses/) for more details. +- **[AX-Platform](https://github.com/AX-MCP/PaxAI?tab=readme-ov-file#mcp-setup-guides)** - AI Agent collaboration platform. Collaborate on tasks, share context, and coordinate workflows. +- **[Azure ADX](https://github.com/pab1it0/adx-mcp-server)** - Query and analyze Azure Data Explorer databases. +- **[Azure DevOps](https://github.com/Vortiago/mcp-azure-devops)** - An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items. +- **[Azure MCP Hub](https://github.com/Azure-Samples/mcp)** - A curated list of all MCP servers and related resources for Azure developers by **[Arun Sekhar](https://github.com/achandmsft)** +- **[Azure OpenAI DALL-E 3 MCP Server](https://github.com/jacwu/mcp-server-aoai-dalle3)** - An MCP server for Azure OpenAI DALL-E 3 service to generate image from text. +- **[Azure Wiki Search](https://github.com/coder-linping/azure-wiki-search-server)** - An MCP that enables AI to query the wiki hosted on Azure Devops Wiki. +- **[Baidu AI Search](https://github.com/baidubce/app-builder/tree/master/python/mcp_server/ai_search)** - Web search with Baidu Cloud's AI Search +- **[BambooHR MCP](https://github.com/encoreshao/bamboohr-mcp)** - An MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features. +- **[Base Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer)** - Send USDC on [Base](https://base.org) for free using Claude AI! Built with [Coinbase CDP](https://docs.cdp.coinbase.com/mpc-wallet/docs/welcome). +- **[Basic Memory](https://github.com/basicmachines-co/basic-memory)** - Local-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs. +- **[BGG MCP](https://github.com/kkjdaniel/bgg-mcp)** (by kkjdaniel) - MCP to enable interaction with the BoardGameGeek API via AI tooling. +- **[Bible](https://github.com/trevato/bible-mcp)** - Add biblical context to your generative AI applications. +- **[BigQuery](https://github.com/LucasHild/mcp-server-bigquery)** (by LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery. +- **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities +- **[Bilibili](https://github.com/wangshunnn/bilibili-mcp-server)** - This MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more. +- **[Binance](https://github.com/ethancod1ng/binance-mcp-server)** - Cryptocurrency trading and market data access through Binance API integration. +- **[Binance](https://github.com/AnalyticAce/binance-mcp-server)** (by dosseh shalom) - Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents. +- **[Bing Web Search API](https://github.com/leehanchung/bing-search-mcp)** (by hanchunglee) - Server implementation for Microsoft Bing Web Search API. +- **[BioMCP](https://github.com/genomoncology/biomcp)** (by imaurer) - Biomedical research assistant server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. +- **[bioRxiv](https://github.com/JackKuo666/bioRxiv-MCP-Server)** - 🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP interface. +- **[Bitable MCP](https://github.com/lloydzhou/bitable-mcp)** (by lloydzhou) - MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools. +- **[Blender](https://github.com/ahujasid/blender-mcp)** (by ahujasid) - Blender integration allowing prompt enabled 3D scene creation, modeling and manipulation. +- **[Blender MCP](https://github.com/pranav-deshmukh/blender-mcp)** - MCP server to create professional like 3d scenes on blender using natural language. +- **[Blockbench MCP Plugin](https://github.com/jasonjgardner/blockbench-mcp-plugin)** (by jasonjgardner) - Blockbench plugin to connect AI agents to Blockbench's JavaScript API. Allows for creating and editing 3D models or pixel art textures with AI in Blockbench. +- **[Blockchain MCP](https://github.com/tatumio/blockchain-mcp)** - MCP Server for Blockchain Data from **[Tatum](http://tatum.io/mcp)** that instantly unlocks blockchain access for your AI agents. This official Tatum MCP server connects to any LLM in seconds. +- **[Bluesky](https://github.com/semioz/bluesky-mcp)** (by semioz) - An MCP server for Bluesky, a decentralized social network. It enables automated interactions with the AT Protocol, supporting features like posting, liking, reposting, timeline management, and profile operations. +- **[Bluetooth MCP Server](https://github.com/Hypijump31/bluetooth-mcp-server)** - Control Bluetooth devices and manage connections through natural language commands, including device discovery, pairing, and audio controls. +- **[BNBChain MCP](https://github.com/bnb-chain/bnbchain-mcp)** - An MCP server for interacting with BSC, opBNB, and the Greenfield blockchain. +- **[Braintree](https://github.com/QuentinCody/braintree-mcp-server)** - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely. +- **[Brazilian Law](https://github.com/pdmtt/brlaw_mcp_server/)** (by pdmtt) - Agent-driven research on Brazilian law using official sources. +- **[BreakoutRoom](https://github.com/agree-able/room-mcp)** - Agents accomplishing goals together in p2p rooms +- **[Browser MCP](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser)** (by UI-TARS) - A fast, lightweight MCP server that empowers LLMs with browser automation via Puppeteer’s structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration. +- **[browser-use](https://github.com/co-browser/browser-use-mcp-server)** (by co-browser) - browser-use MCP server with dockerized playwright + chromium + vnc. supports stdio & resumable http. +- **[BrowserLoop](https://github.com/mattiasw/browserloop)** - An MCP server for taking screenshots of web pages using Playwright. Supports high-quality capture with configurable formats, viewport sizes, cookie-based authentication, and both full page and element-specific screenshots. +- **[Bsc-mcp](https://github.com/TermiX-official/bsc-mcp)** The first MCP server that serves as the bridge between AI and BNB Chain, enabling AI agents to execute complex on-chain operations through seamless integration with the BNB Chain, including transfer, swap, launch, security check on any token and even more. +- **[BugBug MCP Server](https://github.com/simplypixi/bugbug-mcp-server)** - Unofficial MCP server for BugBug API. +- **[BVG MCP Server - (Unofficial) ](https://github.com/svkaizoku/mcp-bvg)** - Unofficial MCP server for Berliner Verkehrsbetriebe Api. +- **[Bybit](https://github.com/ethancod1ng/bybit-mcp-server)** - A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management. +- **[C64 Bridge](https://github.com/chrisgleissner/c64bridge)** - AI command bridge for Commodore 64 hardware. Control Ultimate 64 and C64 Ultimate devices through REST API with BASIC and assembly program creation, real-time memory inspection, SID audio synthesis, and curated retro computing knowledge via local RAG. +- **[CAD-MCP](https://github.com/daobataotie/CAD-MCP#)** (by daobataotie) - Drawing CAD(Line,Circle,Text,Annotation...) through MCP server, supporting mainstream CAD software. +- **[Calculator](https://github.com/githejie/mcp-server-calculator)** - This server enables LLMs to use calculator for precise numerical calculations. +- **[CalDAV MCP](https://github.com/dominik1001/caldav-mcp)** - A CalDAV MCP server to expose calendar operations as tools for AI assistants. +- **[Calendly-mcp-server](https://github.com/meAmitPatil/calendly-mcp-server)** - Open source calendly mcp server. +- **[Catalysis Hub](https://github.com/QuentinCody/catalysishub-mcp-server)** - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data. +- **[CCTV VMS MCP](https://github.com/jyjune/mcp_vms)** - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times. +- **[CFBD API](https://github.com/lenwood/cfbd-mcp-server)** - An MCP server for the [College Football Data API](https://collegefootballdata.com/). +- **[ChatMCP](https://github.com/AI-QL/chat-mcp)** – An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by **[AIQL](https://github.com/AI-QL)** +- **[ChatSum](https://github.com/mcpso/mcp-server-chatsum)** - Query and Summarize chat messages with LLM. by [mcpso](https://mcp.so) +- **[Chess.com](https://github.com/pab1it0/chess-mcp)** - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information. +- **[Chessagine-mcp](https://github.com/jalpp/chessagine-mcp)** - A chess MCP server that integrates Stockfish engine evaluation, positional theme analysis, Lichess opening databases, and chess knowledgebase. +- **[ChessPal Chess Engine (stockfish)](https://github.com/wilson-urdaneta/chesspal-mcp-engine)** - A Stockfish-powered chess engine exposed as an MCP server. Calculates best moves and supports both HTTP/SSE and stdio transports. +- **[Chroma](https://github.com/privetin/chroma)** - Vector database server for semantic document search and metadata filtering, built on Chroma +- **[Chrome history](https://github.com/vincent-pli/chrome-history-mcp)** - Talk with AI about your browser history, get fun ^_^ +- **[cicada](https://github.com/wende/cicada)** - AST-powered code intelligence for Elixir projects. Provides 9 tools including function search, call site tracking, PR attribution, git history, and semantic search - reducing AI query tokens by 82%. +- **[CIViC](https://github.com/QuentinCody/civic-mcp-server)** - MCP server for the Clinical Interpretation of Variants in Cancer (CIViC) database, providing access to clinical variant interpretations and genomic evidence for cancer research. +- **[Claude Thread Continuity](https://github.com/peless/claude-thread-continuity)** - Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows. +- **[claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp)** - MCP server for .faf format. Context scoring engine with project context management. +- **[ClaudePost](https://github.com/ZilongXue/claude-post)** - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending. +- **[CLDGeminiPDF Analyzer](https://github.com/tfll37/CLDGeminiPDF-Analyzer)** - MCP server tool enabling sharing large PDF files to Google LLMs via API for further/additional analysis and response retrieval to Claude Desktop. +- **[ClearML MCP](https://github.com/prassanna-ravishankar/clearml-mcp)** - Get comprehensive ML experiment context and analysis directly from [ClearML](https://clear.ml) in your AI conversations. +- **[ClickUp](https://github.com/TaazKareem/clickup-mcp-server)** - MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions. +- **[Cloudinary](https://github.com/felores/cloudinary-mcp-server)** - Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details. +- **[CockroachDB](https://github.com/amineelkouhen/mcp-cockroachdb)** - MCP server enabling AI agents and LLMs to manage, monitor, and query **[CockroachDB](https://www.cockroachlabs.com/)** using natural language. +- **[CockroachDB MCP Server](https://github.com/viragtripathi/cockroachdb-mcp-server)** – Full - featured MCP implementation built with FastAPI and CockroachDB. Supports schema bootstrapping, JSONB storage, LLM-ready CLI, and optional `/debug` endpoints. +- **[Code Screenshot Generator](https://github.com/MoussaabBadla/code-screenshot-mcp)** - Generate beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing. +- **[code-assistant](https://github.com/stippi/code-assistant)** - A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections). +- **[code-context-provider-mcp](https://github.com/AB498/code-context-provider-mcp)** - MCP server that provides code context and analysis for AI assistants. Extracts directory structure and code symbols using WebAssembly Tree-sitter parsers without Native Dependencies. +- **[code-executor](https://github.com/bazinga012/mcp_code_executor)** - An MCP server that allows LLMs to execute Python code within a specified Conda environment. +- **[code-sandbox-mcp](https://github.com/Automata-Labs-team/code-sandbox-mcp)** - An MCP server to create secure code sandbox environment for executing code within Docker containers. +- **[cognee-mcp](https://github.com/topoteretes/cognee/tree/main/cognee-mcp)** - GraphRAG memory server with customizable ingestion, data processing and search +- **[coin_api_mcp](https://github.com/longmans/coin_api_mcp)** - Provides access to [coinmarketcap](https://coinmarketcap.com/) cryptocurrency data. +- **[CoinMarketCap](https://github.com/shinzo-labs/coinmarketcap-mcp)** - Implements the complete [CoinMarketCap](https://coinmarketcap.com/) API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics. +- **[commands](https://github.com/g0t4/mcp-server-commands)** - Run commands and scripts. Just like in a terminal. +- **[Companies House MCP](https://github.com/stefanoamorelli/companies-house-mcp)** (by Stefano Amorelli) - MCP server to connect with the UK Companies House API. +- **[computer-control-mcp](https://github.com/AB498/computer-control-mcp)** - MCP server that provides computer control capabilities, like mouse, keyboard, OCR, etc. using PyAutoGUI, RapidOCR, ONNXRuntime Without External Dependencies. +- **[Computer-Use - Remote MacOS Use](https://github.com/baryhuang/mcp-remote-macos-use)** - Open-source out-of-the-box alternative to OpenAI Operator, providing a full desktop experience and optimized for using remote macOS machines as autonomous AI agents. +- **[computer-use-mcp](https://github.com/domdomegg/computer-use-mcp)** - Control your computer with screen capture, mouse, and keyboard capabilities for automated desktop interaction and task execution. +- **[Congress.gov API](https://github.com/AshwinSundar/congress_gov_mcp)** - An MCP server to interact with real-time data from the Congress.gov API, which is the official API for the United States Congress. +- **[Console Automation](https://github.com/ooples/mcp-console-automation)** - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications. +- **[consul-mcp](https://github.com/kocierik/consul-mcp-server)** - A consul MCP server for service management, health check and Key-Value Store +- **[consult7](https://github.com/szeider/consult7)** - Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code +- **[Contentful-mcp](https://github.com/ivo-toby/contentful-mcp)** - Read, update, delete, publish content in your [Contentful](https://contentful.com) space(s) from this MCP Server. +- **[Context Crystallizer](https://github.com/hubertciebiada/context-crystallizer)** - AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization. +- **[Context Processor](https://github.com/mschultheiss83/context-processor)** - Intelligent context management with configurable pre-processing strategies (clarify, analyze, search, fetch) for enhancing content clarity, searchability, and metadata extraction. +- **[context-portal](https://github.com/GreatScottyMac/context-portal)** - Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI assistants to access precise, up-to-date project information. +- **[cplusplus-mcp](https://github.com/kandrwmrtn/cplusplus_mcp)** - Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships. +- **[CRASH](https://github.com/nikkoxgonzales/crash-mcp)** - MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support. +- **[CreateveAI Nexus](https://github.com/spgoodman/createveai-nexus-server)** - Open-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Vault, as well as straightforward on-premises deployment. +- **[Creatify](https://github.com/TSavo/creatify-mcp)** - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools. +- **[Cronlytic](https://github.com/Cronlytic/cronlytic-mcp-server)** - Create CRUD operations for serverless cron jobs through [Cronlytic](https://cronlytic.com) MCP Server +- **[crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp)** - Providing real-time and historical Crypto Fear & Greed Index data. +- **[crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp)** - An MCP server providing a range of cryptocurrency technical analysis indicators and strategies. +- **[crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp)** - An MCP server that delivers cryptocurrency sentiment analysis to AI agents. +- **[cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server)** - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. +- **[CSV Editor](https://github.com/santoshray02/csv-editor)** - Comprehensive CSV processing with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files. Built with FastMCP & Pandas. +- **[Current Time UTC MCP Server](https://github.com/jairampatel/currenttimeutc-mcp)** - A lightweight MCP server that provides accurate UTC time and timezone conversions in real-time. +- **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - A tool to easily install and configure other MCP servers within Cursor IDE, with support for npm packages, local directories, and Git repositories. +- **[CV Forge](https://github.com/thechandanbhagat/cv-forge)** - An intelligent MCP (Model Context Protocol) server that analyzes job postings and crafts perfectly-matched CVs (by [Chandan Bhagat](https://me.chandanbhagat.com.np)). +- **[CVE Intelligence Server](https://github.com/gnlds/mcp-cve-intelligence-server-lite)** – Provides vulnerability intelligence via multi - source CVE data, essential exploit discovery, and EPSS risk scoring through the MCP. Useful for security research, automation, and agent workflows. +- **[D365FO](https://github.com/mafzaal/d365fo-client)** - A comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration. +- **[Dagster](https://github.com/dagster-io/dagster/tree/master/python_modules/libraries/dagster-dg-cli)** - An MCP server to easily build data pipelines using [Dagster](https://dagster.io/). +- **[Dappier](https://github.com/DappierAI/dappier-mcp)** - Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at [marketplace.dappier.com](https://marketplace.dappier.com/marketplace). +- **[Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution! +- **[Data4library](https://github.com/isnow890/data4library-mcp)** (by isnow890) - MCP server for Korea's Library Information Naru API, providing comprehensive access to public library data, book searches, loan status, reading statistics, and GPS-based nearby library discovery across South Korea. +- **[Databricks](https://github.com/JordiNeil/mcp-databricks-server)** - Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account. +- **[Databricks Genie](https://github.com/yashshingvi/databricks-genie-MCP)** - A server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents. +- **[Databricks Smart SQL](https://github.com/RafaelCartenet/mcp-databricks-server)** - Leveraging Databricks Unity Catalog metadata, perform smart efficient SQL queries to solve Ad-hoc queries and explore data. +- **[DataCite](https://github.com/QuentinCody/datacite-mcp-server)** - Unofficial MCP server for DataCite, providing access to research data and publication metadata through DataCite's REST API and GraphQL interface for scholarly research discovery. +- **[Datadog](https://github.com/GeLi2001/datadog-mcp-server)** - Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api. +- **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export +- **[Dataverse DevTools MCP Server](https://github.com/vignaesh01/DataverseDevToolsMcpServer)** - An MCP server exposing ready-to-use Dataverse/Dynamics 365 tools for user and security administration, data operations, Web API executions, metadata exploration, and troubleshooting. +- **[DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server)** - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly. +- **[DaVinci Resolve](https://github.com/samuelgursky/davinci-resolve-mcp)** - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control. +- **[DBHub](https://github.com/bytebase/dbhub/)** - Universal database MCP server connecting to MySQL, MariaDB, PostgreSQL, and SQL Server. +- **[Deebo](https://github.com/snagasuri/deebo-prototype)** – Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing. +- **[Deep Research](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Lightweight MCP server offering Grok/OpenAI/Gemini/Perplexity-style automated deep research exploration and structured reporting. +- **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Model Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features) +- **[deepseek-thinker-mcp](https://github.com/ruixingshi/deepseek-thinker-mcp)** - A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server. +- **[Deepseek_R1](https://github.com/66julienmartin/MCP-server-Deepseek_R1)** - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3) +- **[DeFi Rates](https://github.com/qingfeng/defi-rates-mcp)** - Query real-time DeFi lending rates across 13+ protocols (Aave, Morpho, Compound, Venus, Solend, Drift, Jupiter, etc.). Compare rates, search best opportunities, and calculate looping strategies across Ethereum, Arbitrum, Base, BSC, Solana, and HyperEVM. +- **[Defuddle Fetch](https://github.com/domdomegg/defuddle-fetch-mcp-server)** - Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters. +- **[deploy-mcp](https://github.com/alexpota/deploy-mcp)** - Universal deployment tracker for AI assistants with live status badges and deployment monitoring. +- **[Depyler](https://github.com/paiml/depyler/blob/main/docs/mcp-integration.md)** - Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%. +- **[Descope](https://github.com/descope-sample-apps/descope-mcp-server)** - An MCP server to integrate with [Descope](https://descope.com) to search audit logs, manage users, and more. +- **[DesktopCommander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers. +- **[Devcontainer](https://github.com/AI-QL/mcp-devcontainers)** - An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files. +- **[DevDb](https://github.com/damms005/devdb-vscode?tab=readme-ov-file#mcp-configuration)** - An MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases. +- **[DevOps AI Toolkit](https://github.com/vfarcic/dot-ai)** - AI-powered development productivity platform that enhances software development workflows through intelligent automation and AI-driven assistance. +- **[DevOps-MCP](https://github.com/wangkanai/devops-mcp)** - Dynamic Azure DevOps MCP server with directory-based authentication switching, supporting work items, repositories, builds, pipelines, and multi-project management with local configuration files. +- **[DGIdb](https://github.com/QuentinCody/dgidb-mcp-server)** - MCP server for the Drug Gene Interaction Database (DGIdb), providing access to drug-gene interaction data, druggable genome information, and pharmacogenomics research. +- **[Dicom](https://github.com/ChristianHinge/dicom-mcp)** - An MCP server to query and retrieve medical images and for parsing and reading dicom-encapsulated documents (pdf etc.). +- **[Dify](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server for dify workflows. +- **[Discogs](https://github.com/cswkim/discogs-mcp-server)** - An MCP server that connects to the Discogs API for interacting with your music collection. +- **[Discord](https://github.com/v-3/discordmcp)** - An MCP server to connect to Discord guilds through a bot and read and write messages in channels +- **[Discord](https://github.com/SaseQ/discord-mcp)** - An MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord. +- **[Discord](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/discord)** - For Discord API integration by Klavis AI +- **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - An MCP server to search Discourse posts on a Discourse forum. +- **[Dispatch Agent](https://github.com/abhinav-mangla/dispatch-agent)** - An intelligent MCP server that provides specialized filesystem operations through ReAct sub-agents. +- **[DocBase](https://help.docbase.io/posts/3925317)** - Official MCP server for DocBase API integration, enabling post management, user collaboration, group administration, and more. +- **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Integrate with Docker to manage containers, images, volumes, and networks. +- **[Docker](https://github.com/0xshariq/docker-mcp-server)** - Docker MCP Server provides advanced, unified Docker management via CLI and MCP workflows, supporting containers, images, volumes, networks, and orchestration. +- **[Docs](https://github.com/da1z/docsmcp)** - Enable documentation access for the AI agent, supporting llms.txt and other remote or local files. +- **[documcp](https://github.com/tosin2013/documcp)** - An MCP server for intelligent document processing and management, supporting multiple formats and document operations. +- **[Docy](https://github.com/oborchers/mcp-server-docy)** - Docy gives your AI direct access to the technical documentation it needs, right when it needs it. No more outdated information, broken links, or rate limits - just accurate, real-time documentation access for more precise coding assistance. +- **[Dodo Payments](https://github.com/dodopayments/dodopayments-node/tree/main/packages/mcp-server)** - Enables AI agents to securely perform payment operations via a lightweight, serverless-compatible interface to the [Dodo Payments](https://dodopayments.com) API. +- **[Domain Tools](https://github.com/deshabhishek007/domain-tools-mcp-server)** - A Model Context Protocol (MCP) server for comprehensive domain analysis: WHOIS, DNS records, and DNS health checks. +- **[Downdetector](https://github.com/domdomegg/downdetector-mcp)** - Check service status and outage information from Downdetector for real-time monitoring of service availability across various platforms and regions. +- **[DPLP](https://github.com/szeider/mcp-dblp)** - Searches the [DBLP](https://dblp.org) computer science bibliography database. +- **[Druid MCP Server](https://github.com/iunera/druid-mcp-server)** - STDIO/SEE MCP Server for Apache Druid by [iunera](https://www.iunera.com) that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters. +- **[Drupal](https://github.com/Omedia/mcp-server-drupal)** - Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer. +- **[dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp)** - A mcp server that bridges Dune Analytics data to AI agents. +- **[DynamoDB-Toolbox](https://www.dynamodbtoolbox.com/docs/databases/actions/mcp-toolkit)** - Leverages your Schemas and Access Patterns to interact with your [DynamoDB](https://aws.amazon.com/dynamodb) Database using natural language. +- **[eBook-mcp](https://github.com/onebirdrocks/ebook-mcp)** - A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks. Ideal for building AI reading assistants or chat-based ebook interfaces. +- **[ECharts MCP Server](https://github.com/hustcc/mcp-echarts)** - Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis. +- **[EDA MCP Server](https://github.com/NellyW8/mcp-EDA)** - A comprehensive Model Context Protocol server for Electronic Design Automation tools, enabling AI assistants to synthesize Verilog with Yosys, simulate designs with Icarus Verilog, run complete ASIC flows with OpenLane, and view results with GTKWave and KLayout. +- **[EdgeOne Pages MCP](https://github.com/TencentEdgeOne/edgeone-pages-mcp)** - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. +- **[Edwin](https://github.com/edwin-finance/edwin/tree/main/examples/mcp-server)** - MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains. +- **[eechat](https://github.com/Lucassssss/eechat)** - An open-source, cross-platform desktop application that seamlessly connects with MCP servers, across Linux, macOS, and Windows. +- **[Elasticsearch](https://github.com/cr7258/elasticsearch-mcp-server)** - MCP server implementation that provides Elasticsearch interaction. +- **[ElevenLabs](https://github.com/mamertofabian/elevenlabs-mcp-server)** - A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices. +- **[Email](https://github.com/Shy2593666979/mcp-server-email)** - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content. +- **[Email SMTP](https://github.com/egyptianego17/email-mcp-server)** - A simple MCP server that lets your AI agent send emails and attach files through SMTP. +- **[Enhance Prompt](https://github.com/FelixFoster/mcp-enhance-prompt)** - An MCP service for enhance you prompt. +- **[Entrez](https://github.com/QuentinCody/entrez-mcp-server)** - Unofficial MCP server for NCBI Entrez databases, providing access to PubMed articles, gene information, protein data, and other biomedical research resources through NCBI's E-utilities API. +- **[Ergo Blockchain MCP](https://github.com/marctheshark3/ergo-mcp)** -An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status. +- **[ESP MCP Server](https://github.com/horw/esp-mcp)** - An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM. +- **[Eunomia](https://github.com/whataboutyou-ai/eunomia-MCP-server)** - Extension of the Eunomia framework that connects Eunomia instruments with MCP servers +- **[Everything Search](https://github.com/mamertofabian/mcp-everything-search)** - Fast file searching capabilities across Windows (using [Everything SDK](https://www.voidtools.com/support/everything/sdk/)), macOS (using mdfind command), and Linux (using locate/plocate command). +- **[EVM MCP Server](https://github.com/mcpdotdirect/evm-mcp-server)** - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. +- **[Excel](https://github.com/haris-musa/excel-mcp-server)** - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table. +- **[Excel to JSON MCP by WTSolutions](https://github.com/he-yang/excel-to-json-mcp)** - MCP Server providing a standardized interface for converting (1) Excel or CSV data into JSON format ;(2) Excel(.xlsx) file into Structured JSON. +- **[Extended Memory](https://github.com/ssmirnovpro/extended-memory-mcp)** - Persistent memory across Claude conversations with multi-project support, automatic importance scoring, and tag-based organization. Production-ready with 400+ tests. +- **[F1](https://github.com/AbhiJ2706/f1-mcp/tree/main)** - Access to Formula 1 data including race results, driver information, lap times, telemetry, and circuit details. +- **[Fabi](https://docs.fabi.ai/advanced_features_and_dev_tools/mcp_server)** - MCP server that exposes [Fabi](https://app.fabi.ai/) analyst agent to turn natural-language prompts into insights: navigating connected data, generating safe SQL/Python, running queries, and saving results into dashboards. +- **[Fabric MCP](https://github.com/aci-labs/ms-fabric-mcp)** - Microsoft Fabric MCP server to accelerate working in your Fabric Tenant with the help of your favorite LLM models. +- **[Fabric Real-Time Intelligence MCP](https://github.com/Microsoft/fabric-rti-mcp)** - Official Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models. +- **[fabric-mcp-server](https://github.com/adapoet/fabric-mcp-server)** - The fabric-mcp-server is an MCP server that integrates [Fabric](https://github.com/danielmiessler/fabric) patterns with [Cline](https://cline.bot/), exposing them as tools for AI-driven task execution and enhancing Cline's capabilities. +- **[Facebook Ads](https://github.com/gomarble-ai/facebook-ads-mcp-server)** - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. +- **[Facebook Ads 10xeR](https://github.com/fortytwode/10xer)** - Advanced Facebook Ads MCP server with enhanced creative insights, multi-dimensional breakdowns, and comprehensive ad performance analytics. +- **[Facebook Ads Library](https://github.com/trypeggy/facebook-ads-library-mcp)** - Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds. +- **[Fal MCP Server](https://github.com/raveenb/fal-mcp-server)** - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude +- **[Fantasy PL](https://github.com/rishijatia/fantasy-pl-mcp)** - Give your coding agent direct access to up-to date Fantasy Premier League data +- **[Fast Filesystem](https://github.com/efforthye/fast-filesystem-mcp)** - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery. +- **[Fastmail MCP](https://github.com/MadLlama25/fastmail-mcp)** - Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools. +- **[fastn.ai – Unified API MCP Server](https://github.com/fastnai/mcp-fastn)** - A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring. +- **[FDIC BankFind MCP Server - (Unofficial)](https://github.com/clafollett/fdic-bank-find-mcp-server)** - The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊 +- **[Federal Reserve Economic Data (FRED)](https://github.com/stefanoamorelli/fred-mcp-server)** (by Stefano Amorelli) - Community developed MCP server to interact with the Federal Reserve Economic Data. +- **[Fetch](https://github.com/zcaceres/fetch-mcp)** - A server that flexibly fetches HTML, JSON, Markdown, or plaintext. +- **[Feyod](https://github.com/jeroenvdmeer/feyod-mcp)** - A server that answers questions about football matches, and specialised in the football club Feyenoord. +- **[FHIR](https://github.com/wso2/fhir-mcp-server)** - A Model Context Protocol server that provides seamless, standardized access to Fast Healthcare Interoperability Resources (FHIR) data from any compatible FHIR server. Designed for easy integration with AI tools, developer workflows, and healthcare applications, it enables natural language and programmatic search, retrieval, and analysis of clinical data. +- **[Fibaro HC3](https://github.com/coding-sailor/mcp-server-hc3)** - MCP server for Fibaro Home Center 3 smart home systems. +- **[Figma](https://github.com/GLips/Figma-Context-MCP)** - Give your coding agent direct access to Figma file data, helping it one-shot design implementation. +- **[Figma](https://github.com/paulvandermeijs/figma-mcp)** - A blazingly fast MCP server to read and export your Figma design files. +- **[Figma to Flutter](https://github.com/mhmzdev/figma-flutter-mcp)** - Write down clean and better Flutter code from Figma design tokens and enrich nodes data in Flutter terminology. +- **[Files](https://github.com/flesler/mcp-files)** - Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere. +- **[FileSystem Server](https://github.com/Oncorporation/filesystem_server)** - Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files +- **[finmap.org](https://github.com/finmap-org/mcp-server)** MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations. +- **[Firebase](https://github.com/gannonh/firebase-mcp)** - Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage. +- **[Fish Audio](https://github.com/da-okazaki/mcp-fish-audio-server)** - Text-to-Speech integration with Fish Audio's API, supporting multiple voices, streaming, and real-time playback +- **[FitBit MCP Server](https://github.com/NitayRabi/fitbit-mcp)** - An MCP server that connects to FitBit API using a token obtained from OAuth flow. +- **[Fleet](https://github.com/SimplyMinimal/fleet-mcp)** - Full Fleet integration for device management, security monitoring, and compliance enforcement. Supports host management, live query execution, policy management, software inventory, vulnerability tracking, and MDM operations. Supports Read-Only and Read-Write modes. +- **[FlightRadar24](https://github.com/sunsetcoder/flightradar24-mcp-server)** - A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data. +- **[Fluent-MCP](https://github.com/modesty/fluent-mcp)** - MCP server for Fluent (ServiceNow SDK) providing access to ServiceNow SDK CLI, API specifications, code snippets, and more. +- **[Flyworks Avatar](https://github.com/Flyworks-AI/flyworks-mcp)** - Fast and free zeroshot lipsync MCP server. +- **[fmp-mcp-server](https://github.com/vipbat/fmp-mcp-server)** - Enable your agent for M&A analysis and investment banking workflows. Access company profiles, financial statements, ratios, and perform sector analysis with the [Financial Modeling Prep APIs] +- **[FoundationModels](https://github.com/phimage/mcp-foundation-models)** - An MCP server that integrates Apple's [FoundationModels](https://developer.apple.com/documentation/foundationmodels) for text generation. +- **[Foursquare](https://github.com/foursquare/foursquare-places-mcp)** - Enable your agent to recommend places around the world with the [Foursquare Places API](https://location.foursquare.com/products/places-api/) +- **[FPE Demo MCP](https://github.com/Horizon-Digital-Engineering/fpe-demo-mcp)** - FF3 Format Preserving Encryption with authentication patterns for secure data protection in LLM workflows. +- **[FrankfurterMCP](https://github.com/anirbanbasu/frankfurtermcp)** - MCP server acting as an interface to the [Frankfurter API](https://frankfurter.dev/) for currency exchange data. +- **[freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp)** - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. +- **[GDAL](https://github.com/Wayfinder-Foundry/gdal-mcp)** - GDAL-style geospatial workflows with built-in reasoning guidance and reference resources to give AI agents catalogue discovery, metadata intelligence, and raster/vector processing. +- **[GDB](https://github.com/pansila/mcp_server_gdb)** - A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants. +- **[Gemini Bridge](https://github.com/eLyiN/gemini-bridge)** - Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture. +- **[Geolocation](https://github.com/jackyang25/geolocation-mcp-server)** - WalkScore API integration for walkability, transit, and bike scores. +- **[ggRMCP](https://github.com/aalobaidi/ggRMCP)** - A Go gateway that converts gRPC services into MCP-compatible tools, allowing AI models like Claude to directly call your gRPC services. +- **[Ghost](https://github.com/MFYDev/ghost-mcp)** - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. +- **[Git](https://github.com/geropl/git-mcp-go)** - Allows LLM to interact with a local git repository, incl. optional push support. +- **[Git Mob](https://github.com/Mubashwer/git-mob-mcp-server)** - MCP server that interfaces with the [git-mob](https://github.com/Mubashwer/git-mob) CLI app for managing co-authors in git commits during pair/mob programming. +- **[Github](https://github.com/0xshariq/github-mcp-server)** - A Model Context Protocol (MCP) server that provides 29 Git operations + 11 workflow combinations for AI assistants and developers. This server exposes comprehensive Git repository management through a standardized interface, enabling AI models and developers to safely manage complex version control workflows. +- **[GitHub Actions](https://github.com/ko1ynnky/github-actions-mcp-server)** - A Model Context Protocol (MCP) server for interacting with GitHub Actions. +- **[GitHub Enterprise MCP](https://github.com/ddukbg/github-enterprise-mcp)** - A Model Context Protocol (MCP) server for interacting with GitHub Enterprise. +- **[GitHub GraphQL](https://github.com/QuentinCody/github-graphql-mcp-server)** - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources. +- **[GitHub Projects](https://github.com/redducklabs/github-projects-mcp)** — Manage GitHub Projects with full GraphQL API access including items, fields, and milestones. +- **[GitHub Repos Manager MCP Server](https://github.com/kurdin/github-repos-manager-mcp)** - Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration. +- **[GitMCP](https://github.com/idosal/git-mcp)** - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project documentation effortlessly +- **[Glean](https://github.com/longyi1207/glean-mcp-server)** - A server that uses Glean API to search and chat. +- **[Gmail](https://github.com/GongRzhe/Gmail-MCP-Server)** - A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support. +- **[Gmail](https://github.com/Ayush-k-Shukla/gmail-mcp-server)** - A Simple MCP server for Gmail with support for all basic operations with oauth2.0. +- **[Gmail Headless](https://github.com/baryhuang/mcp-headless-gmail)** - Remote hostable MCP server that can get and send Gmail messages without local credential or file system setup. +- **[Gmail MCP](https://github.com/gangradeamitesh/mcp-google-email)** - A Gmail service implementation using MCP (Model Context Protocol) that provides functionality for sending, receiving, and managing emails through Gmail's API. +- **[Gnuradio](https://github.com/yoelbassin/gnuradioMCP)** - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts. +- **[Goal Story](https://github.com/hichana/goalstory-mcp)** - a Goal Tracker and Visualization Tool for personal and professional development. +- **[GOAT](https://github.com/goat-sdk/goat/tree/main/typescript/examples/by-framework/model-context-protocol)** - Run more than +200 onchain actions on any blockchain including Ethereum, Solana and Base. +- **[Godot](https://github.com/Coding-Solo/godot-mcp)** - An MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management. +- **[Golang Filesystem Server](https://github.com/mark3labs/mcp-filesystem-server)** - Secure file operations with configurable access controls built with Go! +- **[Goodnews](https://github.com/VectorInstitute/mcp-goodnews)** - A simple MCP server that delivers curated positive and uplifting news stories. +- **[Google Ads](https://github.com/gomarble-ai/google-ads-mcp-server)** - MCP server acting as an interface to the Google Ads, enabling programmatic access to Facebook Ads data and management features. +- **[Google Analytics](https://github.com/surendranb/google-analytics-mcp)** - Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse. +- **[Google Analytics 4](https://github.com/gomakers-ai/mcp-google-analytics)** - MCP server for Google Analytics Data API and Measurement Protocol to read reports and send events. +- **[Google Calendar](https://github.com/v-3/google-calendar)** - Integration with Google Calendar to check schedules, find time, and add/delete events +- **[Google Calendar](https://github.com/nspady/google-calendar-mcp)** - Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location. +- **[Google Custom Search](https://github.com/adenot/mcp-google-search)** - Provides Google Search results via the Google Custom Search API +- **[Google Maps](https://github.com/Mastan1301/google_maps_mcp)** - Provides location results using Google Places API. +- **[Google Sheets](https://github.com/xing5/mcp-google-sheets)** - Access and editing data to your Google Sheets. +- **[Google Sheets](https://github.com/rohans2/mcp-google-sheets)** - An MCP Server written in TypeScript to access and edit data in your Google Sheets. +- **[Google Tasks](https://github.com/zcaceres/gtasks-mcp)** - Google Tasks API Model Context Protocol Server. +- **[Google Vertex AI Search](https://github.com/ubie-oss/mcp-vertexai-search)** - Provides Google Vertex AI Search results by grounding a Gemini model with your own private data +- **[Google Workspace](https://github.com/taylorwilsdon/google_workspace_mcp)** - Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport. +- **[Google-Scholar](https://github.com/JackKuo666/Google-Scholar-MCP-Server)** - Enable AI assistants to search and access Google Scholar papers through a simple MCP interface. +- **[Google-Scholar](https://github.com/mochow13/google-scholar-mcp)** - An MCP server for Google Scholar written in TypeScript with Streamable HTTP transport, along with a `client` implementations that integrates with the server and interacts with `gemini-2.5-flash`. +- **[Gopher MCP](https://github.com/cameronrye/gopher-mcp)** - Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. +- **[Gralio SaaS Database](https://github.com/tymonTe/gralio-mcp)** - Find and compare SaaS products, including data from G2 reviews, Trustpilot, Crunchbase, Linkedin, pricing, features and more, using [Gralio MCP](https://gralio.ai/mcp) server +- **[GraphQL](https://github.com/drestrepom/mcp_graphql)** - Comprehensive GraphQL API integration that automatically exposes each GraphQL query as a separate tool. +- **[GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema)** - Allow LLMs to explore large GraphQL schemas without bloating the context. +- **[Graylog](https://github.com/Pranavj17/mcp-server-graylog)** - Search Graylog logs by absolute/relative timestamps, filter by streams, and debug production issues directly from Claude Desktop. +- **[Grok-MCP](https://github.com/merterbak/Grok-MCP)** - MCP server for xAI’s API featuring the latest Grok models, image analysis & generation, and web search. +- **[gx-mcp-server](https://github.com/davidf9999/gx-mcp-server)** - Expose Great Expectations data validation and quality checks as MCP tools for AI agents. +- **[HackMD](https://github.com/yuna0x0/hackmd-mcp)** (by yuna0x0) - An MCP server for HackMD, a collaborative markdown editor. It allows users to create, read, and update documents in HackMD using the Model Context Protocol. +- **[HAProxy](https://github.com/tuannvm/haproxy-mcp-server)** - A Model Context Protocol (MCP) server for HAProxy implemented in Go, leveraging HAProxy Runtime API. +- **[Hashing MCP Server](https://github.com/kanad13/MCP-Server-for-Hashing)** - MCP Server with cryptographic hashing functions e.g. SHA256, MD5, etc. +- **[HDW LinkedIn](https://github.com/horizondatawave/hdw-mcp-server)** - Access to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/). +- **[HeatPump](https://github.com/jiweiqi/heatpump-mcp-server)** — Residential heat - pump sizing & cost-estimation tools by **HeatPumpHQ**. +- **[Helm Chart CLI](https://github.com/jeff-nasseri/helm-chart-cli-mcp)** - Helm MCP provides a bridge between AI assistants and the Helm package manager for Kubernetes. It allows AI assistants to interact with Helm through natural language requests, executing commands like installing charts, managing repositories, and more. +- **[Heurist Mesh Agent](https://github.com/heurist-network/heurist-mesh-mcp-server)** - Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh). +- **[HLedger MCP](https://github.com/iiAtlas/hledger-mcp)** - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals. +- **[Holaspirit](https://github.com/syucream/holaspirit-mcp-server)** - Interact with [Holaspirit](https://www.holaspirit.com/). +- **[Home Assistant](https://github.com/tevonsb/homeassistant-mcp)** - Interact with [Home Assistant](https://www.home-assistant.io/) including viewing and controlling lights, switches, sensors, and all other Home Assistant entities. +- **[Home Assistant](https://github.com/voska/hass-mcp)** - Docker-ready MCP server for Home Assistant with entity management, domain summaries, automation support, and guided conversations. Includes pre-built container images for easy installation. +- **[HTML to Markdown](https://github.com/levz0r/html-to-markdown-mcp)** - Fetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits. +- **[html2md-mcp](https://github.com/sunshad0w/html2md-mcp)** - MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content. +- **[HubSpot](https://github.com/buryhuang/mcp-hubspot)** - HubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat. +- **[HuggingFace Spaces](https://github.com/evalstate/mcp-hfspace)** - Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Claude Desktop mode for easy integration. +- **[Human-In-the-Loop](https://github.com/GongRzhe/Human-In-the-Loop-MCP-Server)** - A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms. +- **[Human-use](https://github.com/RapidataAI/human-use)** - Instant human feedback through an MCP, have your AI interact with humans around the world. Powered by [Rapidata](https://www.rapidata.ai/) +- **[Hyperledger Fabric Agent Suite](https://github.com/padmarajkore/hlf-fabric-agent)** - Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools. +- **[Hyperliquid](https://github.com/mektigboy/server-hyperliquid)** - An MCP server implementation that integrates the Hyperliquid SDK for exchange data. +- **[Hypertool](https://github.com/toolprint/hypertool-mcp)** – MCP that let's you create hot - swappable, "persona toolsets" from multiple MCP servers to reduce tool overload and improve tool execution. +- **[hyprmcp](https://github.com/stefanoamorelli/hyprmcp)** (by Stefano Amorelli) - Lightweight MCP server for `hyprland`. +- **[iFlytek SparkAgent Platform](https://github.com/iflytek/ifly-spark-agent-mcp)** - This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform. +- **[iFlytek Workflow](https://github.com/iflytek/ifly-workflow-mcp-server)** - Connect to iFlytek Workflow via the MCP server and run your own Agent. +- **[IIIF](https://github.com/code4history/IIIF_MCP)** - Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide. +- **[Image Generation](https://github.com/GongRzhe/Image-Generation-MCP-Server)** - This MCP server provides image generation capabilities using the Replicate Flux model. +- **[ImageSorcery MCP](https://github.com/sunriseapps/imagesorcery-mcp)** - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants. +- **[IMAP MCP](https://github.com/dominik1001/imap-mcp)** - 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants. +- **[iMCP](https://github.com/loopwork-ai/iMCP)** - A macOS app that provides an MCP server for your iMessage, Reminders, and other Apple services. +- **[InfluxDB](https://github.com/idoru/influxdb-mcp-server)** - Run queries against InfluxDB OSS API v2. +- **[Inner Monologue MCP](https://github.com/abhinav-mangla/inner-monologue-mcp)** - A cognitive reasoning tool that enables LLMs to engage in private, structured self-reflection and multi-step reasoning before generating responses, improving response quality and problem-solving capabilities. +- **[Inoyu](https://github.com/sergehuber/inoyu-mcp-unomi-server)** - Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles +- **[Instagram DM](https://github.com/trypeggy/instagram_dm_mcp)** - Send DMs on Instagram via your LLM +- **[Intelligent Image Generator](https://github.com/shinpr/mcp-image)** - Turn casual prompts into professional-quality images with AI enhancement +- **[interactive-mcp](https://github.com/ttommyth/interactive-mcp)** - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. +- **[Intercom](https://github.com/raoulbia-ai/mcp-server-for-intercom)** - An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets. +- **[iOS Simulator](https://github.com/InditexTech/mcp-server-simulator-ios-idb)** - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands. +- **[ipybox](https://github.com/gradion-ai/ipybox)** - Python code execution sandbox based on IPython and Docker. Stateful code execution, file transfer between host and container, configurable network access. See [ipybox MCP server](https://gradion-ai.github.io/ipybox/mcp-server/) for details. +- **[it-tools-mcp](https://github.com/wrenchpilot/it-tools-mcp)** - A Model Context Protocol server that recreates [CorentinTh it-tools](https://github.com/CorentinTh/it-tools) utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP. +- **[itemit MCP](https://github.com/umin-ai/itemit-mcp)** - itemit is Asset Tracking MCP that manage the inventory, monitoring and location tracking that powers over +300 organizations. +- **[iTerm MCP](https://github.com/ferrislucas/iterm-mcp)** - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands. +- **[iTerm MCP Server](https://github.com/rishabkoul/iTerm-MCP-Server)** - A Model Context Protocol (MCP) server implementation for iTerm2 terminal integration. Able to manage multiple iTerm Sessions. +- **[Java Decompiler](https://github.com/idachev/mcp-javadc)** - Decompile Java bytecode into readable source code from .class files, package names, or JAR archives using CFR decompiler +- **[JavaFX](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx)** - Make drawings using a JavaFX canvas +- **[JDBC](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc)** - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, SQLite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants). +- **[Jenkins](https://github.com/jasonkylelol/jenkins-mcp-server)** - This MCP server allow you to create Jenkins tasks. +- **[JMeter](https://github.com/QAInsights/jmeter-mcp-server)** - Run load testing using Apache JMeter via MCP-compliant tools. +- **[Job Searcher](https://github.com/0xDAEF0F/job-searchoor)** - A FastMCP server that provides tools for retrieving and filtering job listings based on time period, keywords, and remote work preferences. +- **[jobswithgpt](https://github.com/jobswithgpt/mcp)** - Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously. +- **[joinly](https://github.com/joinly-ai/joinly)** - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat. +- **[JSON](https://github.com/GongRzhe/JSON-MCP-Server)** - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations. +- **[JSON](https://github.com/kehvinbehvin/json-mcp-filter)** - JSON schema generation and filtering server with TypeScript type creation optimised for retrieving relevant context JSON data using quicktype-core and support for shape-based data extraction, nested object filtering, and array processing operations. +- **[JSON to Excel by WTSolutions](https://github.com/he-yang/json-to-excel-mcp)** - Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files. +- **[JSON2Video MCP](https://github.com/omergocmen/json2video-mcp-server)** - A Model Context Protocol (MCP) server implementation for programmatically generating videos using the json2video API. This server exposes powerful video generation and status-checking tools for use with LLMs, agents, or any MCP-compatible client. +- **[jupiter-mcp](https://github.com/kukapay/jupiter-mcp)** - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API. +- **[Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server)** – Real-time interaction with Jupyter Notebooks, allowing AI to edit, document and execute code for data analysis, visualization etc. Compatible with any Jupyter deployment (local, JupyterHub, ...). +- **[Jupyter Notebook](https://github.com/jjsantos01/jupyter-notebook-mcp)** - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more. +- **[k8s-multicluster-mcp](https://github.com/razvanmacovei/k8s-multicluster-mcp)** - An MCP server for interact with multiple Kubernetes clusters simultaneously using multiple kubeconfig files. +- **[Kafka](https://github.com/tuannvm/kafka-mcp-server)** - A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging [franz-go](https://github.com/twmb/franz-go). +- **[Kafka Schema Registry MCP](https://github.com/aywengo/kafka-schema-reg-mcp)** \ - A comprehensive MCP server for Kafka Schema Registry with 48 tools, multi-registry support, authentication, and production safety features. Enables AI-powered schema management with enterprise-grade capabilities including schema contexts, migration tools, and comprehensive export capabilities. +- **[kafka-mcp](https://github.com/shivamxtech/kafka-mcp)** - An MCP Server for Kafka clusters to interact with kafka environment via tools on messages, topics, offsets, partitions for consumer and producers along with seamless integration with MCP clients. +- **[Kaggle-mcp](https://github.com/Seif-Sameh/Kaggle-mcp.git)** - An MCP server that provides seamless integration with the Kaggle API. Interact with Kaggle competitions, datasets, kernels, and models through MCP-compatible clients like Claude Desktop. +- **[Keycloak](https://github.com/idoyudha/mcp-keycloak)** - The Keycloak MCP Server designed for agentic applications to manage and search data in Keycloak efficiently. +- **[Keycloak MCP](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms. +- **[Keycloak MCP Server](https://github.com/sshaaf/keycloak-mcp-server)** - designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available. +- **[Kibana MCP](https://github.com/TocharianOU/mcp-server-kibana.git)** (by TocharianOU) - A community-maintained MCP server implementation that allows any MCP-compatible client to access and manage Kibana instances through natural language or programmatic requests. +- **[Kibela](https://github.com/kiwamizamurai/mcp-kibela-server)** (by kiwamizamurai) - Interact with Kibela API. +- **[KiCad MCP](https://github.com/lamaalrajih/kicad-mcp)** - MCP server for KiCad on Mac, Windows, and Linux. +- **[kill-process-mcp](https://github.com/misiektoja/kill-process-mcp)** - List and terminate OS processes via natural language queries +- **[Kindred Offers & Discounts MCP](https://github.com/kindred-app/mcp-server-kindred-offers)** (by kindred.co) - This MCP server allows you to get live deals and offers/coupons from e-commerce merchant sites all over the world. +- **[kintone](https://github.com/macrat/mcp-server-kintone)** - Manage records and apps in [kintone](https://kintone.com) through LLM tools. +- **[KnowAir Weather MCP](https://github.com/shuowang-ai/Weather-MCP)** - A comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API. +- **[Kokoro TTS](https://github.com/mberg/kokoro-tts-mcp)** - Use Kokoro text to speech to convert text to MP3s with optional autoupload to S3. +- **[Kong Konnect](https://github.com/Kong/mcp-konnect)** - A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics. +- **[Korea Stock Analyzer](https://github.com/Mrbaeksang/korea-stock-analyzer-mcp)** - Analyze Korean stocks (KOSPI/KOSDAQ) with 6 legendary investment strategies including Buffett, Lynch, Graham, Greenblatt, Fisher, and Templeton. +- **[KRS Poland](https://github.com/pkolawa/krs-poland-mcp-server)** - Access to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities. +- **[Kubeflow Spark History MCP Server](https://github.com/kubeflow/mcp-apache-spark-history-server)** - Enable AI agents to analyze Spark job performance, identify bottlenecks, and provide intelligent insights. +- **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Connect to Kubernetes cluster and manage pods, deployments, and services. +- **[Kubernetes and OpenShift](https://github.com/manusa/kubernetes-mcp-server)** - A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster. +- **[KubeSphere](https://github.com/kubesphere/ks-mcp-server)** - The KubeSphere MCP Server is a Model Context Protocol(MCP) server that provides integration with KubeSphere APIs, enabling to get resources from KubeSphere. Divided into four tools modules: Workspace Management, Cluster Management, User and Roles, Extensions Center. +- **[Kukapay MCP Servers](https://github.com/kukapay/kukapay-mcp-servers)** - A comprehensive suite of Model Context Protocol (MCP) servers dedicated to cryptocurrency, blockchain, and Web3 data aggregation, analysis, and services from Kukapay. +- **[kwrds.ai](https://github.com/mkotsollaris/kwrds_ai_mcp)** - Keyword research, people also ask, SERP and other SEO tools for [kwrds.ai](https://www.kwrds.ai/) +- **[KYC-mcp-server](https://github.com/vishnurudra-ai/KYC-mcp-server)** - Know Your Computer (KYC) - MCP Server compatible with Claude Desktop. Comprehensive system diagnostics for Windows, Mac OS and Linux operating system with AI-powered recommendations. +- **[Langflow MCP Server](https://github.com/nobrainer-tech/langflow-mcp)** - Comprehensive MCP server providing 90 tools for Langflow workflow automation - manage flows, execute workflows, handle builds, and interact with knowledge bases. Includes Docker support and full API coverage for Langflow 1.6.4. +- **[Langflow-DOC-QA-SERVER](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - A Model Context Protocol server for document Q&A powered by Langflow. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend. +- **[Language Server](https://github.com/isaacphi/mcp-language-server)** - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics. +- **[Large File MCP](https://github.com/willianpinho/large-file-mcp)** - Intelligent handling of large files with smart chunking, navigation, and streaming capabilities. Features LRU caching, regex +search, and comprehensive file analysis. +- **[Lark(Feishu)](https://github.com/kone-net/mcp_server_lark)** - A Model Context Protocol(MCP) server for Lark(Feishu) sheet, message, doc and etc. +- **[Lazy Toggl MCP](https://github.com/movstox/lazy-toggl-mcp)** - Simple unofficial MCP server to track time via Toggl API +- **[lean-lsp-mcp](https://github.com/oOo0oOo/lean-lsp-mcp)** - Interact with the [Lean theorem prover](https://lean-lang.org/) via the Language Server Protocol. +- **[librenms-mcp](https://github.com/mhajder/librenms-mcp)** - MCP server for [LibreNMS](https://www.librenms.org/) management +- **[libvirt-mcp](https://github.com/MatiasVara/libvirt-mcp)** - Allows LLM to interact with libvirt thus enabling to create, destroy or list the Virtual Machines in a system. +- **[Lightdash](https://github.com/syucream/lightdash-mcp-server)** - Interact with [Lightdash](https://www.lightdash.com/), a BI tool. +- **[LINE](https://github.com/amornpan/py-mcp-line)** (by amornpan) - Implementation for LINE Bot integration that enables Language Models to read and analyze LINE conversations through a standardized interface. Features asynchronous operation, comprehensive logging, webhook event handling, and support for various message types. +- **[Linear](https://github.com/tacticlaunch/mcp-linear)** - Interact with Linear project management system. +- **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues. +- **[Linear (Go)](https://github.com/geropl/linear-mcp-go)** - Allows LLM to interact with Linear's API via a single static binary. +- **[Linear MCP](https://github.com/anoncam/linear-mcp)** - Full blown implementation of the Linear SDK to support comprehensive Linear management of projects, initiatives, issues, users, teams and states. +- **[Linked API MCP](https://github.com/Linked-API/linkedapi-mcp)** - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data. +- **[Listmonk MCP Server](https://github.com/rhnvrm/listmonk-mcp)** (by rhnvrm) - Full API coverage of [Listmonk](https://github.com/knadh/listmonk) email marketing FOSS. +- **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** (by marcusschiesser) - Integrate the data stored in a managed index on [LlamaCloud](https://cloud.llamaindex.ai/) +- **[lldb-mcp](https://github.com/stass/lldb-mcp)** - A Model Context Protocol server for LLDB that provides LLM-driven debugging. +- **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts. +- **[Local History](https://github.com/xxczaki/local-history-mcp)** – MCP server for accessing VS Code/Cursor's Local History. +- **[Local RAG](https://github.com/shinpr/mcp-local-rag)** - Lightweight local document search with minimal setup. Search across PDF, DOCX, TXT, and Markdown files - no Docker, no external services required. +- **[Locust](https://github.com/QAInsights/locust-mcp-server)** - Allows running and analyzing Locust tests using MCP compatible clients. +- **[Loki](https://github.com/scottlepp/loki-mcp)** - Golang based MCP Server to query logs from [Grafana Loki](https://github.com/grafana/loki). +- **[Loki MCP Server](https://github.com/mo-silent/loki-mcp-server)** - Python based MCP Server for querying and analyzing logs from Grafana Loki with advanced filtering and authentication support. +- **[LottieFiles](https://github.com/junmer/mcp-server-lottiefiles)** - Searching and retrieving Lottie animations from [LottieFiles](https://lottiefiles.com/) +- **[lsp-mcp](https://github.com/Tritlo/lsp-mcp)** - Interact with Language Servers usint the Language Server Protocol to provide additional context information via hover, code actions and completions. +- **[Lspace](https://github.com/Lspace-io/lspace-server)** - Turn scattered ChatGPT/Claude/Cursor conversations into persistent, searchable knowledge. +- **[lucene-mcp-server](https://github.com/VivekKumarNeu/MCP-Lucene-Server)** - spring boot server using Lucene for fast document search and management. +- **[lucid-mcp-server](https://github.com/smartzan63/lucid-mcp-server)** – An MCP server for Lucidchart and Lucidspark: connect, search, and obtain text representations of your Lucid documents and diagrams via LLM - driven AI Vision analysis. [npm](https://www.npmjs.com/package/lucid-mcp-server) +- **[LunarCrush Remote MCP](https://github.com/lunarcrush/mcp-server)** - Get the latest social metrics and posts for both current live social context as well as historical metrics in LLM and token optimized outputs. Ideal for automated trading / financial advisory. +- **[mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp)** - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. +- **[Maestro MCP](https://github.com/maestro-org/maestro-mcp)** - An MCP server for interacting with Bitcoin via the Maestro RPC API. +- **[Magg: The MCP Aggregator](https://github.com/sitbon/magg)** - A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. Includes `mbro`, a powerful CLI MCP server browser with scripting capability. +- **[Mailchimp MCP](https://github.com/AgentX-ai/mailchimp-mcp)** - Allows AI agents to interact with the Mailchimp API (read-only) +- **[MailNet](https://github.com/Astroa7m/MailNet-MCP-Server)** - Unified Gmail + Outlook MCP server with agentic orchestration, automatic token refresh, standardized base class for new providers, and dedicated email settings endpoints for tone, signature, and thread-aware replies. +- **[MalwareBazaar_MCP](https://github.com/mytechnotalent/MalwareBazaar_MCP)** (by Kevin Thomas) - An AI-driven MCP server that autonomously interfaces with MalwareBazaar, delivering real-time threat intel and sample metadata for authorized cybersecurity research workflows. +- **[man-mcp-server](https://github.com/guyru/man-mcp-server)** - MCP to search and access man pages on the local machine. +- **[Mandoline](https://github.com/mandoline-ai/mandoline-mcp-server)** - Enable AI assistants to reflect on, critique, and continuously improve their own performance using Mandoline's evaluation framework. +- **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python. +- **[Markdown2doc](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/pandoc)** - Convert between various file formats using Pandoc +- **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more) +- **[market-fiyati](https://github.com/mtcnbzks/market-fiyati-mcp-server)** - The MCP server for marketfiyati.org.tr, offering grocery price search and comparison across Turkish markets.) +- **[Markitdown](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/markitdown)** - Convert files to Markdown +- **[Masquerade](https://github.com/postralai/masquerade)** - Redact sensitive information from your PDF documents before sending them to Claude. Masquerade serves as a privacy firewall for LLMs. +- **[MasterGo](https://github.com/mastergo-design/mastergo-magic-mcp)** - The server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files. +- **[Matlab-MCP-Tools](https://github.com/neuromechanist/matlab-mcp-tools)** - An MCP to write and execute MATLAB scripts, maintain workspace context between MCP calls, visualize plots, and perform section-by-section analysis of MATLAB code with full access to MATLAB's computational capabilities. +- **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more. +- **[Matrix](https://github.com/mjknowles/matrix-mcp-server)** - Interact with a Matrix homeserver. +- **[Maven Tools MCP](https://github.com/arvindand/maven-tools-mcp)** - Maven Central dependency intelligence for JVM build tools. Supports all build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support. +- **[Maybe Don't AI Policy Engine](https://www.maybedont.ai/download/)** - Yet another MCP security gateway, Maybe Don't AI provides policy checks on any call before it reaches downstream MCP servers to protect users from agents behaving poorly. +- **[MCP Bundles Hub](https://github.com/thinkchainai/mcpbundles)** - Discover, install, and manage 500+ MCP provider integrations and bundles through [MCP Bundles](https://mcpbundles.com). +- **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs +- **[MCP Context Provider](https://github.com/doobidoo/MCP-Context-Provider)** - Static server that provides AI models with persistent tool-specific context and rules, preventing context loss between chat sessions and enabling consistent behavior across interactions. +- **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly. +- **[MCP Documentation Server](https://github.com/andrea9293/mcp-documentation-server)** - Server that provides local-first document management and semantic search via embeddings or Gemini AI (recommended). Optimized for performance with disk persistence, an in-memory index, and caching. +- **[MCP Dynamic Tool Groups](https://github.com/ECF/MCPToolGroups)** - Example MCP servers that use [annotated](https://github.com/spring-ai-community/mcp-annotations) Java interfaces/classes as 'tool groups'. Using standard MCP annotations, service implementations can then, at runtime, be used to generate tool specifications, and then dynamically added or removed from MCP servers. The functionality is demonstrated in a sample tool group, but can be similarly used for any API or service. +- **[MCP Installer](https://github.com/anaisbetts/mcp-installer)** - This server is a server that installs other MCP servers for you. +- **[MCP on Android TV](https://github.com/MiddlePoint-Solutions/mcp-on-android-tv)** - A Model Context Protocol (MCP) server running directly on your Android TV with bundeld access to ADB on-device. +- **[MCP OpenProject Server](https://github.com/boma086/mcp-openproject)** - Comprehensive MCP server for OpenProject integration with GitHub installation, CLI tools, and support for multiple AI assistants including Claude Code and Windsurf. +- **[MCP ProjectManage OpenProject](https://github.com/boma086/mcp-projectmanage-openproject)** - This server provides the MCP service for project weekly reports, with project management information supplied by OpenProject. +- **[MCP Proxy Server](https://github.com/TBXark/mcp-proxy)** - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single HTTP server. +- **[MCP Server Creator](https://github.com/GongRzhe/MCP-Server-Creator)** - A powerful Model Context Protocol (MCP) server that creates other MCP servers! This meta-server provides tools for dynamically generating FastMCP server configurations and Python code. +- **[MCP Server Generator](https://github.com/SerhatUzbas/mcp-server-generator)** - An MCP server that creates and manages MCP servers! Helps both non-technical users and developers build custom JavaScript MCP servers with AI guidance, automatic dependency management, and Claude Desktop integration. +- **[MCP STDIO to Streamable HTTP Adapter](https://github.com/pyroprompts/mcp-stdio-to-streamable-http-adapter)** - Connect to Streamable HTTP MCP Servers even if the MCP Client only supports STDIO. +- **[MCP Toolz](https://github.com/taylorleese/mcp-toolz)** - Context management, todo persistence, and AI second opinions for Claude Code. Save and restore contexts, code snippets, and todo lists across sessions and get feedback from ChatGPT, Claude, Gemini, and DeepSeek. +- **[MCP-Airflow-API](https://github.com/call518/MCP-Airflow-API)** - Model Context Protocol (MCP) server for Apache Airflow API integration. Provides comprehensive tools for managing Airflow clusters including service operations, configuration management, status monitoring, and request tracking. +- **[MCP-Ambari-API](https://github.com/call518/MCP-Ambari-API)** - Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking. +- **[mcp-containerd](https://github.com/jokemanfire/mcp-containerd)** - The containerd MCP implemented by Rust supports the operation of the CRI interface. +- **[MCP-Database-Server](https://github.com/executeautomation/mcp-database-server)** - Fastest way to interact with your Database such as SQL Server, SQLite and PostgreSQL +- **[mcp-grep](https://github.com/erniebrodeur/mcp-grep)** - Python-based MCP server that brings grep functionality to LLMs. Supports common grep features including pattern searching, case-insensitive matching, context lines, and recursive directory searches. +- **[mcp-k8s-go](https://github.com/strowk/mcp-k8s-go)** - Golang-based Kubernetes server for MCP to browse pods and their logs, events, namespaces and more. Built to be extensible. +- **[mcp-local-rag](https://github.com/nkapila6/mcp-local-rag)** - "primitive" RAG-like web search model context protocol (MCP) server that runs locally using Google's MediaPipe Text Embedder and DuckDuckGo Search. +- **[mcp-mcp](https://github.com/wojtyniak/mcp-mcp)** - Meta-MCP Server that acts as a tool discovery service for MCP clients. +- **[mcp-meme-sticky](https://github.com/nkapila6/mcp-meme-sticky)** - Make memes or stickers using MCP server for WhatsApp or Telegram. +- **[mcp-memory-service](https://github.com/doobidoo/mcp-memory-service)** - Universal MCP memory service providing semantic memory search, persistent storage, and autonomous memory consolidation for AI assistants across 13+ AI applications. +- **[mcp-n8n](https://github.com/gomakers-ai/mcp-n8n)** - Complete n8n API integration with 41 tools for workflow management, execution monitoring, credentials, and 100+ pre-built templates. Control your entire n8n automation infrastructure through AI conversations. +- **[MCP-NixOS](https://github.com/utensils/mcp-nixos)** - A Model Context Protocol server that provides AI assistants with accurate, real-time information about NixOS packages, system options, Home Manager settings, and nix-darwin macOS configurations. +- **[mcp-notify](https://github.com/aahl/mcp-notify)** - An MCP server for message push, supporting Weixin, DingTalk, Telegram, Bark, Lark, Feishu, and Home Assistant. +- **[mcp-open-library](https://github.com/8enSmith/mcp-open-library)** - A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information. +- **[MCP-OpenStack-Ops](https://github.com/call518/MCP-OpenStack-Ops)** - Professional OpenStack operations automation via MCP server. Specialized tools for cluster monitoring, instance management, volume control & network analysis. FastMCP + OpenStack SDK + Bearer auth. Claude Desktop ready. Perfect for DevOps & cloud automation. +- **[MCP-PostgreSQL-Ops](https://github.com/call518/MCP-PostgreSQL-Ops)** - Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking. +- **[mcp-proxy](https://github.com/sparfenyuk/mcp-proxy)** - Connect to MCP servers that run on SSE transport, or expose stdio servers as an SSE server. +- **[mcp-proxy](https://github.com/mikluko/mcp-proxy)** - Lightweight proxy that handles OAuth 2.0/PKCE authentication and token management for MCP clients lacking native OAuth support. +- **[mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast)** - Fast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies. +- **[mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example)** - MCP server with basic demonstration of interactions with your Salesforce instance +- **[mcp-sanctions](https://github.com/madupay/mcp-sanctions)** - Screen individuals and organizations against global sanctions lists (OFAC, SDN, UN, etc). Query by prompt or document upload. +- **[mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast)** - High-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content. +- **[mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode)** - Practice and retrieve problems from LeetCode. Automate problem retrieval, solutions, and insights for coding practice and competitions. +- **[Mcp-Swagger-Server](https://github.com/zaizaizhao/mcp-swagger-server)** (by zaizaizhao) - This MCP server transforms OpenAPI specifications into MCP tools, enabling AI assistants to interact with REST APIs through standardized protocol +- **[mcp-vision](https://github.com/groundlight/mcp-vision)** - An MCP server exposing HuggingFace computer vision models such as zero-shot object detection as tools, enhancing the vision capabilities of large language or vision-language models. +- **[mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather)** - Accurate weather forecasts via the AccuWeather API (free tier available). +- **[mcp-youtube-extract](https://github.com/sinjab/mcp_youtube_extract)** - A Model Context Protocol server for YouTube operations, extracting video information and transcripts with intelligent fallback logic. Features comprehensive logging, error handling, and support for both auto-generated and manual transcripts. +- **[mcp_weather](https://github.com/isdaniel/mcp_weather_server)** - Get weather information from https://api.open-meteo.com API. +- **[mcpcap](https://github.com/mcpcap/mcpcap)** - A modular Python MCP (Model Context Protocol) Server for analyzing PCAP files. +- **[MCPfinder](https://github.com/mcpfinder/server)** - The AI Agent's "App Store": Discover, install, and monetize AI capabilities — all within the MCP ecosystem. +- **[MCPIgnore Filesytem](https://github.com/CyberhavenInc/filesystem-mcpignore)** - A Data Security First filesystem MCP server that implements .mcpignore to prevent MCP clients from accessing sensitive data. +- **[MCPJungle](https://github.com/mcpjungle/MCPJungle)** - Self-hosted MCP Registry and Gateway for enterprise AI Agents +- **[MCPShell](https://github.com/inercia/mcpshell)** - Tool that allows LLMs to safely execute command-line tools, providing a secure bridge between LLMs and operating system commands. +- **[Md2doc](https://github.com/Yorick-Ryu/md2doc-mcp)** - Convert Markdown text to DOCX format using an external conversion service +- **[MeasureSpace MCP](https://github.com/MeasureSpace/measure-space-mcp-server)** - A free [Model Context Protocol (MCP) Server](https://smithery.ai/server/@MeasureSpace/measure-space-mcp-server) that provides global weather, climate, air quality forecast and geocoding services by [measurespace.io](https://measurespace.io). +- **[MediaWiki](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server)** - A Model Context Protocol (MCP) Server that interacts with any MediaWiki wiki +- **[MediaWiki MCP adapter](https://github.com/lucamauri/MediaWiki-MCP-adapter)** - A custom Model Context Protocol adapter for MediaWiki and WikiBase APIs +- **[medRxiv](https://github.com/JackKuo666/medRxiv-MCP-Server)** - Enable AI assistants to search and access medRxiv papers through a simple MCP interface. +- **[mem0-mcp](https://github.com/mem0ai/mem0-mcp)** - A Model Context Protocol server for Mem0, which helps with managing coding preferences. +- **[Membase](https://github.com/unibaseio/membase-mcp)** - Save and query your agent memory in distributed way by Membase. +- **[Meme MCP](https://github.com/lidorshimoni/meme-mcp)** - Generate memes via AI using the Imgflip API through the Model Context Protocol. +- **[memento-mcp](https://github.com/gannonh/memento-mcp)** - Knowledge graph memory system built on Neo4j with semantic search, temporal awareness. +- **[memos-api-mcp](https://github.com/MemTensor/memos-api-mcp)** - A Model Context Protocol implementation for the API service of [MemOS](https://memos.openmem.net/), a memory management operating system designed for AI applications. +- **[Meta Ads Remote MCP](https://github.com/pipeboard-co/meta-ads-mcp)** - Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns. +- **[MetaTrader MCP](https://github.com/ariadng/metatrader-mcp-server)** - Enable AI LLMs to execute trades using MetaTrader 5 platform. +- **[Metricool MCP](https://github.com/metricool/mcp-metricool)** - A Model Context Protocol server that integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across networks like Instagram, Facebook, Twitter, LinkedIn, TikTok and YouTube. +- **[Microsoft 365](https://github.com/merill/lokka)** - (by Merill) A Model Context Protocol (MCP) server for Microsoft 365. Includes support for all services including Teams, SharePoint, Exchange, OneDrive, Entra, Intune and more. See [Lokka](https://lokka.dev/) for more details. +- **[Microsoft 365](https://github.com/softeria/ms-365-mcp-server)** - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook/mail, files, Excel, calendar) +- **[Microsoft 365](https://github.com/pnp/cli-microsoft365-mcp-server)** - Single MCP server that allows to manage many different areas of Microsoft 365, for example: Entra ID, OneDrive, OneNote, Outlook, Planner, Power Apps, Power Automate, Power Platform, SharePoint Embedded, SharePoint Online, Teams, Viva Engage, and many more. +- **[Microsoft 365 Files (SharePoint/OneDrive)](https://github.com/godwin3737/mcp-server-microsoft365-filesearch)** (by godwin3737) - MCP server with tools to search and get file content from Microsoft 365 including Onedrive and SharePoint. Works with Documents (pdf/docx), Presentations, Spreadsheets and Images. +- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) +- **[Mifos X](https://github.com/openMF/mcp-mifosx)** - An MCP server for the Mifos X Open Source Banking useful for managing clients, loans, savings, shares, financial transactions and generating financial reports. +- **[Mikrotik](https://github.com/jeff-nasseri/mikrotik-mcp)** - Mikrotik MCP server which cover networking operations (IP, DHCP, Firewall, etc) +- **[Mindmap](https://github.com/YuChenSSR/mindmap-mcp-server)** (by YuChenSSR) - A server that generates mindmaps from input containing markdown code. +- **[Minima](https://github.com/dmayboroda/minima)** - MCP server for RAG on local files +- **[MLflow](https://github.com/kkruglik/mlflow-mcp)** - MLflow MCP server for ML experiment tracking with advanced querying, run comparison, artifact access, and model registry. +- **[Mobile MCP](https://github.com/mobile-next/mobile-mcp)** (by Mobile Next) - MCP server for Mobile(iOS/Android) automation, app scraping and development using physical devices or simulators/emulators. +- **[Modao Proto MCP](https://github.com/modao-dev/modao-proto-mcp)** - AI-powered HTML prototype generation server that converts natural language descriptions into complete HTML code with modern design and responsive layouts. Supports design description expansion and seamless integration with Modao workspace. +- **[Monday.com (unofficial)](https://github.com/sakce/mcp-server-monday)** - MCP Server to interact with Monday.com boards and items. +- **[MongoDB](https://github.com/kiliczsh/mcp-mongo-server)** - A Model Context Protocol Server for MongoDB. +- **[MongoDB & Mongoose](https://github.com/nabid-pf/mongo-mongoose-mcp)** - MongoDB MCP Server with Mongoose Schema and Validation. +- **[MongoDB Lens](https://github.com/furey/mongodb-lens)** - Full Featured MCP Server for MongoDB Databases. +- **[Monzo](https://github.com/BfdCampos/monzo-mcp-bfdcampos)** - Access and manage your Monzo bank accounts through natural language, including balance checking, pot management, transaction listing, and transaction annotation across multiple account types (personal, joint, flex). +- **[Morningstar](https://github.com/Morningstar/morningstar-mcp-server)** - MCP Server to interact with Morningstar Research, Editorial and Datapoints +- **[MSSQL](https://github.com/aekanun2020/mcp-server/)** - MSSQL database integration with configurable access controls and schema inspection +- **[MSSQL](https://github.com/JexinSam/mssql_mcp_server)** (by jexin) - MCP Server for MSSQL database in Python +- **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL +- **[MSSQL-MCP-Node](https://github.com/mihai-dulgheru/mssql-mcp-node)** (by mihai - dulgheru) – Node.js MCP server for Microsoft SQL Server featuring auto-detected single / multi-database configs, execute-SQL and schema tools, robust Zod validation, and optional Express endpoints for local testing +- **[MSSQL-Python](https://github.com/amornpan/py-mcp-mssql)** (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem. +- **[Multi-Model Advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp)** - A Model Context Protocol (MCP) server that orchestrates queries across multiple Ollama models, synthesizing their insights to deliver a comprehensive and multifaceted AI perspective on any given query. +- **[Multicluster-MCP-Sever](https://github.com/yanmxa/multicluster-mcp-server)** - The gateway for GenAI systems to interact with multiple Kubernetes clusters. +- **[MySQL](https://github.com/benborla/mcp-server-mysql)** (by benborla) - MySQL database integration in NodeJS with configurable access controls and schema inspection +- **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** (by DesignComputer) - MySQL database integration in Python with configurable access controls and schema inspection +- **[MySQL-Server](https://github.com/tonycai/mcp-mysql-server)** (by TonyCai) - MySQL Database Integration using Python script with configurable access controls and schema inspection, usng stdio mode to suitable local deployment, you can run it in docker container. +- **[n8n](https://github.com/leonardsellem/n8n-mcp-server)** - This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status. +- **[Nacos MCP Router](https://github.com/nacos-group/nacos-mcp-router)** - This MCP(Model Context Protocol) Server provides tools to search, install, proxy other MCP servers. +- **[Nanana](https://github.com/nanana-app/mcp-server-nano-banana)** - This MCP provides AI text-to-image generator and AI image-to-image editor powered by Google Gemini Nano Banana. +- **[NASA](https://github.com/ProgramComputer/NASA-MCP-server)** (by ProgramComputer) - Access to a unified gateway of NASA's data sources including but not limited to APOD, NEO, EPIC, GIBS. +- **[NASA Image MCP Server](https://github.com/adithya1012/NASA-MCP-Server/blob/main/README.md)** - MCP server providing access to NASA's visual data APIs including Mars Rover photos, Earth satellite imagery (EPIC/GIBS), and Astronomy picture of the day. Features built-in image analysis tools with automatic format detection, compression, and base64 conversion for LLM integration. +- **[NASA Planetary Data System (PDS) MCP Server](https://github.com/NASA-PDS/pds-mcp-server)** - MCP server for connecting to NASA's Planetary Data System (PDS) enabling intelligent data discovery of all of NASA's data products from the 1960s to present day. +- **[Nasdaq Data Link](https://github.com/stefanoamorelli/nasdaq-data-link-mcp)** (by stefanoamorelli) - An MCP server to access, explore, and interact with Nasdaq Data Link's extensive and valuable financial and economic datasets. +- **[National Parks](https://github.com/KyrieTangSheng/mcp-server-nationalparks)** - The server provides latest information of park details, alerts, visitor centers, campgrounds, hiking trails, and events for U.S. National Parks. +- **[NAVER](https://github.com/pfldy2850/py-mcp-naver)** (by pfldy2850) - This MCP server provides tools to interact with various Naver services, such as searching blogs, news, books, and more. +- **[Naver](https://github.com/isnow890/naver-search-mcp)** (by isnow890) - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. +- **[NBA](https://github.com/Taidgh-Robinson/nba-mcp-server)** - This MCP server provides tools to fetch recent and historical NBA games including basic and advanced statistics. +- **[NCI GDC](https://github.com/QuentinCody/nci-gdc-mcp-server)** - Unofficial MCP server for the National Cancer Institute's Genomic Data Commons (GDC), providing access to harmonized cancer genomic and clinical data for oncology research. +- **[NCP](https://github.com/portel-dev/ncp)** (Natural Context Provider by portel.dev) - NCP lets your AI dream of a tool and articulate its need as a user story. NCP then intelligently discovers and makes that tool instantly available, streamlining thought processes, eliminating cognitive overload, and slashing token costs by up to 87% (47ms discovery). Experience true on-demand tool access, smart health monitoring, and energy efficiency for your AI agents. +- **[Neo4j](https://github.com/da-okazaki/mcp-neo4j-server)** - A community built server that interacts with Neo4j Graph Database. +- **[Neovim](https://github.com/bigcodegen/mcp-neovim-server)** - An MCP Server for your Neovim session. +- **[Netbird](https://github.com/aantti/mcp-netbird)** - List and analyze Netbird network peers, groups, policies, and more. +- **[NetMind ParsePro](https://github.com/protagolabs/Netmind-Parse-PDF-MCP)** - The PDF Parser AI service, built and customized by the [NetMind](https://www.netmind.ai/) team. +- **[NetSuite](https://github.com/dsvantien/netsuite-mcp-server)** - MCP server for NetSuite ERP integration with OAuth 2.0 authentication, enabling natural language access to NetSuite data through SuiteQL queries, reports, saved searches, and REST API operations. +- **[Nikto MCP](https://github.com/weldpua2008/nikto-mcp)** (by weldpua2008) - A secure MCP server that enables AI agents to interact with Nikto web server scanner](- use with npx or docker). +- **[NocoDB](https://github.com/edwinbernadus/nocodb-mcp-server)** - Read and write access to NocoDB database. +- **[Node Code Sandbox](https://github.com/alfonsograziano/node-code-sandbox-mcp)** – A Node.js MCP server that spins up isolated Docker - based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation +- **[nomad-mcp](https://github.com/kocierik/mcp-nomad)** - A server that provides a set of tools for managing Nomad clusters through the MCP. +- **[Notion](https://github.com/suekou/mcp-notion-server)** (by suekou) - Interact with Notion API. +- **[Notion](https://github.com/v-3/notion-server)** (by v-3) - Notion MCP integration. Search, Read, Update, and Create pages through Claude chat. +- **[Notion](https://github.com/njbrake/notion-mcp-server)** (by njbrake) - Fork of official Notion MCP Server that returns markdown representation instead of raw json for efficient token usage +- **[NPM Plus](https://github.com/shacharsol/js-package-manager-mcp)** - AI-powered JavaScript package management with security scanning, bundle analysis, and intelligent dependency management for MCP-compatible editors. +- **[NS Travel Information](https://github.com/r-huijts/ns-mcp-server)** - Access Dutch Railways (NS) real-time train travel information and disruptions through the official NS API. +- **[ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp)** (by teddyzxcv) - The MCP server that keeps you informed by sending the notification on phone using ntfy +- **[ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp)** (by gitmotion) - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!) +- **[oatpp-mcp](https://github.com/oatpp/oatpp-mcp)** - C++ MCP integration for Oat++. Use [Oat++](https://oatpp.io) to build MCP servers. +- **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through your Obsidian vault or any directory containing Markdown notes +- **[Obsidian Notes](https://github.com/Piotr1215/mcp-obsidian)** - Direct file system access to Obsidian vaults with security-first design, advanced search capabilities including MOC (Maps of Content) discovery, and support for obsidian.nvim - no Obsidian app required. +- **[obsidian-mcp](https://github.com/StevenStavrakis/obsidian-mcp)** - (by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes. +- **[OceanBase](https://github.com/yuanoOo/oceanbase_mcp_server)** - (by yuanoOo) A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases. +- **[Octocode](https://github.com/bgauryy/octocode-mcp)** - (by Guy Bary) AI-powered developer assistant that enables advanced code research, analysis and discovery across GitHub and NPM realms in realtime +- **[Odoo](https://github.com/ivnvxd/mcp-server-odoo)** - Connect AI assistants to Odoo ERP systems for business data access and workflow automation. +- **[Office-PowerPoint-MCP-Server](https://github.com/GongRzhe/Office-PowerPoint-MCP-Server)** - A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft PowerPoint documents. +- **[Office-Visio-MCP-Server](https://github.com/GongRzhe/Office-Visio-MCP-Server)** - A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft Visio documents. +- **[Office-Word-MCP-Server](https://github.com/GongRzhe/Office-Word-MCP-Server)** - A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft Word documents. +- **[Okta](https://github.com/kapilduraphe/okta-mcp-server)** - Interact with Okta API. +- **[OKX-MCP-Server](https://github.com/memetus/okx-mcp-playground)** - An MCP server provides various blockchain data and market price data via the OKX API. The server enables Claude to perform operations like retrieve assets prices, transaction data, account history data and trade instruction data. +- **[OneCite](https://github.com/HzaCode/OneCite)** - Universal citation management and academic reference toolkit. Generate citations from DOI, arXiv, titles, or URLs in multiple formats (BibTeX, APA, MLA). Supports 7+ literature types and 10+ academic databases with intelligent metadata completion. +- **[OneNote](https://github.com/rajvirtual/MCP-Servers/tree/master/onenote)** - (by Rajesh Vijay) An MCP server that connects to Microsoft OneNote using the Microsoft Graph API. Reading notebooks, sections, and pages from OneNote,Creating new notebooks, sections, and pages in OneNote. +- **[Onyx MCP Sandbox](https://github.com/avd1729/Onyx)** – (by Aravind) A secure MCP server that executes code in isolated Docker sandboxes. Supports Python, Java, C, C++, JavaScript, and Rust. Provides the `run_code` tool, enforces CPU/memory limits, includes comprehensive tests, and detailed setup instructions. +- **[Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools)** - Content editing codes, value map, and positioning tools for product marketing. +- **[Open Targets](https://github.com/QuentinCody/open-targets-mcp-server)** - Unofficial MCP server for the Open Targets Platform, providing access to target-disease associations, drug discovery data, and therapeutic hypothesis generation for biomedical research. +- **[OpenAI GPT Image](https://github.com/SureScaleAI/openai-gpt-image-mcp)** - OpenAI GPT image generation/editing MCP server. +- **[OpenAI WebSearch MCP](https://github.com/ConechoAI/openai-websearch-mcp)** - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool. +- **[OpenAlex.org MCP](https://github.com/drAbreu/alex-mcp)** - Professional MCP server providing ML-powered author disambiguation and comprehensive researcher profiles using the OpenAlex database. +- **[OpenAPI](https://github.com/snaggle-ai/openapi-mcp-server)** - Interact with [OpenAPI](https://www.openapis.org/) APIs. +- **[OpenAPI AnyApi](https://github.com/baryhuang/mcp-server-any-openapi)** - Interact with large [OpenAPI](https://www.openapis.org/) docs using built-in semantic search for endpoints. Allows for customizing the MCP server prefix. +- **[OpenAPI Schema](https://github.com/hannesj/mcp-openapi-schema)** - Allow LLMs to explore large [OpenAPI](https://www.openapis.org/) schemas without bloating the context. +- **[OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer)** - Token-efficient access to local or remote OpenAPI/Swagger specs via MCP Resources. +- **[OpenCTI](https://github.com/Spathodea-Network/opencti-mcp)** - Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors. +- **[OpenCV](https://github.com/GongRzhe/opencv-mcp-server)** - An MCP server providing OpenCV computer vision capabilities. This allows AI assistants and language models to access powerful computer vision tools. +- **[OpenDigger MCP Server](https://github.com/X-lab2017/open-digger-mcp-server)** - Model Context Protocol (MCP) server for [OpenDigger](https://open-digger.cn/en/), enabling advanced repository analytics and insights through tools and prompts. +- **[OpenDota](https://github.com/asusevski/opendota-mcp-server)** - Interact with OpenDota API to retrieve Dota 2 match data, player statistics, and more. +- **[OpenLink Generic Java Database Connectivity](https://github.com/OpenLinkSoftware/mcp-jdbc-server)** - Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers) +- **[OpenLink Generic Open Database Connectivity](https://github.com/OpenLinkSoftware/mcp-odbc-server)** - Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers) +- **[OpenLink Generic Python Open Database Connectivity](https://github.com/OpenLinkSoftware/mcp-pyodbc-server)** - Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers) for PyODBC +- **[OpenLink Generic SQLAlchemy Object-Relational Database Connectivity for PyODBC](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server)** - Generic Database Management System (DBMS) access via SQLAlchemy (PyODBC) Connectors (Drivers) +- **[OpenMetadata](https://github.com/yangkyeongmo/mcp-server-openmetadata)** - MCP Server for OpenMetadata, an open-source metadata management platform. +- **[OpenNeuro](https://github.com/QuentinCody/open-neuro-mcp-server)** - Unofficial MCP server for OpenNeuro, providing access to open neuroimaging datasets, study metadata, and brain imaging data for neuroscience research and analysis. +- **[OpenReview](https://github.com/anyakors/openreview-mcp-server)** - An MCP server for [OpenReview](https://openreview.net/) to fetch, read and save manuscripts from AI/ML conferences. +- **[OpenRPC](https://github.com/shanejonas/openrpc-mpc-server)** - Interact with and discover JSON-RPC APIs via [OpenRPC](https://open-rpc.org). +- **[OpenStack](https://github.com/wangsqly0407/openstack-mcp-server)** - MCP server implementation that provides OpenStack interaction. +- **[OpenWeather](https://github.com/mschneider82/mcp-openweather)** - Interact with the free openweathermap API to get the current and forecast weather for a location. +- **[OpenZIM MCP](https://github.com/cameronrye/openzim-mcp)** - Modern, secure, and high-performance MCP server that enables AI models to access and search ZIM format knowledge bases offline, including Wikipedia and educational content archives. +- **[Operative WebEvalAgent](https://github.com/Operative-Sh/web-eval-agent)** (by [Operative.sh](https://www.operative.sh)) - An MCP server to test, debug, and fix web applications autonomously. +- **[OPNSense MCP](https://github.com/vespo92/OPNSenseMCP)** - MCP Server for OPNSense Firewall Management and API access +- **[Optimade MCP](https://github.com/dianfengxiaobo/optimade-mcp-server)** - An MCP server conducts real-time material science data queries with the Optimade database (for example, elemental composition, crystal structure). +- **[Oracle](https://github.com/marcelo-ochoa/servers)** (by marcelo-ochoa) - Oracle Database integration in NodeJS with configurable access controls, query explain, stats and schema inspection +- **[Oracle Cloud Infrastructure (OCI)](https://github.com/karthiksuku/oci-mcp)** (by karthiksukumar) - Python MCP server for OCI infrastructure (Compute, Autonomous Database, Object Storage). Read-heavy by default with safe instance actions (start/stop/reset). Includes Claude Desktop config and `.env` compartment scoping. +- **[Oura MCP server](https://github.com/tomekkorbak/oura-mcp-server)** - MCP server for Oura API to retrieve one's sleep data +- **[Oura Ring](https://github.com/rajvirtual/oura-mcp-server)** (by Rajesh Vijay) - MCP Server to access and analyze your Oura Ring data. It provides a structured way to fetch and understand your health metrics. +- **[Outline](https://github.com/Vortiago/mcp-outline)** - MCP Server to interact with [Outline](https://www.getoutline.com) knowledge base to search, read, create, and manage documents and their content, access collections, add comments, and manage document backlinks. +- **[Outlook Mail + Calendar + OneDrive](https://github.com/Norcim133/OutlookMCPServer) - Virtual assistant with Outlook Mail, Calendar, and early OneDrive support (requires Azure admin). +- **[Pacman](https://github.com/oborchers/mcp-server-pacman)** - An MCP server that provides package index querying capabilities. This server is able to search and retrieve information from package repositories like PyPI, npm, crates.io, Docker Hub, and Terraform Registry. +- **[pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp)** - An MCP server that tracks newly created liquidity pools on Pancake Swap. +- **[Pandoc](https://github.com/vivekVells/mcp-pandoc)** - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. +- **[Paradex MCP](https://github.com/sv/mcp-paradex-py)** - MCP native server for interacting with Paradex platform, including fully features trading. +- **[Parliament MCP]([https://github.com/sv/mcp-paradex-py](https://github.com/i-dot-ai/parliament-mcp))** - MCP server for querying UK parliamentary data. +- **[PDF reader MCP](https://github.com/gpetraroli/mcp_pdf_reader)** - MCP server to read and search text in a local PDF file. +- **[PDF Tools MCP](https://github.com/Sohaib-2/pdf-mcp-server)** - Comprehensive PDF manipulation toolkit (merge, split, encrypt, optimize and much more) +- **[PDMT](https://github.com/paiml/pdmt)** - Pragmatic Deterministic MCP Templating - High-performance deterministic templating library with comprehensive todo validation, quality enforcement, and 0.0 temperature generation for reproducible outputs. +- **[Peacock for VS Code](https://github.com/johnpapa/peacock-mcp)** - MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs. +- **[persistproc](https://github.com/irskep/persistproc)** - MCP server + command line tool that allows agents to see & control long-running processes like web servers. +- **[Pexels](https://github.com/garylab/pexels-mcp-server)** - A MCP server providing access to Pexels Free Image API, enabling seamless search, retrieval, and download of high-quality royalty-free images. +- **[pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp)** - provides AI-powered PostgreSQL performance tuning capabilities. +- **[Pharos](https://github.com/QuentinCody/pharos-mcp-server)** - Unofficial MCP server for the Pharos database by the National Center for Advancing Translational Sciences (NCATS), providing access to target, drug, and disease information for drug discovery research. +- **[Phone MCP](https://github.com/hao-cyber/phone-mcp)** - 📱 A powerful plugin that lets you control your Android phone. Enables AI agents to perform complex tasks like automatically playing music based on weather or making calls and sending texts. +- **[PIF](https://github.com/hungryrobot1/MCP-PIF)** - A Personal Intelligence Framework (PIF), providing tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human-AI collaboration across sessions. +- **[Pinecone](https://github.com/sirmews/mcp-pinecone)** - MCP server for searching and uploading records to Pinecone. Allows for simple RAG features, leveraging Pinecone's Inference API. +- **[Pinner MCP](https://github.com/safedep/pinner-mcp)** - An MCP server for pinning GitHub Actions and container base images to their immutable SHA hashes to prevent supply chain attacks. +- **[Pixelle MCP](https://github.com/AIDC-AI/Pixelle-MCP)** - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface. +- **[Placid.app](https://github.com/felores/placid-mcp-server)** - Generate image and video creatives using Placid.app templates +- **[Plane](https://github.com/kelvin6365/plane-mcp-server)** - This MCP Server will help you to manage projects and issues through Plane's API +- **[Playwright](https://github.com/executeautomation/mcp-playwright)** - This MCP Server will help you run browser automation and webscraping using Playwright +- **[Playwright Wizard](https://github.com/oguzc/playwright-wizard-mcp)** - Step-by-step wizard for generating Playwright E2E tests with best practices. +- **[Podbean](https://github.com/amurshak/podbeanMCP)** - MCP server for managing your podcasts, episodes, and analytics through the Podbean API. Allows for updating, adding, deleting podcasts, querying show description, notes, analytics, and more. +- **[Polarsteps](https://github.com/remuzel/polarsteps-mcp)** - An MCP server to help you review your previous Trips and plan new ones! +- **[PostgreSQL](https://github.com/ahmedmustahid/postgres-mcp-server)** - A PostgreSQL MCP server offering dual HTTP/Stdio transports for database schema inspection and read-only query execution with session management and Podman(or Docker) support. +- **[Postman](https://github.com/shannonlal/mcp-postman)** - MCP server for running Postman Collections locally via Newman. Allows for simple execution of Postman Server and returns the results of whether the collection passed all the tests. +- **[Powerdrill](https://github.com/powerdrillai/powerdrill-mcp)** - Interact with Powerdrill datasets, authenticated with [Powerdrill](https://powerdrill.ai) User ID and Project API Key. +- **[predictive-maintenance-mcp](https://github.com/LGDiMaggio/predictive-maintenance-mcp)** - AI-powered predictive maintenance and fault diagnosis. Features vibration analysis, bearing diagnostics, ISO 20816-3. compliance, and ML anomaly detection for industrial machinery. +- **[Prefect](https://github.com/allen-munsch/mcp-prefect)** - MCP Server for workflow orchestration and ELT/ETL with Prefect Server, and Prefect Cloud [https://www.prefect.io/] using the `prefect` python client. +- **[Producer Pal](https://github.com/adamjmurray/producer-pal)** - MCP server for controlling Ableton Live, embedded in a Max for Live device for easy drag and drop installation. +- **[Productboard](https://github.com/kenjihikmatullah/productboard-mcp)** - Integrate the Productboard API into agentic workflows via MCP. +- **[Prometheus](https://github.com/pab1it0/prometheus-mcp-server)** - Query and analyze Prometheus - open-source monitoring system. +- **[Prometheus (Golang)](https://github.com/tjhop/prometheus-mcp-server/)** - A Prometheus MCP server with full API support for comprehensive management and deep interaction with Prometheus beyond basic query support. Written in go, it is a single binary install that is capable of STDIO, SSE, and HTTP transports for complex deployments. +- **[Prometheus (TypeScript)](https://github.com/yanmxa/prometheus-mcp-server)** - Enable AI assistants to query Prometheus using natural language with TypeScript implementation. +- **[PubChem](https://github.com/sssjiang/pubchem_mcp_server)** - extract drug information from pubchem API. +- **[PubMed](https://github.com/JackKuo666/PubMed-MCP-Server)** - Enable AI assistants to search, access, and analyze PubMed articles through a simple MCP interface. +- **[Pulumi](https://github.com/dogukanakkaya/pulumi-mcp-server)** - MCP Server to Interact with Pulumi API, creates and lists Stacks +- **[Puppeteer vision](https://github.com/djannot/puppeteer-vision-mcp)** - Use Puppeteer to browse a webpage and return a high quality Markdown. Use AI vision capabilities to handle cookies, captchas, and other interactive elements automatically. +- **[Pushover](https://github.com/ashiknesin/pushover-mcp)** - Send instant notifications to your devices using [Pushover.net](https://pushover.net/) +- **[py-mcp-qdrant-rag](https://github.com/amornpan/py-mcp-qdrant-rag)** (by amornpan) - A Model Context Protocol server implementation that provides RAG capabilities through Qdrant vector database integration, enabling AI agents to perform semantic search and document retrieval with local or cloud-based embedding generation support across Mac, Linux, and Windows platforms. +- **[pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python)** - Run Python code in a secure sandbox via MCP tool calls, powered by Deno and Pyodide +- **[Python CLI MCP](https://github.com/ofek/pycli-mcp)** - Interact with local Python command line applications. +- **[qa-use](https://github.com/desplega-ai/qa-use)** - Browser automation and QA testing capabilities. This server integrates with [desplega.ai](https://desplega.ai) to offer automated testing, session monitoring, batch test execution, and intelligent test guidance using the AAA framework. +- **[QGIS](https://github.com/jjsantos01/qgis_mcp)** - connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. +- **[Qiniu MCP Server](https://github.com/qiniu/qiniu-mcp-server)** - The Model Context Protocol (MCP) Server built on Qiniu Cloud products supports users in accessing Qiniu Cloud Storage, intelligent multimedia services, and more through this MCP Server within the context of AI large model clients. +- **[QuantConnect](https://github.com/taylorwilsdon/quantconnect-mcp)** - QuantConnect Algorithmic Trading Platform Orchestration MCP - Agentic LLM Driven Trading Strategy Design, Research & Implementation. +- **[Quarkus](https://github.com/quarkiverse/quarkus-mcp-servers)** - MCP servers for the Quarkus Java framework. +- **[QuickChart](https://github.com/GongRzhe/Quickchart-MCP-Server)** - A Model Context Protocol server for generating charts using QuickChart.io +- **[Qwen_Max](https://github.com/66julienmartin/MCP-server-Qwen_Max)** - A Model Context Protocol (MCP) server implementation for the Qwen models. +- **[RabbitMQ](https://github.com/kenliao94/mcp-server-rabbitmq)** - The MCP server that interacts with RabbitMQ to publish and consume messages. +- **[RAE](https://github.com/rae-api-com/rae-mcp)** - MPC Server to connect your preferred model with rae-api.com, Roya Academy of Spanish Dictionary +- **[RAG Local](https://github.com/renl/mcp-rag-local)** - This MCP server for storing and retrieving text passages locally based on their semantic meaning. +- **[RAG Web Browser](https://github.com/apify/mcp-server-rag-web-browser)** An MCP server for Apify's open-source RAG Web Browser [Actor](https://apify.com/apify/rag-web-browser) to perform web searches, scrape URLs, and return content in Markdown. +- **[Raindrop.io](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP). +- **[Random Number](https://github.com/zazencodes/random-number-mcp)** - Provides LLMs with essential random generation abilities, built entirely on Python's standard library. +- **[RCSB PDB](https://github.com/QuentinCody/rcsb-pdb-mcp-server)** - Unofficial MCP server for the Research Collaboratory for Structural Bioinformatics Protein Data Bank (RCSB PDB), providing access to 3D protein structures, experimental data, and structural bioinformatics information. +- **[Reaper](https://github.com/dschuler36/reaper-mcp-server)** - Interact with your [Reaper](https://www.reaper.fm/) (Digital Audio Workstation) projects. +- **[Redbee](https://github.com/Tamsi/redbee-mcp)** - Redbee MCP server that provides support for interacting with Redbee API. +- **[Redfish](https://github.com/nokia/mcp-redfish)** - Redfish MCP server that provides support for interacting with [DMTF Redfish API](https://www.dmtf.org/standards/redfish). +- **[Redis](https://github.com/GongRzhe/REDIS-MCP-Server)** - Redis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing. +- **[Redis](https://github.com/prajwalnayak7/mcp-server-redis)** MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate +- **[RedNote MCP](https://github.com/ifuryst/rednote-mcp)** - MCP server for accessing RedNote(XiaoHongShu, xhs) content +- **[Reed Jobs](https://github.com/kld3v/reed_jobs_mcp)** - Search and retrieve job listings from Reed.co.uk. +- **[Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer)** - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval. +- **[Replicate](https://github.com/deepfates/mcp-replicate)** - Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images. +- **[Resend](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/resend)** - Send email using Resend services +- **[Restream](https://github.com/shaktech786/restream-mcp-server)** - Model Context Protocol server for Restream API integration - manage multi-platform live streams, control channels, and access streaming analytics. +- **[Revit MCP](https://github.com/revit-mcp)** - A service implementing the MCP protocol for Autodesk Revit. +- **[Rijksmuseum](https://github.com/r-huijts/rijksmuseum-mcp)** - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections. +- **[Riot Games](https://github.com/jifrozen0110/mcp-riot)** - MCP server for League of Legends – fetch player info, ranks, champion stats, and match history via Riot API. +- **[Rohlik](https://github.com/tomaspavlin/rohlik-mcp)** - Shop groceries across the Rohlik Group platforms (Rohlik.cz, Knuspr.de, Gurkerl.at, Kifli.hu, Sezamo.ro) +- **[Rquest](https://github.com/xxxbrian/mcp-rquest)** - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures. +- **[Rust MCP Filesystem](https://github.com/rust-mcp-stack/rust-mcp-filesystem)** - Fast, asynchronous MCP server for efficient handling of various filesystem operations built with the power of Rust. +- **[SafetySearch](https://github.com/surabhya/SafetySearch)** - Real-time FDA food safety data: recalls, adverse events, analysis. +- **[Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce Data and Metadata +- **[Salesforce MCP (AiondaDotCom)](https://github.com/AiondaDotCom/mcp-salesforce)** - Universal Salesforce integration with OAuth authentication, smart learning system, comprehensive backup capabilities, and full CRUD operations for any Salesforce org including custom objects and fields. +- **[Salesforce MCP Server](https://github.com/tsmztech/mcp-server-salesforce)** - Comprehensive Salesforce integration with tools for querying records, executing Apex, managing fields/objects, and handling debug logs +- **[Scanova MCP Server](https://github.com/trycon/scanova-mcp)** - MCP server for creating and managing QR codes using the [Scanova](https://scanova.io) API. Provides tools for generating, managing, and downloading QR codes. +- **[SchemaCrawler](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage)** - Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean. +- **[SchemaFlow](https://github.com/CryptoRadi/schemaflow-mcp-server)** - Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. [SchemaFlow](https://schemaflow.dev) +- **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - An MCP server to search for scholarly and academic articles. +- **[scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling. +- **[Screeny](https://github.com/rohanrav/screeny)** - Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots +- **[ScriptFlow](https://github.com/yanmxa/scriptflow-mcp)** - Transform complex, repetitive AI interactions into persistent, executable scripts with comprehensive script management (add, edit, remove, list, search, execute) and multi-language support (Bash, Python, Node.js, TypeScript). +- **[SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng)** - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) +- **[SearXNG](https://github.com/erhwenkuo/mcp-searxng)** - An MCP server provide web searching via [SearXNG](https://docs.searxng.org) & retrieve url as makrdown. +- **[SearXNG Public](https://github.com/pwilkin/mcp-searxng-public)** - A Model Context Protocol Server for retrieving data from public [SearXNG](https://docs.searxng.org) instances, with fallback support +- **[SEC EDGAR](https://github.com/stefanoamorelli/sec-edgar-mcp)** - (by Stefano Amorelli) A community Model Context Protocol Server to access financial filings and data through the U.S. Securities and Exchange Commission ([SEC](https://www.sec.gov/)) `Electronic Data Gathering, Analysis, and Retrieval` ([EDGAR](https://www.sec.gov/submit-filings/about-edgar)) database +- **[SendGrid](https://github.com/recepyavuz0/sendgrid-mcp-server)** - An MCP server to integrate with SendGrid's API, enabling AI assistants (like Claude, ChatGPT, etc.) to send emails, manage templates, and track email statistics. +- **[SEO MCP](https://github.com/cnych/seo-mcp)** - A free SEO tool MCP (Model Control Protocol) service based on Ahrefs data. Includes features such as backlinks, keyword ideas, and more. by [claudemcp](https://www.claudemcp.com/servers/seo-mcp). +- **[Serper](https://github.com/garylab/serper-mcp-server)** - An MCP server that performs Google searches using [Serper](https://serper.dev). +- **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - An MCP server to interact with a ServiceNow instance +- **[ShaderToy](https://github.com/wilsonchenghy/ShaderToy-MCP)** - This MCP server lets LLMs to interact with the ShaderToy API, allowing LLMs to learn from compute shaders examples and enabling them to create complex GLSL shaders that they are previously not capable of. +- **[ShareSeer](https://github.com/shareseer/shareseer-mcp-server)** - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com) +- **[Shell](https://github.com/sonirico/mcp-shell)** - Give hands to AI. MCP server to run shell commands securely, auditably, and on demand +- **[Shodan MCP](https://github.com/Hexix23/shodan-mcp)** - MCP server to interact with [Shodan](https://www.shodan.io/) +- **[Shopify](https://github.com/GeLi2001/shopify-mcp)** - MCP to interact with Shopify API including order, product, customers and so on. +- **[Shopify Storefront](https://github.com/QuentinCody/shopify-storefront-mcp-server)** - Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API. +- **[Simple Loki MCP](https://github.com/ghrud92/simple-loki-mcp)** - A simple MCP server to query Loki logs using logcli. +- **[Siri Shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - MCP to interact with Siri Shortcuts on macOS. Exposes all Shortcuts as MCP tools. +- **[Skyvern](https://github.com/Skyvern-AI/skyvern/tree/main/integrations/mcp)** - MCP to let Claude / Windsurf / Cursor / your LLM control the browser +- **[Slack](https://github.com/korotovsky/slack-mcp-server)** - The most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏. +- **[Slack](https://github.com/zencoderai/slack-mcp-server)** - Slack MCP server which supports both stdio and Streamable HTTP transports. Extended from the original Anthropic's implementation which is now [archived](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack) +- **[Slidespeak](https://github.com/SlideSpeak/slidespeak-mcp)** - Create PowerPoint presentations using the [Slidespeak](https://slidespeak.com/) API. +- **[Smartlead](https://github.com/jean-technologies/smartlead-mcp-server-local)** - MCP to connect to Smartlead. Additional, tooling, functionality, and connection to workflow automation platforms also available. +- **[Snowflake](https://github.com/Snowflake-Labs/mcp)** - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported. +- **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations. +- **[Snowflake Cortex MCP Server](https://github.com/thisisbhanuj/Snowflake-Cortex-MCP-Server)** -This Snowflake MCP server provides tooling for Snowflake Cortex AI features, bringing these capabilities to the MCP ecosystem. When connected to an MCP Client (e.g. Claude for Desktop, fast-agent, Agentic Orchestration Framework), users can leverage these Cortex AI features. +- **[SoccerDataAPI](https://github.com/yeonupark/mcp-soccer-data)** - This MCP server provides real-time football match data based on the SoccerDataAPI. +- **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server)** - This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protocol actions and growing +- **[Solr MCP](https://github.com/mjochum64/mcp-solr-search)** - This MCP server offers a basic functionality to perform a search on Solr servers. +- **[Solver](https://github.com/szeider/mcp-solver)** - Solves constraint satisfaction and optimization problems . +- **[Solvitor](https://github.com/Adeptus-Innovatio/solvitor-mcp)** – Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed - source Solana smart contracts and decompile them. +- **[Source to Knowledge Base](https://github.com/vezlo/src-to-kb)** - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding. +- **[Sourcerer](https://github.com/st3v3nmw/sourcerer-mcp)** - MCP for semantic code search & navigation that reduces token waste. +- **[Specbridge](https://github.com/TBosak/specbridge)** - Easily turn your OpenAPI specs into MCP Tools. +- **[Splunk](https://github.com/jkosik/mcp-server-splunk)** - Golang MCP server for Splunk (lists saved searches, alerts, indexes, macros...). Supports SSE and STDIO. +- **[Spotify](https://github.com/varunneal/spotify-mcp)** - This MCP allows an LLM to play and use Spotify. +- **[Spring Initializr](https://github.com/hpalma/springinitializr-mcp)** - This MCP allows an LLM to create Spring Boot projects with custom configurations. Instead of manually visiting start.spring.io, you can now ask your AI assistant to generate projects with specific dependencies, Java versions, and project structures. +- **[Squad AI](https://github.com/the-basilisk-ai/squad-mcp)** – Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM. +- **[SSH](https://github.com/AiondaDotCom/mcp-ssh)** - Agent for managing and controlling SSH connections. +- **[SSH](https://github.com/classfang/ssh-mcp-server)** - An MCP server that can execute SSH commands remotely, upload files, download files, and so on. +- **[SSH MCP Server](https://github.com/sinjab/mcp_ssh)** - A production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage). +- **[sslmon](https://github.com/firesh/sslmon-mcp)** - Domain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain. +- **[STAC](https://github.com/Wayfinder-Foundry/stac-mcp)** - STAC catalog and item search MCP server for rapid geospatial data discovery. +- **[Standard Korean Dictionary](https://github.com/privetin/stdict)** - Search the dictionary using API +- **[Star Wars](https://github.com/johnpapa/mcp-starwars)** -MCP Server for the SWAPI Star Wars API. The main goal of the project is to show how an MCP server can be used to interact with APIs. +- **[Starknet MCP Server](https://github.com/mcpdotdirect/starknet-mcp-server)** - A comprehensive MCP server for interacting with the Starknet blockchain, providing tools for querying blockchain data, resolving StarknetIDs, and performing token transfers. +- **[Starling Bank](https://github.com/domdomegg/starling-bank-mcp)** - View and manage Starling Bank accounts and transactions through the Starling Bank API, including account balance checking and transaction history. +- **[Starwind UI](https://github.com/Boston343/starwind-ui-mcp/)** - This MCP provides relevant commands, documentation, and other information to allow LLMs to take full advantage of Starwind UI's open source Astro components. +- **[Stellar](https://github.com/syronlabs/stellar-mcp/)** - This MCP server enables LLMs to interact with the Stellar blockchain to create accounts, check address balances, analyze transactions, view transaction history, mint new assets, interact with smart contracts and much more. +- **[Stitch AI](https://github.com/StitchAI/stitch-ai-mcp/)** - Knowledge management system for AI agents with memory space creation and retrieval capabilities. +- **[Stockfish](https://github.com/sonirico/mcp-stockfish)** - MCP server connecting AI systems to Stockfish chess engine +- **[Storybook](https://github.com/stefanoamorelli/storybook-mcp-server)** (by Stefano Amorelli) - Interact with Storybook component libraries, enabling component discovery, story management, prop inspection, and visual testing across different viewports. +- **[Strava](https://github.com/r-huijts/strava-mcp)** - Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude. +- **[Strava API](https://github.com/tomekkorbak/strava-mcp-server)** - MCP server for Strava API to retrieve one's activities +- **[Stripe](https://github.com/atharvagupta2003/mcp-stripe)** - This MCP allows integration with Stripe for handling payments, customers, and refunds. +- **[Substack/Medium](https://github.com/jonathan-politzki/mcp-writer-substack)** - Connect Claude to your Substack/Medium writing, enabling semantic search and analysis of your published content. +- **[System Health](https://github.com/thanhtung0201/mcp-remote-system-health)** - The MCP (Multi-Channel Protocol) System Health Monitoring is a robust, real-time monitoring solution designed to provide comprehensive health metrics and alerts for remote Linux servers. +- **[SystemSage](https://github.com/Tarusharma1/SystemSage)** - A powerful, cross-platform system management and monitoring tool for Windows, Linux, and macOS. +- **[Talk To Figma](https://github.com/sonnylazuardi/cursor-talk-to-figma-mcp)** - This MCP server enables LLMs to interact with Figma, allowing them to read and modify designs programmatically. +- **[Talk To Figma via Claude](https://github.com/gaganmanku96/talk-with-figma-claude)** - TMCP server that provides seamless Figma integration specifically for Claude Desktop, enabling design creation, modification, and real-time collaboration through natural language commands. +- **[TAM MCP Server](https://github.com/gvaibhav/TAM-MCP-Server)** - Market research and business intelligence with TAM/SAM calculations and integration across 8 economic data sources: Alpha Vantage, BLS, Census Bureau, FRED, IMF, Nasdaq Data Link, OECD, and World Bank. +- **[Tasks](https://github.com/flesler/mcp-tasks)** - An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML) +- **[Tavily search](https://github.com/RamXX/mcp-tavily)** - An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions +- **[TcpSocketMCP](https://github.com/SpaceyKasey/TcpSocketMCP/)** - A Model Context Protocol (MCP) server that provides raw TCP socket access, enabling AI models to interact directly with network services using raw TCP Sockets. Supports multiple concurrent connections, buffering of response data and triggering automatic responses. +- **[TeamRetro](https://github.com/adepanges/teamretro-mcp-server)** - This MCP server allows LLMs to interact with TeamRetro, allowing LLMs to manage user, team, team member, retrospective, health check, action, agreement and fetch the reports. +- **[Telegram](https://github.com/chigwell/telegram-mcp)** - An MCP server that provides paginated chat reading, message retrieval, and message sending capabilities for Telegram through Telethon integration. +- **[Telegram-Client](https://github.com/chaindead/telegram-mcp)** - A Telegram API bridge that manages user data, dialogs, messages, drafts, read status, and more for seamless interactions. +- **[Telegram-mcp-server](https://github.com/DLHellMe/telegram-mcp-server)** - Access Telegram channels and groups directly in Claude. Features dual-mode operation with API access (100x faster) or web scraping, unlimited post retrieval, and search functionality. +- **[Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure +- **[Tempo](https://github.com/scottlepp/tempo-mcp-server)** - An MCP server to query traces/spans from [Grafana Tempo](https://github.com/grafana/tempo). +- **[Tensorboard Query](https://github.com/Alir3z4/tb-query)** - An MCP server for querying and analyzing TensorBoard event files. +- **[Teradata](https://github.com/arturborycki/mcp-teradata)** - his MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics +- **[Terminal-Control](https://github.com/GongRzhe/terminal-controller-mcp)** - An MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface. +- **[Terraform-Cloud](https://github.com/severity1/terraform-cloud-mcp)** - An MCP server that integrates AI assistants with the Terraform Cloud API, allowing you to manage your infrastructure through natural conversation. +- **[TFT-Match-Analyzer](https://github.com/GeLi2001/tft-mcp-server)** - MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match. +- **[Thales CDSP CAKM MCP Server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server)** - An MCP server for the Thales CipherTrust Data Security Platform (CDSP) Cloud Key Management (CAKM) connector. This MCP server supports Ms SQL and Oracle databases. +- **[Thales CDSP CRDP MCP Server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server)** - A Model Context Protocol (MCP) server that allows interacting with the CipherTrust RestFul Data Protection (CRDP) data protection service. +- **[Thales CipherTrust Manager MCP Server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server)** - MCP server for Thales CipherTrust Manager integration, enabling secure key management and cryptographic operations. +- **[thegraph-mcp](https://github.com/kukapay/thegraph-mcp)** - An MCP server that powers AI agents with indexed blockchain data from The Graph. +- **[TheHive MCP Server](https://github.com/redwaysecurity/the-hive-mcp-server)** - An MCP server for [TheHive](https://strangebee.com/thehive/) Security Incident Response Platform. +- **[Things3 MCP](https://github.com/urbanogardun/things3-mcp)** - Things3 task management integration for macOS with comprehensive TODO, project, and tag management. +- **[Think MCP](https://github.com/Rai220/think-mcp)** - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool). +- **[Think Node MCP](https://github.com/abhinav-mangla/think-tool-mcp)** - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool). (Works with Node) +- **[Ticket-Generator MCP](https://github.com/trycon/ticket-generator-mcp)** - A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the [Ticket Generator](https://ticket-generator.com/) APIs, enabling fetching active events lists, and generating tickets via 3 different modes. +- **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Search for events, venues, and attractions through the Ticketmaster Discovery API +- **[Ticketmaster MCP Server](https://github.com/mochow13/ticketmaster-mcp-server)** - A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticketmaster Discovery API, enabling searching events, venues, and attractions. +- **[TickTick](https://github.com/alexarevalo9/ticktick-mcp-server)** - A Model Context Protocol (MCP) server designed to integrate with the TickTick task management platform, enabling intelligent context-aware task operations and automation. +- **[Tideways](https://github.com/abuhamza/tideways-mcp-server)** - A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications. +- **[TigerGraph](https://github.com/custom-discoveries/TigerGraph_MCP)** - A community built MCP server that interacts with TigerGraph Graph Database. +- **[TikTok Ads](https://github.com/AdsMCP/tiktok-ads-mcp-server)** - An MCP server for interacting with TikTok advertising platforms for campaign management, performance analytics, audience targeting, creative management, and custom reporting. +- **[time-mcp-nuget](https://github.com/domdomegg/time-mcp-nuget)** - Get current UTC time in RFC 3339 format (.NET/NuGet implementation). +- **[time-mcp-pypi](https://github.com/domdomegg/time-mcp-pypi)** - Get current UTC time in RFC 3339 format (Python/PyPI implementation). +- **[tip.md](https://github.com/tipdotmd#-mcp-server-for-ai-assistants)** - An MCP server that enables AI assistants to interact with tip.md's crypto tipping functionality, allowing agents or supporters to tip registered developers directly from AI chat interfaces. +- **[TMD Earthquake](https://github.com/amornpan/tmd-earthquake-server-1.0)** - 🌍 Real-time earthquake monitoring from Thai Meteorological Department. Features magnitude filtering, location-based search (Thai/English), today's events tracking, dangerous earthquake alerts, and comprehensive statistics. Covers regional and global seismic activities. +- **[TMDB](https://github.com/Laksh-star/mcp-server-tmdb)** - This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations. +- **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Interact with Todoist to manage your tasks. +- **[Todos](https://github.com/tomelliot/todos-mcp)** - A practical todo list manager to use with your favourite chatbot. +- **[token-minter-mcp](https://github.com/kukapay/token-minter-mcp)** - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. +- **[token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp)** - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. +- **[Ton Blockchain MCP](https://github.com/devonmojito/ton-blockchain-mcp)** - An MCP server for interacting with Ton Blockchain. +- **[Topolograph MCP](https://github.com/Vadims06/topolograph-mcp-server)** – A MCP server that enables LLMs to interact with OSPF and IS - IS protocols and analyze network topologies, query network events, and perform path calculations for OSPF and IS-IS protocols. +- **[TouchDesigner](https://github.com/8beeeaaat/touchdesigner-mcp)** - An MCP server for TouchDesigner, enabling interaction with TouchDesigner projects, nodes, and parameters. +- **[Transcribe](https://github.com/transcribe-app/mcp-transcribe)** - An MCP server provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file. +- **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations. +- **[Trello MCP Server](https://github.com/lioarce01/trello-mcp-server)** - An MCP server that interact with user Trello boards, modifying them with prompting. +- **[Trino](https://github.com/tuannvm/mcp-trino)** - A high-performance Model Context Protocol (MCP) server for Trino implemented in Go. +- **[Tripadvisor](https://github.com/pab1it0/tripadvisor-mcp)** - An MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces +- **[Triplyfy MCP](https://github.com/helpful-AIs/triplyfy-mcp)** - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights. +- **[TrueNAS Core MCP](https://github.com/vespo92/TrueNasCoreMCP)** - An MCP server for interacting with TrueNAS Core. +- **[TuriX Computer Automation MCP](https://github.com/TurixAI/TuriX-CUA/tree/mac_mcp)** - MCP server for helping automation control your computer complete your pre-setting task. +- **[Tyk API Management](https://github.com/TykTechnologies/tyk-dashboard-mcp)** - Chat with all of your organization's managed APIs and perform other API lifecycle operations, managing tokens, users, analytics, and more. +- **[Typesense](https://github.com/suhail-ak-s/mcp-typesense-server)** - A Model Context Protocol (MCP) server implementation that provides AI models with access to Typesense search capabilities. This server enables LLMs to discover, search, and analyze data stored in Typesense collections. +- **[UniFi Dream Machine](https://github.com/sabler/mcp-unifi)** An MCP server that gets your network telemetry from the UniFi Site Manager and your local UniFi router. +- **[UniProt](https://github.com/QuentinCody/uniprot-mcp-server)** - Unofficial MCP server for UniProt, providing access to protein sequence data, functional annotations, taxonomic information, and cross-references for proteomics and bioinformatics research. +- **[uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp)** - An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks. +- **[uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp)** -An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains. +- **[Unity Catalog](https://github.com/ognis1205/mcp-server-unitycatalog)** - An MCP server that enables LLMs to interact with Unity Catalog AI, supporting CRUD operations on Unity Catalog Functions and executing them as MCP tools. +- **[Unity Integration (Advanced)](https://github.com/quazaai/UnityMCPIntegration)** - Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation. +- **[Unity MCP (AI Game Developer)](https://github.com/IvanMurzak/Unity-MCP)** - `Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime. +- **[Unity3d Game Engine](https://github.com/CoderGamester/mcp-unity)** - An MCP server that enables LLMs to interact with Unity3d Game Engine, supporting access to a variety of the Unit's Editor engine tools (e.g. Console Logs, Test Runner logs, Editor functions, hierarchy state, etc) and executing them as MCP tools or gather them as resources. +- **[Universal MCP Servers](https://github.com/universal-mcp)** - A collection of MCP servers created using the [AgentR Universal MCP SDK](https://github.com/universal-mcp/universal-mcp). +- **[Unleash Integration (Feature Toggle)](https://github.com/cuongtl1992/unleash-mcp)** - A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system +- **[Upbit MCP Server](https://github.com/solangii/upbit-mcp-server)** – An MCP server that enables real - time access to cryptocurrency prices, market summaries, and asset listings from the Upbit exchange. +- **[USA Spending MCP Server](https://github.com/thsmale/usaspending-mcp-server)** – This leverages the official source of government spending data [USASPENDING.gov](https://www.usaspending.gov/). Which enables one to track government spending over time, search government spending by agency, explore government spending to communities, and much more. +- **[use_aws_mcp](https://github.com/runjivu/use_aws_mcp)** - amazon-q-cli's use_aws tool extracted into independent mcp, for general aws api usage. +- **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. +- **[Useless Toolkit](https://uselesstoolkit.com/apis/mcp-servers)** - MCP-ready server endpoints for utility APIs, including Password Generator, IP2Geo etc., are provided by UselessToolkit.com, allowing seamless integration with AI agents via secure RapidAPI connections. +- **[USPTO](https://github.com/riemannzeta/patent_mcp_server)** - MCP server for accessing United States Patent & Trademark Office data through its Open Data Protocol (ODP) API. +- **[Vectara](https://github.com/vectara/vectara-mcp)** - Query Vectara's trusted RAG-as-a-service platform. +- **[Vega-Lite](https://github.com/isaacwasserman/mcp-vegalite-server)** - Generate visualizations from fetched data using the VegaLite format and renderer. +- **[Vertica](https://github.com/nolleh/mcp-vertica)** - Vertica database integration in Python with configurable access controls and schema inspection +- **[Vibe Check](https://github.com/PV-Bhat/vibe-check-mcp-server)** - An MCP server leveraging an external oversight layer to "vibe check" agents, and also self-improve accuracy & user alignment over time. Prevents scope creep, code bloat, misalignment, misinterpretation, tunnel vision, and overcomplication. +- **[Video Editor](https://github.com/burningion/video-editing-mcp)** - A Model Context Protocol Server to add, edit, and search videos with [Video Jungle](https://www.video-jungle.com/). +- **[Video Still Capture](https://github.com/13rac1/videocapture-mcp)** - 📷 Capture video stills from an OpenCV-compatible webcam or other video source. +- **[Virtual location (Google Street View,etc.)](https://github.com/mfukushim/map-traveler-mcp)** - Integrates Google Map, Google Street View, PixAI, Stability.ai, ComfyUI API and Bluesky to provide a virtual location simulation in LLM (written in Effect.ts) +- **[VMware Fusion](https://github.com/yeahdongcn/vmware-fusion-mcp-server)** - Manage VMware Fusion virtual machines via the Fusion REST API. +- **[Voice Status Report](https://github.com/tomekkorbak/voice-status-report-mcp-server)** - An MCP server that provides voice status updates using OpenAI's text-to-speech API, to be used with Cursor or Claude Code. +- **[VoiceMode](https://github.com/mbailey/voicemode)** - Enable voice conversations with Claude using any OpenAI-compatible STT/TTS service [getvoicemode.com](https://getvoicemode.com/) +- **[VolcEngine TOS](https://github.com/dinghuazhou/sample-mcp-server-tos)** - A sample MCP server for VolcEngine TOS that flexibly get objects from TOS. +- **[Voyp](https://github.com/paulotaylor/voyp-mcp)** - VOYP MCP server for making calls using Artificial Intelligence. +- **[vscode-ai-model-detector](https://github.com/thisis-romar/vscode-ai-model-detector)** - Real-time AI model detection for VS Code Copilot with 100% accuracy. Enables proper git attribution by identifying active models (Claude, GPT, Gemini) via Chat Participant API. +- **[vulnicheck](https://github.com/andrasfe/vulnicheck)** - Real-time Python package vulnerability scanner that checks dependencies against OSV and NVD databases, providing comprehensive security analysis with CVE details, lock file support, and actionable upgrade recommendations. +- **[Wanaku MCP Router](https://github.com/wanaku-ai/wanaku/)** - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents. +- **[weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server)** - Get real-time weather data for any location using weatherapi. +- **[Web Search MCP](https://github.com/mrkrsl/web-search-mcp)** - A server that provides full web search, summaries and page extration for use with Local LLMs. +- **[Webex](https://github.com/Kashyap-AI-ML-Solutions/webex-messaging-mcp-server)** - A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities. +- **[Webflow](https://github.com/kapilduraphe/webflow-mcp-server)** - Interact with the Webflow APIs +- **[webhook-mcp](https://github.com/noobnooc/webhook-mcp)** (by Nooc) - A Model Context Protocol (MCP) server that sends webhook notifications when called. +- **[Wekan](https://github.com/namar0x0309/wekan-mcp)** - Unofficial MCP server for Wekan, providing all rest api functionality to add, edit, delete tasks and boards. +- **[whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp)** - A mcp server for tracking cryptocurrency whale transactions. +- **[WhatsApp MCP Server](https://github.com/lharries/whatsapp-mcp)** - MCP server for your personal WhatsApp handling individuals, groups, searching and sending. +- **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD. +- **[Withings](https://github.com/akutishevsky/withings-mcp)** - Access and analyze Withings health data including sleep analysis, body measurements, workouts, ECG recordings, and fitness goals through natural conversation. +- **[Wikidata MCP](https://github.com/zzaebok/mcp-wikidata)** - Wikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query. +- **[Wikidata SPARQL](https://github.com/QuentinCody/wikidata-sparql-mcp-server)** - Unofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis. +- **[Wikifunctions](https://github.com/Fredibau/wikifunctions-mcp-fredibau)** - Allowing AI models to discover and execute functions from the WikiFunctions library. +- **[Wikipedia MCP](https://github.com/Rudra-ravi/wikipedia-mcp)** - Access and search Wikipedia articles via MCP for AI-powered information retrieval. +- **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...). +- **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells. +- **[Windsor](https://github.com/windsor-ai/windsor_mcp)** - Windsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting. +- **[Wordle MCP](https://github.com/cr2007/mcp-wordle-python)** - MCP Server that gets the Wordle Solution for a particular date. +- **[WordPress MCP](https://github.com/Automattic/wordpress-mcp)** - Make your WordPress site into a simple MCP server, exposing functionality to LLMs and AI agents. +- **[WordPress MCP Adapter](https://github.com/WordPress/mcp-adapter)** - An MCP adapter that bridges the Abilities API to the Model Context Protocol, enabling MCP clients to discover and invoke WordPress plugin, theme, and core abilities programmatically. +- **[Workflowy](https://github.com/danield137/mcp-workflowy)** - A server that interacts with [workflowy](https://workflowy.com/). +- **[World Bank data API](https://github.com/anshumax/world_bank_mcp_server)** - A server that fetches data indicators available with the World Bank as part of their data API +- **[Wren Engine](https://github.com/Canner/wren-engine)** - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents +- **[X (Twitter)](https://github.com/EnesCinr/twitter-mcp)** (by EnesCinr) - Interact with twitter API. Post tweets and search for tweets by query. +- **[X (Twitter)](https://github.com/vidhupv/x-mcp)** (by vidhupv) - Create, manage and publish X/Twitter posts directly through Claude chat. +- **[Xcode](https://github.com/r-huijts/xcode-mcp-server)** - MCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks. +- **[Xcode-mcp-server](https://github.com/drewster99/xcode-mcp-server)** (by drewster99) - Best Xcode integration - ClaudeCode and Cursor can build your project *with* Xcode and see the same errors you do. Fast easy setup. +- **[xcodebuild](https://github.com/ShenghaiWang/xcodebuild)** - 🍎 Build iOS Xcode workspace/project and feed back errors to llm. +- **[Xero-mcp-server](https://github.com/john-zhang-dev/xero-mcp)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations. +- **[Xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations. +- **[XiYan](https://github.com/XGenerationLab/xiyan_mcp_server)** - 🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. +- **[XMind](https://github.com/apeyroux/mcp-xmind)** - Read and search through your XMind directory containing XMind files. +- **[Yahoo Finance](https://github.com/AgentX-ai/yahoo-finance-server)** - 📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported. +- **[YetiBrowser MCP](https://github.com/yetidevworks/yetibrowser-mcp)** - A fully open-source implementation of the Browser MCP workflow with standout features such as optimized screenshots, dom diffs, console access, multi-websocket support + more. +- **[yfinance](https://github.com/Adity-star/mcp-yfinance-server)** -💹The MCP YFinance Stock Server provides real-time and historical stock data in a standard format, powering dashboards, AI agents,and research tools with seamless financial insights. +- **[YNAB](https://github.com/ChuckBryan/ynabmcpserver)** - A Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data. +- **[YouTrack](https://github.com/tonyzorin/youtrack-mcp)** - A Model Context Protocol (MCP) server implementation for JetBrains YouTrack, allowing AI assistants to interact with YouTrack issue tracking system. +- **[YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube)** - Extract Youtube video information (with proxies support). +- **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics. +- **[YouTube DLP](https://github.com/AgentX-ai/youtube-dlp-server)** - Retrieve video information, subtitles, and top comments with proxies. +- **[YouTube MCP](https://github.com/aardeshir/youtube-mcp)** - Create playlists from song lists with OAuth2. Search videos, manage playlists, let AI curate your YouTube collections. +- **[Youtube Uploader MCP](https://github.com/anwerj/youtube-uploader-mcp)** - AI‑powered YouTube uploader—no CLI, no YouTube Studio. +- **[YouTube Video Summarizer](https://github.com/nabid-pf/youtube-video-summarizer-mcp)** - Summarize lengthy youtube videos. +- **[yutu](https://github.com/eat-pray-ai/yutu)** - A fully functional MCP server and CLI for YouTube to automate YouTube operation. +- **[ZapCap](https://github.com/bogdan01m/zapcap-mcp-server)** - MCP server for ZapCap API providing video caption and B-roll generation via natural language +- **[Zettelkasten](https://github.com/joshylchen/zettelkasten)**- Comprehensive AI-powered knowledge management system implementing the Zettelkasten method. Features atomic note creation, full-text search, AI-powered CEQRC workflows (Capture→Explain→Question→Refine→Connect), intelligent link discovery, and multi-interface access (CLI, API, Web UI, MCP). Perfect for researchers, students, and knowledge workers. +- **[ZincBind](https://github.com/QuentinCody/zincbind-mcp-server)** - Unofficial MCP server for ZincBind, providing access to a comprehensive database of zinc binding sites in proteins, structural coordination data, and metalloproteomics research information. +- **[Zoom](https://github.com/Prathamesh0901/zoom-mcp-server/tree/main)** - Create, update, read and delete your zoom meetings. +## 📚 Frameworks + +These are high-level frameworks that make it easier to build MCP servers or clients. + +### For servers + +* **[Anubis MCP](https://github.com/zoedsoupe/anubis-mcp)** (Elixir) - A high-performance and high-level Model Context Protocol (MCP) implementation in Elixir. Think like "Live View" for MCP. +* **[ModelFetch](https://github.com/phuctm97/modelfetch/)** (TypeScript) - Runtime-agnostic SDK to create and deploy MCP servers anywhere TypeScript/JavaScript runs +* **[EasyMCP](https://github.com/zcaceres/easy-mcp/)** (TypeScript) +* **[FastAPI to MCP auto generator](https://github.com/tadata-org/fastapi_mcp)** – A zero-configuration tool for automatically exposing FastAPI endpoints as MCP tools by **[Tadata](https://tadata.com/)** +* **[FastMCP](https://github.com/punkpeye/fastmcp)** (TypeScript) +* **[Foobara MCP Connector](https://github.com/foobara/mcp-connector)** - Easily expose Foobara commands written in Ruby as tools via MCP +* **[Foxy Contexts](https://github.com/strowk/foxy-contexts)** – A library to build MCP servers in Golang by **[strowk](https://github.com/strowk)** +* **[Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers)** - A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins. +* **[MCP Declarative Java SDK](https://github.com/codeboyzhou/mcp-declarative-java-sdk)** Annotation-driven MCP servers development with Java, no Spring Framework Required, minimize dependencies as much as possible. +* **[MCP-Framework](https://mcp-framework.com)** Build MCP servers with elegance and speed in TypeScript. Comes with a CLI to create your project with `mcp create app`. Get started with your first server in under 5 minutes by **[Alex Andru](https://github.com/QuantGeekDev)** +* **[MCP Plexus](https://github.com/Super-I-Tech/mcp_plexus)**: A secure, **multi-tenant** and Multi-user MCP python server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications. +* **[mcp_sse (Elixir)](https://github.com/kEND/mcp_sse)** An SSE implementation in Elixir for rapidly creating MCP servers. +* **[mxcp](https://github.com/raw-labs/mxcp)** (Python) - Open-source framework for building enterprise-grade MCP servers using just YAML, SQL, and Python, with built-in auth, monitoring, ETL and policy enforcement. +* **[Next.js MCP Server Template](https://github.com/vercel-labs/mcp-for-next.js)** (Typescript) - A starter Next.js project that uses the MCP Adapter to allow MCP clients to connect and access resources. +* **[PayMCP](https://github.com/blustAI/paymcp)** (Python & TypeScript) - Lightweight payments layer for MCP servers: turn tools into paid endpoints with a two-line decorator. [PyPI](https://pypi.org/project/paymcp/) · [npm](https://www.npmjs.com/package/paymcp) · [TS repo](https://github.com/blustAI/paymcp-ts) +* **[Perl SDK](https://github.com/mojolicious/mojo-mcp)** - An SDK for building MCP servers and clients with the Perl programming language. +* **[Quarkus MCP Server SDK](https://github.com/quarkiverse/quarkus-mcp-server)** (Java) +- **[R mcptools](https://github.com/posit-dev/mcptools)** - An R SDK for creating R-based MCP servers and retrieving functionality from third-party MCP servers as R functions. +* **[SAP ABAP MCP Server SDK](https://github.com/abap-ai/mcp)** - Build SAP ABAP based MCP servers. ABAP 7.52 based with 7.02 downport; runs on R/3 & S/4HANA on-premises, currently not cloud-ready. +* **[Spring AI MCP Server](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-server-boot-starter-docs.html)** - Provides auto-configuration for setting up an MCP server in Spring Boot applications. +* **[Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure +* **[AgentR Universal MCP SDK](https://github.com/universal-mcp/universal-mcp)** - A python SDK to build MCP Servers with inbuilt credential management by **[Agentr](https://agentr.dev/home)** +* **[Vercel MCP Adapter](https://github.com/vercel/mcp-adapter)** (TypeScript) - A simple package to start serving an MCP server on most major JS meta-frameworks including Next, Nuxt, Svelte, and more. +* **[PHP MCP Server](https://github.com/php-mcp/server)** (PHP) - Core PHP implementation for the Model Context Protocol (MCP) server + +### For clients + +* **[codemirror-mcp](https://github.com/marimo-team/codemirror-mcp)** - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands +* **[llm-analysis-assistant](https://github.com/xuzexin-hz/llm-analysis-assistant)** Langfuse Logo - A very streamlined mcp client that supports calling and monitoring stdio/sse/streamableHttp, and can also view request responses through the /logs page. It also supports monitoring and simulation of ollama/openai interface. +* **[MCP-Agent](https://github.com/lastmile-ai/mcp-agent)** - A simple, composable framework to build agents using Model Context Protocol by **[LastMile AI](https://www.lastmileai.dev)** +* **[Spring AI MCP Client](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-client-boot-starter-docs.html)** - Provides auto-configuration for MCP client functionality in Spring Boot applications. +* **[MCP CLI Client](https://github.com/vincent-pli/mcp-cli-host)** - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP). +* **[OpenMCP Client](https://github.com/LSTM-Kirigaya/openmcp-client/)** - An all-in-one vscode/trae/cursor plugin for MCP server debugging. [Document](https://kirigaya.cn/openmcp/) & [OpenMCP SDK](https://kirigaya.cn/openmcp/sdk-tutorial/). +* **[PHP MCP Client](https://github.com/php-mcp/client)** - Core PHP implementation for the Model Context Protocol (MCP) Client +* **[Runbear](https://runbear.io/solutions/integrations/slack/mcp)** - No-code MCP client for team chat platforms, such as Slack, Microsoft Teams, and Discord. + +## 📚 Resources + +Additional resources on MCP. + +- **[A2A-MCP Java Bridge](https://github.com/vishalmysore/a2ajava)** - A2AJava brings powerful A2A-MCP integration directly into your Java applications. It enables developers to annotate standard Java methods and instantly expose them as MCP Server, A2A-discoverable actions — with no boilerplate or service registration overhead. +- **[AiMCP](https://www.aimcp.info)** - A collection of MCP clients&servers to find the right mcp tools by **[Hekmon](https://github.com/hekmon8)** +- **[Awesome Crypto MCP Servers by badkk](https://github.com/badkk/awesome-crypto-mcp-servers)** - A curated list of MCP servers by **[Luke Fan](https://github.com/badkk)** +- **[Awesome MCP Servers by appcypher](https://github.com/appcypher/awesome-mcp-servers)** - A curated list of MCP servers by **[Stephen Akinyemi](https://github.com/appcypher)** +- **[Awesome MCP Servers by punkpeye](https://github.com/punkpeye/awesome-mcp-servers)** (**[website](https://glama.ai/mcp/servers)**) - A curated list of MCP servers by **[Frank Fiegel](https://github.com/punkpeye)** +- **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** (**[website](https://mcpservers.org)**) - A curated list of MCP servers by **[wong2](https://github.com/wong2)** +- **[Awesome Remote MCP Servers by JAW9C](https://github.com/jaw9c/awesome-remote-mcp-servers)** - A curated list of **remote** MCP servers, including their authentication support by **[JAW9C](https://github.com/jaw9c)** +- **[Discord Server](https://glama.ai/mcp/discord)** – A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** +- **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** – Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)** +- **[Install This MCP](https://installthismcp.com)** - Reduce Installation Friction with beautiful installation guides +- Klavis Logo **[Klavis AI](https://www.klavis.ai)** - Open Source MCP Infra. Hosted MCP servers and MCP clients on Slack and Discord. +- **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** – Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)** +- MCPProxy Logo **[MCPProxy](https://github.com/smart-mcp-proxy/mcpproxy-go)** - Open-source local app that enables access to multiple MCP servers and thousands of tools with intelligent discovery via MCP protocol, runs servers in isolated environments, and features automatic quarantine protection against malicious tools. +- **[MCPRepository.com](https://mcprepository.com/)** - A repository that indexes and organizes all MCP servers for easy discovery. +- **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)** +- **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and macOS. +- **[mcp-get](https://mcp-get.com)** - Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)** +- **[mcp-guardian](https://github.com/eqtylab/mcp-guardian)** - GUI application + tools for proxying / managing control of MCP servers by **[EQTY Lab](https://eqtylab.io)** +- **[MCP Linker](https://github.com/milisp/mcp-linker)** - A cross-platform Tauri GUI tool for one-click setup and management of MCP servers, supporting Claude Desktop, Cursor, Windsurf, VS Code, Cline, and Neovim. +- **[mcp-manager](https://github.com/zueai/mcp-manager)** - Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)** +- **[MCP Marketplace Web Plugin](https://github.com/AI-Agent-Hub/mcp-marketplace)** MCP Marketplace is a small Web UX plugin to integrate with AI applications, Support various MCP Server API Endpoint (e.g pulsemcp.com/deepnlp.org and more). Allowing user to browse, paginate and select various MCP servers by different categories. [Pypi](https://pypi.org/project/mcp-marketplace) | [Maintainer](https://github.com/AI-Agent-Hub) | [Website](http://www.deepnlp.org/store/ai-agent/mcp-server) +- **[mcp.natoma.ai](https://mcp.natoma.ai)** – A Hosted MCP Platform to discover, install, manage and deploy MCP servers by **[Natoma Labs](https://www.natoma.ai)** +- **[mcp.run](https://mcp.run)** - A hosted registry and control plane to install & run secure + portable MCP Servers. +- **[MCPHub](https://www.mcphub.com)** - Website to list high quality MCP servers and reviews by real users. Also provide online chatbot for popular LLM models with MCP server support. +- **[MCP Router](https://mcp-router.net)** – Free Windows and macOS app that simplifies MCP management while providing seamless app authentication and powerful log visualization by **[MCP Router](https://github.com/mcp-router/mcp-router)** +- **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)** +- **[MCPServers.com](https://mcpservers.com)** - A growing directory of high-quality MCP servers with clear setup guides for a variety of MCP clients. Built by the team behind the **[Highlight MCP client](https://highlightai.com/)** +- **[MCP Servers Rating and User Reviews](http://www.deepnlp.org/store/ai-agent/mcp-server)** - Website to rate MCP servers, write authentic user reviews, and [search engine for agent & mcp](http://www.deepnlp.org/search/agent) +- **[MCP Sky](https://bsky.app/profile/brianell.in/feed/mcp)** - Bluesky feed for MCP related news and discussion by **[@brianell.in](https://bsky.app/profile/brianell.in)** +- **[MCP X Community](https://x.com/i/communities/1861891349609603310)** – A X community for MCP by **[Xiaoyi](https://x.com/chxy)** +- **[MCPHub](https://github.com/Jeamee/MCPHub-Desktop)** – An Open Source macOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **[Jeamee](https://github.com/jeamee)** +- **[mcpm](https://github.com/pathintegral-institute/mcpm.sh)** ([website](https://mcpm.sh)) - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by **[Pathintegral](https://github.com/pathintegral-institute)** +- **[MCPVerse](https://mcpverse.dev)** - A portal for creating & hosting authenticated MCP servers and connecting to them securely. +- **[MCP Servers Search](https://github.com/atonomus/mcp-servers-search)** - An MCP server that provides tools for querying and discovering available MCP servers from this list. +- **[Search MCP Server](https://github.com/krzysztofkucmierz/search-mcp-server)** - Recommends the most relevant MCP servers based on the client's query by searching this README file. +- **[MCPWatch](https://github.com/kapilduraphe/mcp-watch)** - A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP server implementations. +- mkinf Logo **[mkinf](https://mkinf.io)** - An Open Source registry of hosted MCP Servers to accelerate AI agent workflows. +- **[Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory)** - A curated list of MCP servers by **[mcpso](https://mcp.so)** +- OpenTools Logo **[OpenTools](https://opentools.com)** - An open registry for finding, installing, and building with MCP servers by **[opentoolsteam](https://github.com/opentoolsteam)** +- **[Programmatic MCP Prototype](https://github.com/domdomegg/programmatic-mcp-prototype)** - Experimental agent prototype demonstrating programmatic MCP tool composition, progressive tool discovery, state persistence, and skill building through TypeScript code execution by **[Adam Jones](https://github.com/domdomegg)** +- **[PulseMCP](https://www.pulsemcp.com)** ([API](https://www.pulsemcp.com/api)) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by **[Tadas Antanavicius](https://github.com/tadasant)**, **[Mike Coughlin](https://github.com/macoughl)**, and **[Ravina Patel](https://github.com/ravinahp)** +- **[r/mcp](https://www.reddit.com/r/mcp)** – A Reddit community dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** +- **[r/modelcontextprotocol](https://www.reddit.com/r/modelcontextprotocol)** – A Model Context Protocol community Reddit page - discuss ideas, get answers to your questions, network with like-minded people, and showcase your projects! by **[Alex Andru](https://github.com/QuantGeekDev)** +- **[MCP.ing](https://mcp.ing/)** - A list of MCP services for discovering MCP servers in the community and providing a convenient search function for MCP services by **[iiiusky](https://github.com/iiiusky)** +- **[MCP Hunt](https://mcp-hunt.com)** - Realtime platform for discovering trending MCP servers with momentum tracking, upvoting, and community discussions - like Product Hunt meets Reddit for MCP +- **[Smithery](https://smithery.ai/)** - A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)** +- **[Toolbase](https://gettoolbase.ai)** - Desktop application that manages tools and MCP servers with just a few clicks - no coding required by **[gching](https://github.com/gching)** +- **[ToolHive](https://github.com/StacklokLabs/toolhive)** - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **[StacklokLabs](https://github.com/StacklokLabs)** +- **[NetMind](https://www.netmind.ai/AIServices)** - Access powerful AI services via simple APIs or MCP servers to supercharge your productivity. +- **[Webrix MCP Gateway](https://github.com/webrix-ai/secure-mcp-gateway)** - Enterprise MCP gateway with SSO, RBAC, audit trails, and token vaults for secure, centralized AI agent access control. Deploy via Helm charts on-premise or in your cloud. [webrix.ai](https://webrix.ai) + + + ## 🚀 Getting Started ### Using MCP Servers in this Repository @@ -90,19 +1598,6 @@ However, running a server on its own isn't very useful, and should instead be co } ``` -On Windows, wrap `npx` with `cmd /c`: - -```json -{ - "mcpServers": { - "memory": { - "command": "cmd", - "args": ["/c", "npx", "-y", "@modelcontextprotocol/server-memory"] - } - } -} -``` - Additional examples of using the Claude Desktop as an MCP client might look like: ```json @@ -131,31 +1626,21 @@ Additional examples of using the Claude Desktop as an MCP client might look like } ``` -On Windows, apply the same wrapper to each `npx`-based entry above by changing `"command"` to `"cmd"` and prepending `"/c", "npx"` to the existing `args`. Leave `uvx` entries unchanged. - ## 🛠️ Creating Your Own Server Interested in creating your own MCP server? Visit the official documentation at [modelcontextprotocol.io](https://modelcontextprotocol.io/introduction) for comprehensive guides, best practices, and technical details on implementing MCP servers. -## 📚 Learn More - -See [ADDITIONAL.md](ADDITIONAL.md) for a curated list of frameworks and resources that simplify building MCP servers and clients. - ## 🤝 Contributing See [CONTRIBUTING.md](CONTRIBUTING.md) for information about contributing to this repository. -## 📦 Releasing - -See [RELEASING.md](RELEASING.md) for how packages are published (OIDC trusted publishing from CI — no registry tokens) and how to retry a failed publish. - ## 🔒 Security See [SECURITY.md](SECURITY.md) for reporting security vulnerabilities. ## 📜 License -This project is licensed under the Apache License, Version 2.0 for new contributions, with existing code under MIT - see the [LICENSE](LICENSE) file for details. +This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. ## 💬 Community diff --git a/RELEASING.md b/RELEASING.md deleted file mode 100644 index fc7056c..0000000 --- a/RELEASING.md +++ /dev/null @@ -1,49 +0,0 @@ -# Releasing - -How the packages in this repository are published, and what to do when a publish fails. - -## How publishing works - -All packages publish exclusively from the [`release.yml`](.github/workflows/release.yml) GitHub Actions workflow, gated by the `release` environment (a required reviewer must approve each deployment). Releases are triggered deliberately by a maintainer via **workflow_dispatch** (Actions → Release → Run workflow, or `gh workflow run release.yml`) — there is no scheduled/automatic release. - -**Authentication is OIDC trusted publishing on both registries — there are no registry tokens.** - -- **npm** (TypeScript servers): each `@modelcontextprotocol/*` package is registered on npmjs.com with a [trusted publisher](https://docs.npmjs.com/trusted-publishers) bound to this repository, workflow filename `release.yml`, and environment `release` (the binding is case-sensitive). Packages publish with [provenance attestations](https://docs.npmjs.com/generating-provenance-statements). -- **PyPI** (Python servers): published via [PyPI trusted publishing](https://docs.pypi.org/trusted-publishers/) using `pypa/gh-action-pypi-publish`. - -A release run: - -1. **Detects changed packages** since the last release tag — a package counts as changed if any `.py`, `.ts`, or `.md` file in its directory changed (READMEs ship inside the published artifacts). -2. **Stamps versions and pushes the release tag** — versions are date-based (CalVer, e.g. `2026.7.4`). -3. **Publishes each changed package as an independent matrix job** (`fail-fast: false` — one package's failure never blocks another). Each job: checkout at the release tag → install → double-publish guard → **run the package's tests** (plus `pyright` for Python) → build → publish. The guard differs by registry: the npm job aborts before tests if the version already exists; for PyPI the skip happens at the publish step itself (`skip-existing` on the upload action). -4. **Creates the GitHub release** with generated notes. - -## When a publish fails - -A failed matrix leg means that one package didn't publish; everything that succeeded stays published. - -**Preferred: re-run the failed jobs on the same run.** - -```bash -gh run rerun --failed --repo modelcontextprotocol/servers -``` - -- A re-run is still a `release.yml` run in the `release` environment, so it satisfies the trusted-publisher binding. -- It re-runs only the failed legs, checked out at the original release tag — it publishes exactly the tagged code, and the double-publish guard keeps already-published packages safe. -- It needs a fresh `release` environment approval, and the run must be complete first (approve or reject any pending deployments). -- GitHub's re-run window is ~30 days from the original run, and re-runs execute the *original* workflow snapshot — workflow fixes on `main` don't apply to a re-run. - -**Otherwise: let the next release pick it up.** If the re-run window has closed (or the fix required a workflow change), the failed version simply never exists on that registry — that's benign; npm and PyPI version histories don't need to match. The package publishes at the next version, provided it has a qualifying change (`.py`, `.ts`, or `.md`) since the last release tag. - -**Never:** - -- Publish manually with an npm token or from a laptop — there are no registry tokens, and manual publishes would break the provenance/trust chain. -- Dispatch a fresh `release.yml` run expecting it to retry a failed version — versions are date-granular, so a same-day dispatch collides with the existing tag, and a later dispatch mints a *new* version. Neither retries the failed one. - -## Environment approvals - -The `release` environment's required-reviewer list is configured in the repository settings (Settings → Environments → `release`). Reviewer rights come only from that list — repository admin does not confer deployment approval. - ---- - -Planned changes to this process — semver via changesets for the TypeScript packages, publishing triggered by manually-created GitHub Releases — are tracked in [#4463](https://github.com/modelcontextprotocol/servers/issues/4463). This document will be updated when that work merges. diff --git a/SECURITY.md b/SECURITY.md index 2d6cdc2..f26aba9 100644 --- a/SECURITY.md +++ b/SECURITY.md @@ -1,21 +1,10 @@ # Security Policy +Thank you for helping us keep our MCP servers secure. -Thank you for helping keep the Model Context Protocol and its ecosystem secure. +The **reference servers** in this repo are maintained by [Anthropic](https://www.anthropic.com/) as part of the Model Context Protocol project. -## Important Notice +The security of our systems and user data is Anthropic’s top priority. We appreciate the work of security researchers acting in good faith in identifying and reporting potential vulnerabilities. -The servers in this repository are **reference implementations** intended to demonstrate -MCP features and SDK usage. They serve as educational examples for developers building -their own MCP servers, not as production-ready solutions. +## Vulnerability Disclosure Program -This repository is **not** eligible for security vulnerability reporting. If you discover -a vulnerability in an MCP SDK, please report it in the appropriate SDK repository. - -## Reporting Security Issues in MCP SDKs - -If you discover a security vulnerability in an MCP SDK, please report it through the -[GitHub Security Advisory process](https://docs.github.com/en/code-security/security-advisories/guidance-on-reporting-and-writing-information-about-vulnerabilities/privately-reporting-a-security-vulnerability) -in the relevant SDK repository. - -Please **do not** report security vulnerabilities through public GitHub issues, discussions, -or pull requests. +Our Vulnerability Program guidelines are defined on our [HackerOne program page](https://hackerone.com/anthropic-vdp). We ask that any validated vulnerability in this functionality be reported through the [submission form](https://hackerone.com/anthropic-vdp/reports/new?type=team&report_type=vulnerability). diff --git a/package-lock.json b/package-lock.json index 632d340..1ad7eae 100644 --- a/package-lock.json +++ b/package-lock.json @@ -7,7 +7,7 @@ "": { "name": "@modelcontextprotocol/servers", "version": "0.6.2", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "workspaces": [ "src/*" ], @@ -18,10 +18,24 @@ "@modelcontextprotocol/server-sequential-thinking": "*" } }, + "node_modules/@ampproject/remapping": { + "version": "2.3.0", + "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz", + "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==", + "dev": true, + "license": "Apache-2.0", + "dependencies": { + "@jridgewell/gen-mapping": "^0.3.5", + "@jridgewell/trace-mapping": "^0.3.24" + }, + "engines": { + 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"version": "3.25.2", - "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz", - "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==", + "version": "3.25.0", + "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.0.tgz", + "integrity": "sha512-HvWtU2UG41LALjajJrML6uQejQhNJx+JBO9IflpSja4R03iNWfKXrj6W2h7ljuLyc1nKS+9yDyL/9tD1U/yBnQ==", "license": "ISC", "peerDependencies": { - "zod": "^3.25.28 || ^4" + "zod": "^3.25 || ^4" + } + }, + "src/aws-kb-retrieval-server": { + "name": "@modelcontextprotocol/server-aws-kb-retrieval", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@aws-sdk/client-bedrock-agent-runtime": "^3.0.0", + "@modelcontextprotocol/sdk": "0.5.0" + }, + "bin": { + "mcp-server-aws-kb-retrieval": "dist/index.js" + }, + "devDependencies": { + "@types/node": "^22", + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/brave-search": { + "name": "@modelcontextprotocol/server-brave-search", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1" + }, + "bin": { + "mcp-server-brave-search": "dist/index.js" + }, + "devDependencies": { + "@types/node": "^22", + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/duckduckgo": { + "name": "@modelcontextprotocol/server-duckduckgo", + "version": "0.2.0", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "0.5.0", + "jsdom": "^24.1.3", + "node-fetch": "^3.3.2" + }, + "bin": { + "mcp-server-duckduckgo": "dist/index.js" + }, + "devDependencies": { + "@types/jsdom": "^21.1.6", + "@types/node": "^22", + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/everart": { + "name": "@modelcontextprotocol/server-everart", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "0.5.0", + "everart": "^1.0.0", + "node-fetch": "^3.3.2", + "open": "^9.1.0" + }, + "bin": { + "mcp-server-everart": "dist/index.js" + }, + "devDependencies": { + "@types/node": "^22", + "shx": "^0.3.4", + "typescript": "^5.3.3" } }, "src/everything": { "name": "@modelcontextprotocol/server-everything", "version": "2.0.0", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", + "@modelcontextprotocol/sdk": "^1.25.2", "cors": "^2.8.5", "express": "^5.2.1", "jszip": "^3.10.1", - "zod": "^4.0.0" + "zod": "^3.25.0", + "zod-to-json-schema": "^3.23.5" }, "bin": { "mcp-server-everything": "dist/index.js" @@ -3851,23 +3793,21 @@ "devDependencies": { "@types/cors": "^2.8.19", "@types/express": "^5.0.6", - "@vitest/coverage-v8": "^4.1.8", "prettier": "^2.8.8", - "shx": "^0.4.0", - "typescript": "^5.6.2", - "vitest": "^4.1.8" + "shx": "^0.3.4", + "typescript": "^5.6.2" } }, "src/filesystem": { "name": "@modelcontextprotocol/server-filesystem", "version": "0.6.3", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", - "diff": "^8.0.3", - "glob": "^13.0.6", + "@modelcontextprotocol/sdk": "^1.25.2", + "diff": "^5.1.0", + "glob": "^10.5.0", "minimatch": "^10.0.1", - "zod": "^4.0.0" + "zod-to-json-schema": "^3.23.5" }, "bin": { "mcp-server-filesystem": "dist/index.js" @@ -3876,40 +3816,185 @@ "@types/diff": "^5.0.9", "@types/minimatch": "^5.1.2", "@types/node": "^22", - "@vitest/coverage-v8": "^4.1.8", - "shx": "^0.4.0", + "@vitest/coverage-v8": "^2.1.8", + "shx": "^0.3.4", "typescript": "^5.8.2", - "vitest": "^4.1.8" + "vitest": "^2.1.8" + } + }, + "src/filesystem/node_modules/minimatch": { + "version": "10.0.1", + "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-10.0.1.tgz", + "integrity": "sha512-ethXTt3SGGR+95gudmqJ1eNhRO7eGEGIgYA9vnPatK4/etz2MEVDno5GMCibdMTuBMyElzIlgxMna3K94XDIDQ==", + "license": "ISC", + "dependencies": { + "brace-expansion": "^2.0.1" + }, + "engines": { + "node": "20 || >=22" + }, + "funding": { + "url": "https://github.com/sponsors/isaacs" + } + }, + "src/gdrive": { + "name": "@modelcontextprotocol/server-gdrive", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@google-cloud/local-auth": "^3.0.1", + "@modelcontextprotocol/sdk": "1.0.1", + "googleapis": "^144.0.0" + }, + "bin": { + "mcp-server-gdrive": "dist/index.js" + }, + "devDependencies": { + "@types/node": "^22", + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/github": { + "name": "@modelcontextprotocol/server-github", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1", + "@types/node": "^22", + "@types/node-fetch": "^2.6.12", + "node-fetch": "^3.3.2", + "universal-user-agent": "^7.0.2", + "zod": "^3.22.4", + "zod-to-json-schema": "^3.23.5" + }, + "bin": { + "mcp-server-github": "dist/index.js" + }, + "devDependencies": { + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/gitlab": { + "name": "@modelcontextprotocol/server-gitlab", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1", + "@types/node-fetch": "^2.6.12", + "node-fetch": "^3.3.2", + "zod-to-json-schema": "^3.23.5" + }, + "bin": { + "mcp-server-gitlab": "dist/index.js" + }, + "devDependencies": { + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/google-maps": { + "name": "@modelcontextprotocol/server-google-maps", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1", + "@types/node-fetch": "^2.6.12", + "node-fetch": "^3.3.2" + }, + "bin": { + "mcp-server-google-maps": "dist/index.js" + }, + "devDependencies": { + "shx": "^0.3.4", + "typescript": "^5.6.2" } }, "src/memory": { "name": "@modelcontextprotocol/server-memory", "version": "0.6.3", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", - "zod": "^4.0.0" + "@modelcontextprotocol/sdk": "^1.25.2" }, "bin": { "mcp-server-memory": "dist/index.js" }, "devDependencies": { "@types/node": "^22", - "@vitest/coverage-v8": "^4.1.8", - "shx": "^0.4.0", + "@vitest/coverage-v8": "^2.1.8", + "shx": "^0.3.4", "typescript": "^5.6.2", - "vitest": "^4.1.8" + "vitest": "^2.1.8" + } + }, + "src/postgres": { + "name": "@modelcontextprotocol/server-postgres", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1", + "pg": "^8.13.0" + }, + "bin": { + "mcp-server-postgres": "dist/index.js" + }, + "devDependencies": { + "@types/pg": "^8.11.10", + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/puppeteer": { + "name": "@modelcontextprotocol/server-puppeteer", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1", + "puppeteer": "^23.4.0" + }, + "bin": { + "mcp-server-puppeteer": "dist/index.js" + }, + "devDependencies": { + "shx": "^0.3.4", + "typescript": "^5.6.2" + } + }, + "src/redis": { + "name": "@modelcontextprotocol/server-redis", + "version": "0.1.0", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "^1.7.0", + "@types/node": "^22.10.2", + "@types/redis": "^4.0.10", + "redis": "^4.7.0" + }, + "bin": { + "redis": "build/index.js" + }, + "devDependencies": { + "shx": "^0.3.4", + "typescript": "^5.7.2" } }, "src/sequentialthinking": { "name": "@modelcontextprotocol/server-sequential-thinking", "version": "0.6.2", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", + "@modelcontextprotocol/sdk": "^1.25.2", "chalk": "^5.3.0", - "yargs": "^17.7.2", - "zod": "^4.0.0" + "yargs": "^17.7.2" }, "bin": { "mcp-server-sequential-thinking": "dist/index.js" @@ -3917,10 +4002,27 @@ "devDependencies": { "@types/node": "^22", "@types/yargs": "^17.0.32", - "@vitest/coverage-v8": "^4.1.8", - "shx": "^0.4.0", + "@vitest/coverage-v8": "^2.1.8", + "shx": "^0.3.4", "typescript": "^5.3.3", - "vitest": "^4.1.8" + "vitest": "^2.1.8" + } + }, + "src/slack": { + "name": "@modelcontextprotocol/server-slack", + "version": "0.6.2", + "extraneous": true, + "license": "MIT", + "dependencies": { + "@modelcontextprotocol/sdk": "1.0.1" + }, + "bin": { + "mcp-server-slack": "dist/index.js" + }, + "devDependencies": { + "@types/node": "^22", + "shx": "^0.3.4", + "typescript": "^5.6.2" } } } diff --git a/package.json b/package.json index ab0b8c8..d8b4870 100644 --- a/package.json +++ b/package.json @@ -3,8 +3,8 @@ "private": true, "version": "0.6.2", "description": "Model Context Protocol servers", - "license": "SEE LICENSE IN LICENSE", - "author": "Model Context Protocol a Series of LF Projects, LLC.", + "license": "MIT", + "author": "Anthropic, PBC (https://anthropic.com)", "homepage": "https://modelcontextprotocol.io", "bugs": "https://github.com/modelcontextprotocol/servers/issues", "type": "module", @@ -23,9 +23,5 @@ "@modelcontextprotocol/server-memory": "*", "@modelcontextprotocol/server-filesystem": "*", "@modelcontextprotocol/server-sequential-thinking": "*" - }, - "overrides": { - "qs": ">=6.15.2", - "hono": ">=4.12.21" } } diff --git a/scripts/release.py b/scripts/release.py index b3dcf0c..e4ce127 100755 --- a/scripts/release.py +++ b/scripts/release.py @@ -113,9 +113,7 @@ def has_changes(path: Path, git_hash: GitHash) -> bool: ) changed_files = [Path(f) for f in output.stdout.splitlines()] - # .md counts as a change: READMEs ship inside the published package - # (npm tarball / PyPI long_description) - relevant_files = [f for f in changed_files if f.suffix in [".py", ".ts", ".md"]] + relevant_files = [f for f in changed_files if f.suffix in [".py", ".ts"]] return len(relevant_files) >= 1 except subprocess.CalledProcessError: return False diff --git a/src/everything/AGENTS.md b/src/everything/AGENTS.md index c4a6df1..cfdcc50 100644 --- a/src/everything/AGENTS.md +++ b/src/everything/AGENTS.md @@ -6,7 +6,7 @@ - Watch mode: `npm run watch` - Watches for changes and rebuilds automatically - Run STDIO server: `npm run start:stdio` - Starts the MCP server using stdio transport - Run SSE server: `npm run start:sse` - Starts the MCP server with SSE transport -- Run StreamableHttp server: `npm run start:streamableHttp` - Starts the MCP server with StreamableHttp transport +- Run StreamableHttp server: `npm run start:stremableHttp` - Starts the MCP server with StreamableHttp transport - Prepare release: `npm run prepare` - Builds the project for publishing ## Code Style Guidelines diff --git a/src/everything/README.md b/src/everything/README.md index f061e94..8109e44 100644 --- a/src/everything/README.md +++ b/src/everything/README.md @@ -31,27 +31,9 @@ Add to your `claude_desktop_config.json`: } ``` -On Windows, use `cmd /c` to launch `npx`: - -```json -{ - "mcpServers": { - "everything": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-everything" - ] - } - } -} -``` - ## Usage with VS Code -For quick installation, use one of the one-click install buttons below... +For quick installation, use of of the one-click install buttons below... [![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everything&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-everything%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everything&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-everything%22%5D%7D&quality=insiders) @@ -80,19 +62,6 @@ Alternatively, you can add the configuration to a file called `.vscode/mcp.json` } ``` -On Windows, use: - -```json -{ - "servers": { - "everything": { - "command": "cmd", - "args": ["/c", "npx", "-y", "@modelcontextprotocol/server-everything"] - } - } -} -``` - ## Running from source with [HTTP+SSE Transport](https://modelcontextprotocol.io/specification/2024-11-05/basic/transports#http-with-sse) (deprecated as of [2025-03-26](https://modelcontextprotocol.io/specification/2025-03-26/basic/transports)) ```shell @@ -113,7 +82,7 @@ npm run start:streamableHttp ### Install ```shell npm install -g @modelcontextprotocol/server-everything@latest -``` +```` ### Run the default (stdio) server ```shell @@ -135,6 +104,3 @@ npx @modelcontextprotocol/server-everything sse npx @modelcontextprotocol/server-everything streamableHttp ``` -## License - -This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository. diff --git a/src/everything/__tests__/prompts.test.ts b/src/everything/__tests__/prompts.test.ts deleted file mode 100644 index bff176a..0000000 --- a/src/everything/__tests__/prompts.test.ts +++ /dev/null @@ -1,179 +0,0 @@ -import { describe, it, expect, vi } from 'vitest'; -import { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js'; -import { registerSimplePrompt } from '../prompts/simple.js'; -import { registerArgumentsPrompt } from '../prompts/args.js'; -import { registerPromptWithCompletions } from '../prompts/completions.js'; -import { registerEmbeddedResourcePrompt } from '../prompts/resource.js'; - -// Helper to capture registered prompt handlers -function createMockServer() { - const handlers: Map = new Map(); - const configs: Map = new Map(); - - const mockServer = { - registerPrompt: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - configs.set(name, config); - }), - } as unknown as McpServer; - - return { mockServer, handlers, configs }; -} - -describe('Prompts', () => { - describe('simple-prompt', () => { - it('should return fixed message with no arguments', () => { - const { mockServer, handlers } = createMockServer(); - registerSimplePrompt(mockServer); - - const handler = handlers.get('simple-prompt')!; - const result = handler(); - - expect(result).toEqual({ - messages: [ - { - role: 'user', - content: { - type: 'text', - text: 'This is a simple prompt without arguments.', - }, - }, - ], - }); - }); - }); - - describe('args-prompt', () => { - it('should include city in message', () => { - const { mockServer, handlers } = createMockServer(); - registerArgumentsPrompt(mockServer); - - const handler = handlers.get('args-prompt')!; - const result = handler({ city: 'San Francisco' }); - - expect(result.messages[0].content.text).toBe("What's weather in San Francisco?"); - }); - - it('should include city and state in message', () => { - const { mockServer, handlers } = createMockServer(); - registerArgumentsPrompt(mockServer); - - const handler = handlers.get('args-prompt')!; - const result = handler({ city: 'San Francisco', state: 'California' }); - - expect(result.messages[0].content.text).toBe( - "What's weather in San Francisco, California?" - ); - }); - - it('should handle city only (optional state omitted)', () => { - const { mockServer, handlers } = createMockServer(); - registerArgumentsPrompt(mockServer); - - const handler = handlers.get('args-prompt')!; - const result = handler({ city: 'New York' }); - - expect(result.messages[0].content.text).toBe("What's weather in New York?"); - expect(result.messages[0].content.text).not.toContain(','); - expect(result.messages[0].role).toBe('user'); - expect(result.messages[0].content.type).toBe('text'); - }); - }); - - describe('completable-prompt', () => { - it('should generate promotion message with department and name', () => { - const { mockServer, handlers } = createMockServer(); - registerPromptWithCompletions(mockServer); - - const handler = handlers.get('completable-prompt')!; - const result = handler({ department: 'Engineering', name: 'Alice' }); - - expect(result.messages[0].content.text).toBe( - 'Please promote Alice to the head of the Engineering team.' - ); - }); - - it('should work with different departments', () => { - const { mockServer, handlers } = createMockServer(); - registerPromptWithCompletions(mockServer); - - const handler = handlers.get('completable-prompt')!; - - const salesResult = handler({ department: 'Sales', name: 'David' }); - expect(salesResult.messages[0].content.text).toContain('Sales'); - expect(salesResult.messages[0].content.text).toContain('David'); - expect(salesResult.messages[0].role).toBe('user'); - - const marketingResult = handler({ department: 'Marketing', name: 'Grace' }); - expect(marketingResult.messages[0].content.text).toContain('Marketing'); - expect(marketingResult.messages[0].content.text).toContain('Grace'); - }); - }); - - describe('resource-prompt', () => { - it('should return text resource reference', () => { - const { mockServer, handlers } = createMockServer(); - registerEmbeddedResourcePrompt(mockServer); - - const handler = handlers.get('resource-prompt')!; - const result = handler({ resourceType: 'Text', resourceId: '1' }); - - expect(result.messages).toHaveLength(2); - expect(result.messages[0].content.text).toContain('Text'); - expect(result.messages[0].content.text).toContain('1'); - expect(result.messages[1].content.type).toBe('resource'); - expect(result.messages[1].content.resource.uri).toContain('text/1'); - }); - - it('should return blob resource reference', () => { - const { mockServer, handlers } = createMockServer(); - registerEmbeddedResourcePrompt(mockServer); - - const handler = handlers.get('resource-prompt')!; - const result = handler({ resourceType: 'Blob', resourceId: '5' }); - - expect(result.messages[0].content.text).toContain('Blob'); - expect(result.messages[1].content.resource.uri).toContain('blob/5'); - }); - - it('should reject invalid resource type', () => { - const { mockServer, handlers } = createMockServer(); - registerEmbeddedResourcePrompt(mockServer); - - const handler = handlers.get('resource-prompt')!; - expect(() => handler({ resourceType: 'Invalid', resourceId: '1' })).toThrow( - 'Invalid resourceType' - ); - }); - - it('should reject invalid resource ID', () => { - const { mockServer, handlers } = createMockServer(); - registerEmbeddedResourcePrompt(mockServer); - - const handler = handlers.get('resource-prompt')!; - expect(() => handler({ resourceType: 'Text', resourceId: '-1' })).toThrow( - 'Invalid resourceId' - ); - expect(() => handler({ resourceType: 'Text', resourceId: '0' })).toThrow( - 'Invalid resourceId' - ); - expect(() => handler({ resourceType: 'Text', resourceId: 'abc' })).toThrow( - 'Invalid resourceId' - ); - }); - - it('should include both intro text and resource messages', () => { - const { mockServer, handlers } = createMockServer(); - registerEmbeddedResourcePrompt(mockServer); - - const handler = handlers.get('resource-prompt')!; - const result = handler({ resourceType: 'Text', resourceId: '3' }); - - expect(result.messages).toHaveLength(2); - expect(result.messages[0].role).toBe('user'); - expect(result.messages[0].content.type).toBe('text'); - expect(result.messages[1].role).toBe('user'); - expect(result.messages[1].content.type).toBe('resource'); - }); - }); -}); diff --git a/src/everything/__tests__/registrations.test.ts b/src/everything/__tests__/registrations.test.ts deleted file mode 100644 index 421d759..0000000 --- a/src/everything/__tests__/registrations.test.ts +++ /dev/null @@ -1,155 +0,0 @@ -import { describe, it, expect, vi } from 'vitest'; -import { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js'; - -// Create mock server -function createMockServer() { - return { - registerTool: vi.fn(), - registerPrompt: vi.fn(), - registerResource: vi.fn(), - server: { - getClientCapabilities: vi.fn(() => ({})), - setRequestHandler: vi.fn(), - }, - sendLoggingMessage: vi.fn(), - sendResourceUpdated: vi.fn(), - } as unknown as McpServer; -} - -describe('Registration Index Files', () => { - describe('tools/index.ts', () => { - it('should register all standard tools', async () => { - const { registerTools } = await import('../tools/index.js'); - const mockServer = createMockServer(); - - registerTools(mockServer); - - // Should register 12 standard tools (non-conditional) - expect(mockServer.registerTool).toHaveBeenCalledTimes(12); - - // Verify specific tools are registered - const registeredTools = (mockServer.registerTool as any).mock.calls.map( - (call: any[]) => call[0] - ); - expect(registeredTools).toContain('echo'); - expect(registeredTools).toContain('get-sum'); - expect(registeredTools).toContain('get-env'); - expect(registeredTools).toContain('get-tiny-image'); - expect(registeredTools).toContain('get-structured-content'); - expect(registeredTools).toContain('get-annotated-message'); - expect(registeredTools).toContain('trigger-long-running-operation'); - expect(registeredTools).toContain('get-resource-links'); - expect(registeredTools).toContain('get-resource-reference'); - expect(registeredTools).toContain('gzip-file-as-resource'); - expect(registeredTools).toContain('toggle-simulated-logging'); - expect(registeredTools).toContain('toggle-subscriber-updates'); - }); - - it('should register conditional tools based on capabilities', async () => { - const { registerConditionalTools } = await import('../tools/index.js'); - - // Server with all capabilities including experimental tasks API - const mockServerWithCapabilities = { - registerTool: vi.fn(), - server: { - getClientCapabilities: vi.fn(() => ({ - roots: {}, - elicitation: { url: {} }, - sampling: {}, - })), - }, - experimental: { - tasks: { - registerToolTask: vi.fn(), - }, - }, - } as unknown as McpServer; - - registerConditionalTools(mockServerWithCapabilities); - - // Should register 4 conditional tools via registerTool when all capabilities - // are present. Task-based tools register via registerToolTask (counted separately), - // so they are not included in this registerTool count. - expect(mockServerWithCapabilities.registerTool).toHaveBeenCalledTimes(4); - - const registeredTools = ( - mockServerWithCapabilities.registerTool as any - ).mock.calls.map((call: any[]) => call[0]); - expect(registeredTools).toContain('get-roots-list'); - expect(registeredTools).toContain('trigger-elicitation-request'); - expect(registeredTools).toContain('trigger-url-elicitation'); - expect(registeredTools).toContain('trigger-sampling-request'); - - // Task-based tools are registered via experimental.tasks.registerToolTask - expect(mockServerWithCapabilities.experimental.tasks.registerToolTask).toHaveBeenCalled(); - }); - - it('should not register conditional tools when capabilities missing', async () => { - const { registerConditionalTools } = await import('../tools/index.js'); - - const mockServerNoCapabilities = { - registerTool: vi.fn(), - server: { - getClientCapabilities: vi.fn(() => ({})), - }, - experimental: { - tasks: { - registerToolTask: vi.fn(), - }, - }, - } as unknown as McpServer; - - registerConditionalTools(mockServerNoCapabilities); - - // Should not register any capability-gated tools when capabilities are missing - expect(mockServerNoCapabilities.registerTool).not.toHaveBeenCalled(); - }); - }); - - describe('prompts/index.ts', () => { - it('should register all prompts', async () => { - const { registerPrompts } = await import('../prompts/index.js'); - const mockServer = createMockServer(); - - registerPrompts(mockServer); - - // Should register 4 prompts - expect(mockServer.registerPrompt).toHaveBeenCalledTimes(4); - - const registeredPrompts = (mockServer.registerPrompt as any).mock.calls.map( - (call: any[]) => call[0] - ); - expect(registeredPrompts).toContain('simple-prompt'); - expect(registeredPrompts).toContain('args-prompt'); - expect(registeredPrompts).toContain('completable-prompt'); - expect(registeredPrompts).toContain('resource-prompt'); - }); - }); - - describe('resources/index.ts', () => { - it('should register resource templates', async () => { - const { registerResources } = await import('../resources/index.js'); - const mockServer = createMockServer(); - - registerResources(mockServer); - - // Should register at least the 2 resource templates (text and blob) plus file resources - expect(mockServer.registerResource).toHaveBeenCalled(); - const registeredResources = (mockServer.registerResource as any).mock.calls.map( - (call: any[]) => call[0] - ); - expect(registeredResources).toContain('Dynamic Text Resource'); - expect(registeredResources).toContain('Dynamic Blob Resource'); - }); - - it('should read instructions from file', async () => { - const { readInstructions } = await import('../resources/index.js'); - - const instructions = readInstructions(); - - // Should return a string (either content or error message) - expect(typeof instructions).toBe('string'); - expect(instructions.length).toBeGreaterThan(0); - }); - }); -}); diff --git a/src/everything/__tests__/resources.test.ts b/src/everything/__tests__/resources.test.ts deleted file mode 100644 index a22b904..0000000 --- a/src/everything/__tests__/resources.test.ts +++ /dev/null @@ -1,327 +0,0 @@ -import { describe, it, expect, vi, beforeEach, afterEach } from 'vitest'; -import { McpServer, ResourceTemplate } from '@modelcontextprotocol/sdk/server/mcp.js'; -import { - textResource, - blobResource, - textResourceUri, - blobResourceUri, - RESOURCE_TYPE_TEXT, - RESOURCE_TYPE_BLOB, - RESOURCE_TYPES, - resourceTypeCompleter, - resourceIdForPromptCompleter, - resourceIdForResourceTemplateCompleter, - registerResourceTemplates, -} from '../resources/templates.js'; -import { - getSessionResourceURI, - registerSessionResource, -} from '../resources/session.js'; -import { registerFileResources } from '../resources/files.js'; -import { - setSubscriptionHandlers, - beginSimulatedResourceUpdates, - stopSimulatedResourceUpdates, -} from '../resources/subscriptions.js'; - -describe('Resource Templates', () => { - describe('Constants', () => { - it('should include both types in RESOURCE_TYPES array', () => { - expect(RESOURCE_TYPES).toContain(RESOURCE_TYPE_TEXT); - expect(RESOURCE_TYPES).toContain(RESOURCE_TYPE_BLOB); - expect(RESOURCE_TYPES).toHaveLength(2); - }); - }); - - describe('textResourceUri', () => { - it('should create URL for text resource', () => { - const uri = textResourceUri(1); - expect(uri.toString()).toBe('demo://resource/dynamic/text/1'); - }); - - it('should handle different resource IDs', () => { - expect(textResourceUri(5).toString()).toBe('demo://resource/dynamic/text/5'); - expect(textResourceUri(100).toString()).toBe('demo://resource/dynamic/text/100'); - }); - }); - - describe('blobResourceUri', () => { - it('should create URL for blob resource', () => { - const uri = blobResourceUri(1); - expect(uri.toString()).toBe('demo://resource/dynamic/blob/1'); - }); - - it('should handle different resource IDs', () => { - expect(blobResourceUri(5).toString()).toBe('demo://resource/dynamic/blob/5'); - expect(blobResourceUri(100).toString()).toBe('demo://resource/dynamic/blob/100'); - }); - }); - - describe('textResource', () => { - it('should create text resource with correct structure', () => { - const uri = textResourceUri(1); - const resource = textResource(uri, 1); - - expect(resource.uri).toBe(uri.toString()); - expect(resource.mimeType).toBe('text/plain'); - expect(resource.text).toContain('Resource 1'); - expect(resource.text).toContain('plaintext'); - }); - - it('should include timestamp in content', () => { - const uri = textResourceUri(2); - const resource = textResource(uri, 2); - - // Timestamp format varies, just check it contains time-related content - expect(resource.text).toMatch(/\d/); - }); - }); - - describe('blobResource', () => { - it('should create blob resource with correct structure', () => { - const uri = blobResourceUri(1); - const resource = blobResource(uri, 1); - - expect(resource.uri).toBe(uri.toString()); - expect(resource.mimeType).toBe('text/plain'); - expect(resource.blob).toBeDefined(); - }); - - it('should create valid base64 encoded content', () => { - const uri = blobResourceUri(3); - const resource = blobResource(uri, 3); - - // Decode and verify content - const decoded = Buffer.from(resource.blob, 'base64').toString(); - expect(decoded).toContain('Resource 3'); - expect(decoded).toContain('base64 blob'); - }); - }); - - describe('resourceTypeCompleter', () => { - it('should be defined as a completable schema', () => { - // The completer is a zod schema wrapped with completable - expect(resourceTypeCompleter).toBeDefined(); - // It should have the zod parse method - expect(typeof (resourceTypeCompleter as any).parse).toBe('function'); - }); - - it('should validate string resource types', () => { - // Test that valid strings pass validation - expect(() => (resourceTypeCompleter as any).parse('Text')).not.toThrow(); - expect(() => (resourceTypeCompleter as any).parse('Blob')).not.toThrow(); - }); - }); - - describe('resourceIdForPromptCompleter', () => { - it('should be defined as a completable schema', () => { - expect(resourceIdForPromptCompleter).toBeDefined(); - expect(typeof (resourceIdForPromptCompleter as any).parse).toBe('function'); - }); - - it('should validate string IDs', () => { - // Test that valid strings pass validation - expect(() => (resourceIdForPromptCompleter as any).parse('1')).not.toThrow(); - expect(() => (resourceIdForPromptCompleter as any).parse('100')).not.toThrow(); - }); - }); - - describe('resourceIdForResourceTemplateCompleter', () => { - it('should validate positive integer IDs', () => { - expect(resourceIdForResourceTemplateCompleter('1')).toEqual(['1']); - expect(resourceIdForResourceTemplateCompleter('50')).toEqual(['50']); - }); - - it('should reject invalid IDs', () => { - expect(resourceIdForResourceTemplateCompleter('0')).toEqual([]); - expect(resourceIdForResourceTemplateCompleter('-5')).toEqual([]); - expect(resourceIdForResourceTemplateCompleter('not-a-number')).toEqual([]); - }); - }); - - describe('registerResourceTemplates', () => { - it('should register text and blob resource templates', () => { - const registeredResources: any[] = []; - - const mockServer = { - registerResource: vi.fn((...args) => { - registeredResources.push(args); - }), - } as unknown as McpServer; - - registerResourceTemplates(mockServer); - - expect(mockServer.registerResource).toHaveBeenCalledTimes(2); - - // Check text resource registration - const textRegistration = registeredResources.find((r) => - r[0].includes('Text') - ); - expect(textRegistration).toBeDefined(); - expect(textRegistration[1]).toBeInstanceOf(ResourceTemplate); - - // Check blob resource registration - const blobRegistration = registeredResources.find((r) => - r[0].includes('Blob') - ); - expect(blobRegistration).toBeDefined(); - }); - }); -}); - -describe('Session Resources', () => { - describe('getSessionResourceURI', () => { - it('should generate correct URI for resource name', () => { - expect(getSessionResourceURI('test')).toBe('demo://resource/session/test'); - }); - - it('should handle various resource names', () => { - expect(getSessionResourceURI('my-file')).toBe('demo://resource/session/my-file'); - expect(getSessionResourceURI('document_123')).toBe( - 'demo://resource/session/document_123' - ); - }); - }); - - describe('registerSessionResource', () => { - it('should register text resource and return resource link', () => { - const registrations: any[] = []; - const mockServer = { - registerResource: vi.fn((...args) => { - registrations.push(args); - }), - } as unknown as McpServer; - - const resource = { - uri: 'demo://resource/session/test-file', - name: 'test-file', - mimeType: 'text/plain', - description: 'A test file', - }; - - const result = registerSessionResource( - mockServer, - resource, - 'text', - 'Hello, World!' - ); - - expect(result.type).toBe('resource_link'); - expect(result.uri).toBe(resource.uri); - expect(result.name).toBe(resource.name); - - expect(mockServer.registerResource).toHaveBeenCalledWith( - 'test-file', - 'demo://resource/session/test-file', - expect.objectContaining({ - mimeType: 'text/plain', - description: 'A test file', - }), - expect.any(Function) - ); - }); - - it('should register blob resource correctly', () => { - const mockServer = { - registerResource: vi.fn(), - } as unknown as McpServer; - - const resource = { - uri: 'demo://resource/session/binary-file', - name: 'binary-file', - mimeType: 'application/octet-stream', - }; - - const blobContent = Buffer.from('binary data').toString('base64'); - const result = registerSessionResource(mockServer, resource, 'blob', blobContent); - - expect(result.type).toBe('resource_link'); - expect(mockServer.registerResource).toHaveBeenCalled(); - }); - - it('should return resource handler that provides correct content', async () => { - let capturedHandler: Function | null = null; - const mockServer = { - registerResource: vi.fn((_name, _uri, _config, handler) => { - capturedHandler = handler; - }), - } as unknown as McpServer; - - const resource = { - uri: 'demo://resource/session/content-test', - name: 'content-test', - mimeType: 'text/plain', - }; - - registerSessionResource(mockServer, resource, 'text', 'Test content here'); - - expect(capturedHandler).not.toBeNull(); - - const handlerResult = await capturedHandler!(new URL(resource.uri)); - expect(handlerResult.contents).toHaveLength(1); - expect(handlerResult.contents[0].text).toBe('Test content here'); - expect(handlerResult.contents[0].mimeType).toBe('text/plain'); - }); - }); -}); - -describe('File Resources', () => { - describe('registerFileResources', () => { - it('should register file resources when docs directory exists', () => { - const mockServer = { - registerResource: vi.fn(), - } as unknown as McpServer; - - registerFileResources(mockServer); - - // The docs folder exists in the everything server and contains files - // so registerResource should have been called - expect(mockServer.registerResource).toHaveBeenCalled(); - }); - }); -}); - -describe('Subscriptions', () => { - describe('setSubscriptionHandlers', () => { - it('should set request handlers on server', () => { - const mockServer = { - server: { - setRequestHandler: vi.fn(), - }, - sendLoggingMessage: vi.fn(), - } as unknown as McpServer; - - setSubscriptionHandlers(mockServer); - - // Should set both subscribe and unsubscribe handlers - expect(mockServer.server.setRequestHandler).toHaveBeenCalledTimes(2); - }); - }); - - describe('simulated resource updates lifecycle', () => { - afterEach(() => { - // Clean up any intervals - stopSimulatedResourceUpdates('lifecycle-test-session'); - }); - - it('should start and stop updates without errors', () => { - const mockServer = { - server: { - notification: vi.fn(), - }, - } as unknown as McpServer; - - // Start updates - should work for both defined and undefined sessionId - beginSimulatedResourceUpdates(mockServer, 'lifecycle-test-session'); - beginSimulatedResourceUpdates(mockServer, undefined); - - // Stop updates - should handle all cases gracefully - stopSimulatedResourceUpdates('lifecycle-test-session'); - stopSimulatedResourceUpdates('non-existent-session'); - stopSimulatedResourceUpdates(undefined); - - // If we got here without throwing, the lifecycle works correctly - expect(true).toBe(true); - }); - }); -}); diff --git a/src/everything/__tests__/server.test.ts b/src/everything/__tests__/server.test.ts deleted file mode 100644 index e7985dd..0000000 --- a/src/everything/__tests__/server.test.ts +++ /dev/null @@ -1,41 +0,0 @@ -import { describe, it, expect, vi } from 'vitest'; -import { createServer } from '../server/index.js'; - -describe('Server Factory', () => { - describe('createServer', () => { - it('should return a ServerFactoryResponse object', () => { - const result = createServer(); - - expect(result).toHaveProperty('server'); - expect(result).toHaveProperty('cleanup'); - }); - - it('should return a cleanup function', () => { - const { cleanup } = createServer(); - - expect(typeof cleanup).toBe('function'); - }); - - it('should create an McpServer instance', () => { - const { server } = createServer(); - - expect(server).toBeDefined(); - expect(server.server).toBeDefined(); - }); - - it('should have an oninitialized handler set', () => { - const { server } = createServer(); - - expect(server.server.oninitialized).toBeDefined(); - }); - - it('should allow multiple servers to be created', () => { - const result1 = createServer(); - const result2 = createServer(); - - expect(result1.server).toBeDefined(); - expect(result2.server).toBeDefined(); - expect(result1.server).not.toBe(result2.server); - }); - }); -}); diff --git a/src/everything/__tests__/tools.test.ts b/src/everything/__tests__/tools.test.ts deleted file mode 100644 index a50bbd6..0000000 --- a/src/everything/__tests__/tools.test.ts +++ /dev/null @@ -1,1221 +0,0 @@ -import { describe, it, expect, vi, beforeEach } from 'vitest'; -import { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js'; -import { registerEchoTool, EchoSchema } from '../tools/echo.js'; -import { registerGetSumTool } from '../tools/get-sum.js'; -import { registerGetEnvTool } from '../tools/get-env.js'; -import { registerGetTinyImageTool, MCP_TINY_IMAGE } from '../tools/get-tiny-image.js'; -import { registerGetStructuredContentTool } from '../tools/get-structured-content.js'; -import { registerGetAnnotatedMessageTool } from '../tools/get-annotated-message.js'; -import { registerTriggerLongRunningOperationTool } from '../tools/trigger-long-running-operation.js'; -import { registerGetResourceLinksTool } from '../tools/get-resource-links.js'; -import { registerGetResourceReferenceTool } from '../tools/get-resource-reference.js'; -import { registerToggleSimulatedLoggingTool } from '../tools/toggle-simulated-logging.js'; -import { registerToggleSubscriberUpdatesTool } from '../tools/toggle-subscriber-updates.js'; -import { registerTriggerSamplingRequestTool } from '../tools/trigger-sampling-request.js'; -import { registerTriggerElicitationRequestTool } from '../tools/trigger-elicitation-request.js'; -import { - registerTriggerUrlElicitationTool, - __resetIssuedErrorPathElicitations, -} from '../tools/trigger-url-elicitation.js'; -import { registerGetRootsListTool } from '../tools/get-roots-list.js'; -import { registerGZipFileAsResourceTool } from '../tools/gzip-file-as-resource.js'; -import { registerSimulateResearchQueryTool } from '../tools/simulate-research-query.js'; - -// Helper to capture registered tool handlers -function createMockServer() { - const handlers: Map = new Map(); - const configs: Map = new Map(); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - configs.set(name, config); - }), - server: { - getClientCapabilities: vi.fn(() => ({})), - notification: vi.fn(), - }, - sendLoggingMessage: vi.fn(), - sendResourceUpdated: vi.fn(), - } as unknown as McpServer; - - return { mockServer, handlers, configs }; -} - -describe('Tools', () => { - describe('echo', () => { - it('should echo back the message', async () => { - const { mockServer, handlers } = createMockServer(); - registerEchoTool(mockServer); - - const handler = handlers.get('echo')!; - const result = await handler({ message: 'Hello, World!' }); - - expect(result).toEqual({ - content: [{ type: 'text', text: 'Echo: Hello, World!' }], - }); - }); - - it('should handle empty message', async () => { - const { mockServer, handlers } = createMockServer(); - registerEchoTool(mockServer); - - const handler = handlers.get('echo')!; - const result = await handler({ message: '' }); - - expect(result).toEqual({ - content: [{ type: 'text', text: 'Echo: ' }], - }); - }); - - it('should reject invalid input', async () => { - const { mockServer, handlers } = createMockServer(); - registerEchoTool(mockServer); - - const handler = handlers.get('echo')!; - - await expect(handler({})).rejects.toThrow(); - await expect(handler({ message: 123 })).rejects.toThrow(); - }); - }); - - describe('EchoSchema', () => { - it('should validate correct input', () => { - const result = EchoSchema.parse({ message: 'test' }); - expect(result).toEqual({ message: 'test' }); - }); - - it('should reject missing message', () => { - expect(() => EchoSchema.parse({})).toThrow(); - }); - - it('should reject non-string message', () => { - expect(() => EchoSchema.parse({ message: 123 })).toThrow(); - }); - }); - - describe('get-sum', () => { - it('should calculate sum of two positive numbers', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetSumTool(mockServer); - - const handler = handlers.get('get-sum')!; - const result = await handler({ a: 5, b: 3 }); - - expect(result).toEqual({ - content: [{ type: 'text', text: 'The sum of 5 and 3 is 8.' }], - }); - }); - - it('should calculate sum with negative numbers', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetSumTool(mockServer); - - const handler = handlers.get('get-sum')!; - const result = await handler({ a: -5, b: 3 }); - - expect(result).toEqual({ - content: [{ type: 'text', text: 'The sum of -5 and 3 is -2.' }], - }); - }); - - it('should calculate sum with zero', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetSumTool(mockServer); - - const handler = handlers.get('get-sum')!; - const result = await handler({ a: 0, b: 0 }); - - expect(result).toEqual({ - content: [{ type: 'text', text: 'The sum of 0 and 0 is 0.' }], - }); - }); - - it('should handle floating point numbers', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetSumTool(mockServer); - - const handler = handlers.get('get-sum')!; - const result = await handler({ a: 1.5, b: 2.5 }); - - expect(result).toEqual({ - content: [{ type: 'text', text: 'The sum of 1.5 and 2.5 is 4.' }], - }); - }); - - it('should reject invalid input', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetSumTool(mockServer); - - const handler = handlers.get('get-sum')!; - - await expect(handler({})).rejects.toThrow(); - await expect(handler({ a: 'not a number', b: 5 })).rejects.toThrow(); - await expect(handler({ a: 5 })).rejects.toThrow(); - }); - }); - - describe('get-env', () => { - it('should return all environment variables as JSON', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetEnvTool(mockServer); - - const handler = handlers.get('get-env')!; - process.env.TEST_VAR_EVERYTHING = 'test_value'; - const result = await handler({}); - - expect(result.content).toHaveLength(1); - expect(result.content[0].type).toBe('text'); - - const envJson = JSON.parse(result.content[0].text); - expect(envJson.TEST_VAR_EVERYTHING).toBe('test_value'); - - delete process.env.TEST_VAR_EVERYTHING; - }); - - it('should return valid JSON', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetEnvTool(mockServer); - - const handler = handlers.get('get-env')!; - const result = await handler({}); - - expect(() => JSON.parse(result.content[0].text)).not.toThrow(); - }); - }); - - describe('get-tiny-image', () => { - it('should return image content with text descriptions', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetTinyImageTool(mockServer); - - const handler = handlers.get('get-tiny-image')!; - const result = await handler({}); - - expect(result.content).toHaveLength(3); - expect(result.content[0]).toEqual({ - type: 'text', - text: "Here's the image you requested:", - }); - expect(result.content[1]).toEqual({ - type: 'image', - data: MCP_TINY_IMAGE, - mimeType: 'image/png', - }); - expect(result.content[2]).toEqual({ - type: 'text', - text: 'The image above is the MCP logo.', - }); - }); - - it('should return valid base64 image data', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetTinyImageTool(mockServer); - - const handler = handlers.get('get-tiny-image')!; - const result = await handler({}); - - const imageContent = result.content[1]; - expect(imageContent.type).toBe('image'); - expect(imageContent.mimeType).toBe('image/png'); - // Verify it's valid base64 - expect(() => Buffer.from(imageContent.data, 'base64')).not.toThrow(); - }); - }); - - describe('get-structured-content', () => { - it('should return weather for New York', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetStructuredContentTool(mockServer); - - const handler = handlers.get('get-structured-content')!; - const result = await handler({ location: 'New York' }); - - expect(result.structuredContent).toEqual({ - temperature: 33, - conditions: 'Cloudy', - humidity: 82, - }); - expect(result.content[0].type).toBe('text'); - expect(JSON.parse(result.content[0].text)).toEqual(result.structuredContent); - }); - - it('should return weather for Chicago', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetStructuredContentTool(mockServer); - - const handler = handlers.get('get-structured-content')!; - const result = await handler({ location: 'Chicago' }); - - expect(result.structuredContent).toEqual({ - temperature: 36, - conditions: 'Light rain / drizzle', - humidity: 82, - }); - }); - - it('should return weather for Los Angeles', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetStructuredContentTool(mockServer); - - const handler = handlers.get('get-structured-content')!; - const result = await handler({ location: 'Los Angeles' }); - - expect(result.structuredContent).toEqual({ - temperature: 73, - conditions: 'Sunny / Clear', - humidity: 48, - }); - }); - }); - - describe('get-annotated-message', () => { - it('should return error message with high priority', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetAnnotatedMessageTool(mockServer); - - const handler = handlers.get('get-annotated-message')!; - const result = await handler({ messageType: 'error', includeImage: false }); - - expect(result.content).toHaveLength(1); - expect(result.content[0].text).toBe('Error: Operation failed'); - expect(result.content[0].annotations).toEqual({ - priority: 1.0, - audience: ['user', 'assistant'], - }); - }); - - it('should return success message with medium priority', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetAnnotatedMessageTool(mockServer); - - const handler = handlers.get('get-annotated-message')!; - const result = await handler({ messageType: 'success', includeImage: false }); - - expect(result.content[0].text).toBe('Operation completed successfully'); - expect(result.content[0].annotations.priority).toBe(0.7); - expect(result.content[0].annotations.audience).toEqual(['user']); - }); - - it('should return debug message with low priority', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetAnnotatedMessageTool(mockServer); - - const handler = handlers.get('get-annotated-message')!; - const result = await handler({ messageType: 'debug', includeImage: false }); - - expect(result.content[0].text).toContain('Debug:'); - expect(result.content[0].annotations.priority).toBe(0.3); - expect(result.content[0].annotations.audience).toEqual(['assistant']); - }); - - it('should include annotated image when requested', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetAnnotatedMessageTool(mockServer); - - const handler = handlers.get('get-annotated-message')!; - const result = await handler({ messageType: 'success', includeImage: true }); - - expect(result.content).toHaveLength(2); - expect(result.content[1].type).toBe('image'); - expect(result.content[1].annotations).toEqual({ - priority: 0.5, - audience: ['user'], - }); - }); - }); - - describe('trigger-long-running-operation', () => { - it('should complete operation and return result', async () => { - const { mockServer, handlers } = createMockServer(); - registerTriggerLongRunningOperationTool(mockServer); - - const handler = handlers.get('trigger-long-running-operation')!; - // Use very short duration for test - const result = await handler( - { duration: 0.1, steps: 2 }, - { _meta: {}, requestId: 'test-123' } - ); - - expect(result.content[0].text).toContain('Long running operation completed'); - expect(result.content[0].text).toContain('Duration: 0.1 seconds'); - expect(result.content[0].text).toContain('Steps: 2'); - }, 10000); - - it('should send progress notifications when progressToken provided', async () => { - const { mockServer, handlers } = createMockServer(); - registerTriggerLongRunningOperationTool(mockServer); - - const handler = handlers.get('trigger-long-running-operation')!; - await handler( - { duration: 0.1, steps: 2 }, - { _meta: { progressToken: 'token-123' }, requestId: 'test-456', sessionId: 'session-1' } - ); - - expect(mockServer.server.notification).toHaveBeenCalledTimes(2); - expect(mockServer.server.notification).toHaveBeenCalledWith( - expect.objectContaining({ - method: 'notifications/progress', - params: expect.objectContaining({ - progressToken: 'token-123', - }), - }), - expect.any(Object) - ); - }, 10000); - }); - - describe('get-resource-links', () => { - it('should return specified number of resource links', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceLinksTool(mockServer); - - const handler = handlers.get('get-resource-links')!; - const result = await handler({ count: 3 }); - - // 1 intro text + 3 resource links - expect(result.content).toHaveLength(4); - expect(result.content[0].type).toBe('text'); - expect(result.content[0].text).toContain('3 resource links'); - - // Check resource links - for (let i = 1; i < 4; i++) { - expect(result.content[i].type).toBe('resource_link'); - expect(result.content[i].uri).toBeDefined(); - expect(result.content[i].name).toBeDefined(); - } - }); - - it('should alternate between text and blob resources', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceLinksTool(mockServer); - - const handler = handlers.get('get-resource-links')!; - const result = await handler({ count: 4 }); - - // Odd IDs (1, 3) are blob, even IDs (2, 4) are text - expect(result.content[1].name).toContain('Blob'); - expect(result.content[2].name).toContain('Text'); - expect(result.content[3].name).toContain('Blob'); - expect(result.content[4].name).toContain('Text'); - }); - - it('should use default count of 3', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceLinksTool(mockServer); - - const handler = handlers.get('get-resource-links')!; - const result = await handler({}); - - // 1 intro text + 3 resource links (default) - expect(result.content).toHaveLength(4); - }); - }); - - describe('get-resource-reference', () => { - it('should return text resource reference', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceReferenceTool(mockServer); - - const handler = handlers.get('get-resource-reference')!; - const result = await handler({ resourceType: 'Text', resourceId: 1 }); - - expect(result.content).toHaveLength(3); - expect(result.content[0].text).toContain('Resource 1'); - expect(result.content[1].type).toBe('resource'); - expect(result.content[1].resource.uri).toContain('text/1'); - expect(result.content[2].text).toContain('URI'); - }); - - it('should return blob resource reference', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceReferenceTool(mockServer); - - const handler = handlers.get('get-resource-reference')!; - const result = await handler({ resourceType: 'Blob', resourceId: 5 }); - - expect(result.content[1].resource.uri).toContain('blob/5'); - }); - - it('should reject invalid resource type', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceReferenceTool(mockServer); - - const handler = handlers.get('get-resource-reference')!; - await expect(handler({ resourceType: 'Invalid', resourceId: 1 })).rejects.toThrow( - 'Invalid resourceType' - ); - }); - - it('should reject invalid resource ID', async () => { - const { mockServer, handlers } = createMockServer(); - registerGetResourceReferenceTool(mockServer); - - const handler = handlers.get('get-resource-reference')!; - await expect(handler({ resourceType: 'Text', resourceId: -1 })).rejects.toThrow( - 'Invalid resourceId' - ); - await expect(handler({ resourceType: 'Text', resourceId: 0 })).rejects.toThrow( - 'Invalid resourceId' - ); - await expect(handler({ resourceType: 'Text', resourceId: 1.5 })).rejects.toThrow( - 'Invalid resourceId' - ); - }); - }); - - describe('toggle-simulated-logging', () => { - it('should start logging when not active', async () => { - const { mockServer, handlers } = createMockServer(); - registerToggleSimulatedLoggingTool(mockServer); - - const handler = handlers.get('toggle-simulated-logging')!; - const result = await handler({}, { sessionId: 'test-session-1' }); - - expect(result.content[0].text).toContain('Started'); - expect(result.content[0].text).toContain('test-session-1'); - }); - - it('should stop logging when already active', async () => { - const { mockServer, handlers } = createMockServer(); - registerToggleSimulatedLoggingTool(mockServer); - - const handler = handlers.get('toggle-simulated-logging')!; - - // First call starts logging - await handler({}, { sessionId: 'test-session-2' }); - - // Second call stops logging - const result = await handler({}, { sessionId: 'test-session-2' }); - - expect(result.content[0].text).toContain('Stopped'); - expect(result.content[0].text).toContain('test-session-2'); - }); - - it('should handle undefined sessionId', async () => { - const { mockServer, handlers } = createMockServer(); - registerToggleSimulatedLoggingTool(mockServer); - - const handler = handlers.get('toggle-simulated-logging')!; - const result = await handler({}, {}); - - expect(result.content[0].text).toContain('Started'); - }); - }); - - describe('toggle-subscriber-updates', () => { - it('should start updates when not active', async () => { - const { mockServer, handlers } = createMockServer(); - registerToggleSubscriberUpdatesTool(mockServer); - - const handler = handlers.get('toggle-subscriber-updates')!; - const result = await handler({}, { sessionId: 'sub-session-1' }); - - expect(result.content[0].text).toContain('Started'); - expect(result.content[0].text).toContain('sub-session-1'); - }); - - it('should stop updates when already active', async () => { - const { mockServer, handlers } = createMockServer(); - registerToggleSubscriberUpdatesTool(mockServer); - - const handler = handlers.get('toggle-subscriber-updates')!; - - // First call starts updates - await handler({}, { sessionId: 'sub-session-2' }); - - // Second call stops updates - const result = await handler({}, { sessionId: 'sub-session-2' }); - - expect(result.content[0].text).toContain('Stopped'); - expect(result.content[0].text).toContain('sub-session-2'); - }); - }); - - describe('trigger-sampling-request', () => { - it('should not register when client does not support sampling', () => { - const { mockServer } = createMockServer(); - registerTriggerSamplingRequestTool(mockServer); - - // Tool should not be registered since mock server returns empty capabilities - expect(mockServer.registerTool).not.toHaveBeenCalled(); - }); - - it('should register when client supports sampling', () => { - const handlers: Map = new Map(); - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ sampling: {} })), - }, - } as unknown as McpServer; - - registerTriggerSamplingRequestTool(mockServer); - - expect(mockServer.registerTool).toHaveBeenCalledWith( - 'trigger-sampling-request', - expect.objectContaining({ - title: 'Trigger Sampling Request Tool', - description: expect.stringContaining('Sampling'), - }), - expect.any(Function) - ); - }); - - it('should send sampling request and return result', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ - model: 'test-model', - content: { type: 'text', text: 'LLM response' }, - }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ sampling: {} })), - }, - } as unknown as McpServer; - - registerTriggerSamplingRequestTool(mockServer); - - const handler = handlers.get('trigger-sampling-request')!; - const result = await handler( - { prompt: 'Test prompt', maxTokens: 50 }, - { sendRequest: mockSendRequest } - ); - - expect(mockSendRequest).toHaveBeenCalledWith( - expect.objectContaining({ - method: 'sampling/createMessage', - params: expect.objectContaining({ - maxTokens: 50, - }), - }), - expect.anything() - ); - expect(result.content[0].text).toContain('LLM sampling result'); - }); - }); - - describe('trigger-elicitation-request', () => { - it('should not register when client does not support elicitation', () => { - const { mockServer } = createMockServer(); - registerTriggerElicitationRequestTool(mockServer); - - expect(mockServer.registerTool).not.toHaveBeenCalled(); - }); - - it('should register when client supports elicitation', () => { - const handlers: Map = new Map(); - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: {} })), - }, - } as unknown as McpServer; - - registerTriggerElicitationRequestTool(mockServer); - - expect(mockServer.registerTool).toHaveBeenCalledWith( - 'trigger-elicitation-request', - expect.objectContaining({ - title: 'Trigger Elicitation Request Tool', - description: expect.stringContaining('Elicitation'), - }), - expect.any(Function) - ); - }); - - it('should handle accept action with user content', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ - action: 'accept', - content: { - name: 'John Doe', - check: true, - email: 'john@example.com', - }, - }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: {} })), - }, - } as unknown as McpServer; - - registerTriggerElicitationRequestTool(mockServer); - - const handler = handlers.get('trigger-elicitation-request')!; - const result = await handler({}, { sendRequest: mockSendRequest }); - - expect(result.content[0].text).toContain('✅'); - expect(result.content[0].text).toContain('provided'); - expect(result.content[1].text).toContain('John Doe'); - }); - - it('should handle decline action', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ - action: 'decline', - }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: {} })), - }, - } as unknown as McpServer; - - registerTriggerElicitationRequestTool(mockServer); - - const handler = handlers.get('trigger-elicitation-request')!; - const result = await handler({}, { sendRequest: mockSendRequest }); - - expect(result.content[0].text).toContain('❌'); - expect(result.content[0].text).toContain('declined'); - }); - - it('should handle cancel action', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ - action: 'cancel', - }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: {} })), - }, - } as unknown as McpServer; - - registerTriggerElicitationRequestTool(mockServer); - - const handler = handlers.get('trigger-elicitation-request')!; - const result = await handler({}, { sendRequest: mockSendRequest }); - - expect(result.content[0].text).toContain('⚠️'); - expect(result.content[0].text).toContain('cancelled'); - }); - }); - - describe('trigger-url-elicitation', () => { - // The error-path marker is module-level state shared across cases; reset it - // so tests are independent of order and of each other's leftover keys. - beforeEach(() => { - __resetIssuedErrorPathElicitations(); - }); - - it('should not register when client does not support URL elicitation', () => { - const handlers: Map = new Map(); - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { form: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - expect(mockServer.registerTool).not.toHaveBeenCalled(); - }); - - it('should register when client supports URL elicitation', () => { - const handlers: Map = new Map(); - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - expect(mockServer.registerTool).toHaveBeenCalledWith( - 'trigger-url-elicitation', - expect.objectContaining({ - title: 'Trigger URL Elicitation Tool', - description: expect.stringContaining('URL elicitation'), - }), - expect.any(Function) - ); - }); - - it('should send URL-mode elicitation request when errorPath is false', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ - action: 'accept', - }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - const handler = handlers.get('trigger-url-elicitation')!; - const result = await handler( - { - url: 'https://example.com/verify', - message: 'Open this page to verify your identity', - elicitationId: 'elicitation-123', - errorPath: false, - }, - { sendRequest: mockSendRequest } - ); - - expect(mockSendRequest).toHaveBeenCalledWith( - expect.objectContaining({ - method: 'elicitation/create', - params: expect.objectContaining({ - mode: 'url', - url: 'https://example.com/verify', - message: 'Open this page to verify your identity', - elicitationId: 'elicitation-123', - }), - }), - expect.anything(), - expect.anything() - ); - - expect(result.content[0].text).toContain( - '✅ User completed the URL elicitation flow.' - ); - }); - - it('should not register when client has no elicitation capability at all', () => { - const mockServer = { - registerTool: vi.fn(), - server: { - getClientCapabilities: vi.fn(() => ({})), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - expect(mockServer.registerTool).not.toHaveBeenCalled(); - }); - - it('should not register when client capabilities are undefined', () => { - const mockServer = { - registerTool: vi.fn(), - server: { - getClientCapabilities: vi.fn(() => undefined), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - expect(mockServer.registerTool).not.toHaveBeenCalled(); - }); - - it('should default the elicitationId to a random UUID when omitted', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ - action: 'accept', - }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - const handler = handlers.get('trigger-url-elicitation')!; - await handler( - { - url: 'https://example.com/verify', - message: 'Open this page to verify your identity', - errorPath: false, - }, - { sendRequest: mockSendRequest } - ); - - const sentParams = mockSendRequest.mock.calls[0][0].params; - expect(sentParams.elicitationId).toMatch( - /^[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}$/ - ); - }); - - it('should report a declined URL elicitation', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ action: 'decline' }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - const handler = handlers.get('trigger-url-elicitation')!; - const result = await handler( - { - url: 'https://example.com/verify', - message: 'Open this page to verify your identity', - elicitationId: 'elicitation-123', - errorPath: false, - }, - { sendRequest: mockSendRequest } - ); - - expect(result.content[0].text).toContain('❌ User declined to open the URL'); - }); - - it('should report a cancelled URL elicitation', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ action: 'cancel' }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - const handler = handlers.get('trigger-url-elicitation')!; - const result = await handler( - { - url: 'https://example.com/verify', - message: 'Open this page to verify your identity', - elicitationId: 'elicitation-123', - errorPath: false, - }, - { sendRequest: mockSendRequest } - ); - - expect(result.content[0].text).toContain( - '⚠️ User cancelled the URL elicitation' - ); - }); - - it('should throw MCP error -32042 with a prerequisite elicitation pointing at a different URL when errorPath is true', async () => { - const handlers: Map = new Map(); - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - const handler = handlers.get('trigger-url-elicitation')!; - - expect.assertions(5); - - try { - await handler( - { - url: 'https://example.com/connect', - message: 'Authorization is required to continue.', - elicitationId: 'elicitation-xyz', - errorPath: true, - }, - {} - ); - } catch (error: any) { - expect(error.code).toBe(-32042); - const prerequisite = error.data.elicitations[0]; - expect(prerequisite.mode).toBe('url'); - // The prerequisite must NOT reuse the failing URL, otherwise the client - // would complete it, retry, hit the same error, and loop forever. - expect(prerequisite.url).toBe('https://modelcontextprotocol.io'); - expect(prerequisite.url).not.toBe('https://example.com/connect'); - // It carries its own elicitation id for the prerequisite itself. - expect(typeof prerequisite.elicitationId).toBe('string'); - } - }); - - it('should ignore errorPath and take the request path when the same call is retried after the prerequisite', async () => { - const handlers: Map = new Map(); - const mockSendRequest = vi.fn().mockResolvedValue({ action: 'accept' }); - - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ elicitation: { url: {} } })), - }, - } as unknown as McpServer; - - registerTriggerUrlElicitationTool(mockServer); - - const handler = handlers.get('trigger-url-elicitation')!; - // A real client retries with the *same* arguments and does not echo the - // prerequisite's elicitationId. Note these args omit elicitationId, so the - // correlation must rely on stable inputs (session + url), not a per-call - // random id. - const args = { - url: 'https://example.com/connect', - message: 'Authorization is required to continue.', - errorPath: true, - }; - const extra = { sessionId: 'session-1', sendRequest: mockSendRequest }; - - // First call: error path issues the prerequisite and throws -32042. - let prerequisiteUrl: string | undefined; - try { - await handler(args, extra); - throw new Error('expected first call to throw'); - } catch (error: any) { - expect(error.code).toBe(-32042); - prerequisiteUrl = error.data.elicitations[0].url; - expect(prerequisiteUrl).toBe('https://modelcontextprotocol.io'); - expect(mockSendRequest).not.toHaveBeenCalled(); - } - - // Plain retry with identical arguments: errorPath is ignored and the call - // proceeds via the request path instead of throwing the prerequisite again. - const result = await handler({ ...args }, extra); - - expect(mockSendRequest).toHaveBeenCalledWith( - expect.objectContaining({ - method: 'elicitation/create', - params: expect.objectContaining({ - mode: 'url', - url: 'https://example.com/connect', - }), - }), - expect.anything(), - expect.anything() - ); - expect(result.content[0].text).toContain( - '✅ User completed the URL elicitation flow.' - ); - }); - }); - - describe('get-roots-list', () => { - it('should not register when client does not support roots', () => { - const { mockServer } = createMockServer(); - registerGetRootsListTool(mockServer); - - expect(mockServer.registerTool).not.toHaveBeenCalled(); - }); - - it('should register when client supports roots', () => { - const handlers: Map = new Map(); - const mockServer = { - registerTool: vi.fn((name: string, config: any, handler: Function) => { - handlers.set(name, handler); - }), - server: { - getClientCapabilities: vi.fn(() => ({ roots: {} })), - }, - } as unknown as McpServer; - - registerGetRootsListTool(mockServer); - - expect(mockServer.registerTool).toHaveBeenCalledWith( - 'get-roots-list', - expect.objectContaining({ - title: 'Get Roots List Tool', - description: expect.stringContaining('roots'), - }), - expect.any(Function) - ); - }); - }); - - describe('simulate-research-query', () => { - function createMockServerWithTasks() { - const taskHandlers: Record = {}; - const mockServer = { - experimental: { - tasks: { - registerToolTask: vi.fn((_name: string, _config: any, handler: any) => { - Object.assign(taskHandlers, handler); - }), - }, - }, - server: { getClientCapabilities: vi.fn(() => ({ elicitation: {} })) }, - } as unknown as McpServer; - return { mockServer, taskHandlers }; - } - - function createMockTaskStore(taskId: string) { - return { - createTask: vi.fn().mockResolvedValue({ - taskId, - status: 'working', - createdAt: new Date().toISOString(), - lastUpdatedAt: new Date().toISOString(), - ttl: 300000, - pollInterval: 1000, - }), - updateTaskStatus: vi.fn().mockResolvedValue(undefined), - storeTaskResult: vi.fn().mockResolvedValue(undefined), - getTask: vi.fn(), - getTaskResult: vi.fn(), - }; - } - - it('should pass relatedTask to sendRequest when elicitation is triggered', async () => { - vi.useFakeTimers(); - - const { mockServer, taskHandlers } = createMockServerWithTasks(); - registerSimulateResearchQueryTool(mockServer); - - const mockTaskStore = createMockTaskStore('task-abc'); - const mockSendRequest = vi.fn().mockResolvedValue({ - action: 'accept', - content: { interpretation: 'technical' }, - }); - - await taskHandlers.createTask( - { topic: 'python', ambiguous: true }, - { taskStore: mockTaskStore, sendRequest: mockSendRequest } - ); - - await vi.runAllTimersAsync(); - vi.useRealTimers(); - - expect(mockSendRequest).toHaveBeenCalledWith( - expect.objectContaining({ method: 'elicitation/create' }), - expect.anything(), - expect.objectContaining({ relatedTask: { taskId: 'task-abc' } }) - ); - }); - - it('should complete without elicitation for non-ambiguous query', async () => { - vi.useFakeTimers(); - - const { mockServer, taskHandlers } = createMockServerWithTasks(); - registerSimulateResearchQueryTool(mockServer); - - const mockTaskStore = createMockTaskStore('task-def'); - const mockSendRequest = vi.fn(); - - await taskHandlers.createTask( - { topic: 'python', ambiguous: false }, - { taskStore: mockTaskStore, sendRequest: mockSendRequest } - ); - - await vi.runAllTimersAsync(); - vi.useRealTimers(); - - expect(mockSendRequest).not.toHaveBeenCalled(); - expect(mockTaskStore.storeTaskResult).toHaveBeenCalledWith( - 'task-def', 'completed', expect.anything() - ); - }); - }); - - describe('gzip-file-as-resource', () => { - it('should compress data URI and return resource link', async () => { - const registeredResources: any[] = []; - const mockServer = { - registerTool: vi.fn(), - registerResource: vi.fn((...args) => { - registeredResources.push(args); - }), - } as unknown as McpServer; - - // Get the handler - let handler: Function | null = null; - (mockServer.registerTool as any).mockImplementation( - (name: string, config: any, h: Function) => { - handler = h; - } - ); - - registerGZipFileAsResourceTool(mockServer); - - // Create a data URI with test content - const testContent = 'Hello, World!'; - const dataUri = `data:text/plain;base64,${Buffer.from(testContent).toString('base64')}`; - - const result = await handler!( - { name: 'test.txt.gz', data: dataUri, outputType: 'resourceLink' } - ); - - expect(result.content[0].type).toBe('resource_link'); - expect(result.content[0].uri).toContain('test.txt.gz'); - }); - - it('should return resource directly when outputType is resource', async () => { - const mockServer = { - registerTool: vi.fn(), - registerResource: vi.fn(), - } as unknown as McpServer; - - let handler: Function | null = null; - (mockServer.registerTool as any).mockImplementation( - (name: string, config: any, h: Function) => { - handler = h; - } - ); - - registerGZipFileAsResourceTool(mockServer); - - const testContent = 'Test content for compression'; - const dataUri = `data:text/plain;base64,${Buffer.from(testContent).toString('base64')}`; - - const result = await handler!( - { name: 'output.gz', data: dataUri, outputType: 'resource' } - ); - - expect(result.content[0].type).toBe('resource'); - expect(result.content[0].resource.mimeType).toBe('application/gzip'); - expect(result.content[0].resource.blob).toBeDefined(); - }); - - it('should reject unsupported URL protocols', async () => { - const mockServer = { - registerTool: vi.fn(), - registerResource: vi.fn(), - } as unknown as McpServer; - - let handler: Function | null = null; - (mockServer.registerTool as any).mockImplementation( - (name: string, config: any, h: Function) => { - handler = h; - } - ); - - registerGZipFileAsResourceTool(mockServer); - - await expect( - handler!({ name: 'test.gz', data: 'ftp://example.com/file.txt', outputType: 'resource' }) - ).rejects.toThrow('Unsupported URL protocol'); - }); - }); -}); diff --git a/src/everything/docs/features.md b/src/everything/docs/features.md index a5429ac..c10f311 100644 --- a/src/everything/docs/features.md +++ b/src/everything/docs/features.md @@ -19,15 +19,10 @@ - `get-structured-content` (tools/get-structured-content.ts): Demonstrates structured responses. Accepts `location` input and returns both backward‑compatible `content` (a `text` block containing JSON) and `structuredContent` validated by an `outputSchema` (temperature, conditions, humidity). - `get-sum` (tools/get-sum.ts): For two numbers `a` and `b` calculates and returns their sum. Uses Zod to validate inputs. - `get-tiny-image` (tools/get-tiny-image.ts): Returns a tiny PNG MCP logo as an `image` content item with brief descriptive text before and after. -- `trigger-long-running-operation` (tools/trigger-long-running-operation.ts): Simulates a multi-step operation over a given `duration` and number of `steps`; reports progress via `notifications/progress` when a `progressToken` is provided by the client. +- `trigger-long-running-operation` (tools/trigger-trigger-long-running-operation.ts): Simulates a multi-step operation over a given `duration` and number of `steps`; reports progress via `notifications/progress` when a `progressToken` is provided by the client. - `toggle-simulated-logging` (tools/toggle-simulated-logging.ts): Starts or stops simulated, random‑leveled logging for the invoking session. Respects the client’s selected minimum logging level. - `toggle-subscriber-updates` (tools/toggle-subscriber-updates.ts): Starts or stops simulated resource update notifications for URIs the invoking session has subscribed to. -- `trigger-elicitation-request` (tools/trigger-elicitation-request.ts): Issues an `elicitation/create` request using form-mode fields (strings, numbers, booleans, enums, and format validation) and returns the resulting action/content. -- `trigger-url-elicitation` (tools/trigger-url-elicitation.ts): Issues an `elicitation/create` request in URL mode (`mode: "url"`) with an `elicitationId`, or throws MCP error `-32042` (`UrlElicitationRequiredError`) when `errorPath=true`. On the error path the prerequisite elicitation it returns points at a different URL than the failing request (`https://modelcontextprotocol.io`); when the client satisfies it and retries the same call, the retry ignores `errorPath` and proceeds via the request path, so the client does not loop on the same error. The retry marker is one-shot per `(session, url, elicitationId)`: it is cleared on the recognized retry, so re-running the error path with identical arguments without an intervening prerequisite is treated as a retry and proceeds. Requires client capability `elicitation.url`. -- `trigger-sampling-request` (tools/trigger-sampling-request.ts): Issues a `sampling/createMessage` request to the client/LLM using provided `prompt` and optional generation controls; returns the LLM's response payload. -- `simulate-research-query` (tools/simulate-research-query.ts): Demonstrates MCP Tasks (SEP-1686) with a simulated multi-stage research operation. Accepts `topic` and `ambiguous` parameters. Returns a task that progresses through stages with status updates. If `ambiguous` is true and client supports elicitation, sends an elicitation request directly to gather clarification before completing. -- `trigger-sampling-request-async` (tools/trigger-sampling-request-async.ts): Demonstrates bidirectional tasks where the server sends a sampling request that the client executes as a background task. Server polls for status and retrieves the LLM result when complete. Requires client to support `tasks.requests.sampling.createMessage`. -- `trigger-elicitation-request-async` (tools/trigger-elicitation-request-async.ts): Demonstrates bidirectional tasks where the server sends an elicitation request that the client executes as a background task. Server polls while waiting for user input. Requires client to support `tasks.requests.elicitation.create`. +- `trigger-sampling-request` (tools/trigger-sampling-request.ts): Issues a `sampling/createMessage` request to the client/LLM using provided `prompt` and optional generation controls; returns the LLM’s response payload. ## Prompts @@ -55,51 +50,3 @@ - Simulated logging is available but off by default. - Use the `toggle-simulated-logging` tool to start/stop periodic log messages of varying levels (debug, info, notice, warning, error, critical, alert, emergency) per session. - Clients can control the minimum level they receive via the standard MCP `logging/setLevel` request. - -## Tasks (SEP-1686) - -The server advertises support for MCP Tasks, enabling long-running operations with status tracking: - -- **Capabilities advertised**: `tasks.list`, `tasks.cancel`, `tasks.requests.tools.call` -- **Task Store**: Uses `InMemoryTaskStore` from SDK experimental for task lifecycle management -- **Message Queue**: Uses `InMemoryTaskMessageQueue` for task-related messaging - -### Task Lifecycle - -1. Client calls `tools/call` with `task: true` parameter -2. Server returns `CreateTaskResult` with `taskId` instead of immediate result -3. Client polls `tasks/get` to check status and receive `statusMessage` updates -4. When status is `completed`, client calls `tasks/result` to retrieve the final result - -### Task Statuses - -- `working`: Task is actively processing -- `input_required`: Task needs additional input (server sends elicitation request directly) -- `completed`: Task finished successfully -- `failed`: Task encountered an error -- `cancelled`: Task was cancelled by client - -### Demo Tools - -**Server-side tasks (client calls server):** -Use the `simulate-research-query` tool to exercise the full task lifecycle. Set `ambiguous: true` to trigger elicitation - the server will send an `elicitation/create` request directly and await the response before completing. - -**Client-side tasks (server calls client):** -Use `trigger-sampling-request-async` or `trigger-elicitation-request-async` to demonstrate bidirectional tasks where the server sends requests that the client executes as background tasks. These require the client to advertise `tasks.requests.sampling.createMessage` or `tasks.requests.elicitation.create` capabilities respectively. - -### Bidirectional Task Flow - -MCP Tasks are bidirectional - both server and client can be task executors: - -| Direction | Request Type | Task Executor | Demo Tool | -| ---------------- | ------------------------ | ------------- | ----------------------------------- | -| Client -> Server | `tools/call` | Server | `simulate-research-query` | -| Server -> Client | `sampling/createMessage` | Client | `trigger-sampling-request-async` | -| Server -> Client | `elicitation/create` | Client | `trigger-elicitation-request-async` | - -For client-side tasks: - -1. Server sends request with task metadata (e.g., `params.task.ttl`) -2. Client creates task and returns `CreateTaskResult` with `taskId` -3. Server polls `tasks/get` for status updates -4. When complete, server calls `tasks/result` to retrieve the result diff --git a/src/everything/docs/startup.md b/src/everything/docs/startup.md index 5d70e98..1d00658 100644 --- a/src/everything/docs/startup.md +++ b/src/everything/docs/startup.md @@ -54,7 +54,7 @@ - `prompts: {}` - `resources: { subscribe: true }` - **Server Instructions** - - Loaded from the docs folder (`instructions.md`). + - Loaded from the docs folder (`server-instructions.md`). - **Registrations** - Registers **tools** via `registerTools(server)`. - Registers **resources** via `registerResources(server)`. diff --git a/src/everything/docs/structure.md b/src/everything/docs/structure.md index ff1e67d..6bcedcd 100644 --- a/src/everything/docs/structure.md +++ b/src/everything/docs/structure.md @@ -48,15 +48,11 @@ src/everything │ ├── get-sum.ts │ ├── get-tiny-image.ts │ ├── gzip-file-as-resource.ts - │ ├── simulate-research-query.ts │ ├── toggle-simulated-logging.ts │ ├── toggle-subscriber-updates.ts │ ├── trigger-elicitation-request.ts - │ ├── trigger-elicitation-request-async.ts │ ├── trigger-long-running-operation.ts - │ ├── trigger-sampling-request.ts - │ ├── trigger-sampling-request-async.ts - │ └── trigger-url-elicitation.ts + │ └── trigger-sampling-request.ts └── transports ├── sse.ts ├── stdio.ts @@ -85,19 +81,9 @@ src/everything ### `docs/` - `architecture.md` - - Describes the server architecture, including transport layers, session initialization, and primitive registration. -- `extension.md` - - Explains how to extend the server with new tools, prompts, resources, or transports. -- `features.md` - - A comprehensive reference listing all implemented prompts, resources, tools, and protocol behaviors. -- `how-it-works.md` - - Explains how SSE and Streamable HTTP transports are set up and how sessions are managed. -- `instructions.md` - - Human‑readable instructions intended to be passed to the client/LLM as guidance on server use. Loaded by the server at startup and returned in the initialize exchange. -- `startup.md` - - Describes the server startup sequence, environment checks, and initialization. -- `structure.md` - This document. +- `server-instructions.md` + - Human‑readable instructions intended to be passed to the client/LLM as for guidance on server use. Loaded by the server at startup and returned in the "initialize" exchange. ### `prompts/` @@ -143,7 +129,7 @@ src/everything - `echo.ts` - Registers an `echo` tool that takes a message and returns `Echo: {message}`. - `get-annotated-message.ts` - - Registers a `get-annotated-message` tool which demonstrates content-level annotations. Emits a primary `text` message with content `annotations` (`priority`, `audience`) that vary by `messageType` (`"error" | "success" | "debug"`), and optionally includes an annotated `image` (tiny PNG) when `includeImage` is true. All tools in this server include tool-level annotations (`readOnlyHint`, `destructiveHint`, `idempotentHint`, `openWorldHint`). + - Registers an `annotated-message` tool which demonstrates annotated content items by emitting a primary `text` message with `annotations` that vary by `messageType` (`"error" | "success" | "debug"`), and optionally includes an annotated `image` (tiny PNG) when `includeImage` is true. - `get-env.ts` - Registers a `get-env` tool that returns the current process environment variables as formatted JSON text; useful for debugging configuration. - `get-resource-links.ts` @@ -161,26 +147,18 @@ src/everything - `GZIP_MAX_FETCH_SIZE` (bytes, default 10 MiB) - `GZIP_MAX_FETCH_TIME_MILLIS` (ms, default 30000) - `GZIP_ALLOWED_DOMAINS` (comma-separated allowlist; empty means all domains allowed) -- `simulate-research-query.ts` - - Registers a `simulate-research-query` task-based tool that demonstrates the MCP Tasks feature (SEP-1686). Simulates a multi-stage research operation with progress updates. If the query is marked as ambiguous and the client supports elicitation, it pauses mid-execution to request clarification via `elicitation/create`. Uses `server.experimental.tasks.registerToolTask()` with `execution: { taskSupport: "required" }`. - `trigger-elicitation-request.ts` - Registers a `trigger-elicitation-request` tool that sends an `elicitation/create` request to the client/LLM and returns the elicitation result. -- `trigger-url-elicitation.ts` - - Registers a `trigger-url-elicitation` tool that either sends an out-of-band URL-mode `elicitation/create` request (`mode: "url"`) including an `elicitationId` (request path) or throws `UrlElicitationRequiredError` (`-32042`) for client-handled URL elicitation (error path). On the error path the carried prerequisite elicitation points at a different URL than the failing one (`https://modelcontextprotocol.io`), and when the client satisfies it and retries the same call, the retry ignores `errorPath` and proceeds via the request path — so the client does not loop on the same error. -- `trigger-elicitation-request-async.ts` - - Registers a `trigger-elicitation-request-async` tool that demonstrates bidirectional MCP tasks for elicitation. Sends an elicitation request with task metadata, then polls the client's `tasks/get` endpoint for completion status before fetching the final result. - `trigger-sampling-request.ts` - Registers a `trigger-sampling-request` tool that sends a `sampling/createMessage` request to the client/LLM and returns the sampling result. -- `trigger-sampling-request-async.ts` - - Registers a `trigger-sampling-request-async` tool that demonstrates bidirectional MCP tasks for sampling. Sends a sampling request with task metadata, then polls the client's `tasks/get` endpoint for completion status before fetching the final result. - `get-structured-content.ts` - Registers a `get-structured-content` tool that demonstrates structuredContent block responses. - `get-sum.ts` - - Registers a `get-sum` tool with a Zod input schema that sums two numbers `a` and `b` and returns the result. + - Registers an `get-sum` tool with a Zod input schema that sums two numbers `a` and `b` and returns the result. - `get-tiny-image.ts` - Registers a `get-tiny-image` tool, which returns a tiny PNG MCP logo as an `image` content item, along with surrounding descriptive `text` items. - `trigger-long-running-operation.ts` - - Registers a `trigger-long-running-operation` tool that simulates a long-running task over a specified `duration` (seconds) and number of `steps`; emits `notifications/progress` updates when the client supplies a `progressToken`. + - Registers a `long-running-operation` tool that simulates a long-running task over a specified `duration` (seconds) and number of `steps`; emits `notifications/progress` updates when the client supplies a `progressToken`. - `toggle-simulated-logging.ts` - Registers a `toggle-simulated-logging` tool, which starts or stops simulated logging for the invoking session. - `toggle-subscriber-updates.ts` diff --git a/src/everything/package.json b/src/everything/package.json index 745d1b1..3617131 100644 --- a/src/everything/package.json +++ b/src/everything/package.json @@ -1,10 +1,10 @@ { "name": "@modelcontextprotocol/server-everything", - "version": "2.0.0", + "version": "2026.1.14", "description": "MCP server that exercises all the features of the MCP protocol", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "mcpName": "io.github.modelcontextprotocol/server-everything", - "author": "Model Context Protocol a Series of LF Projects, LLC.", + "author": "Anthropic, PBC (https://anthropic.com)", "homepage": "https://modelcontextprotocol.io", "bugs": "https://github.com/modelcontextprotocol/servers/issues", "repository": { @@ -26,23 +26,21 @@ "start:sse": "node dist/index.js sse", "start:streamableHttp": "node dist/index.js streamableHttp", "prettier:fix": "prettier --write .", - "prettier:check": "prettier --check .", - "test": "vitest run --coverage" + "prettier:check": "prettier --check ." }, "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", + "@modelcontextprotocol/sdk": "^1.25.2", "cors": "^2.8.5", "express": "^5.2.1", "jszip": "^3.10.1", - "zod": "^4.0.0" + "zod": "^3.25.0", + "zod-to-json-schema": "^3.23.5" }, "devDependencies": { "@types/cors": "^2.8.19", "@types/express": "^5.0.6", - "@vitest/coverage-v8": "^4.1.8", - "prettier": "^2.8.8", - "shx": "^0.4.0", + "shx": "^0.3.4", "typescript": "^5.6.2", - "vitest": "^4.1.8" + "prettier": "^2.8.8" } -} +} \ No newline at end of file diff --git a/src/everything/resources/session.ts b/src/everything/resources/session.ts index 10e0db3..f4e16d3 100644 --- a/src/everything/resources/session.ts +++ b/src/everything/resources/session.ts @@ -1,13 +1,6 @@ -import { McpServer, RegisteredResource } from "@modelcontextprotocol/sdk/server/mcp.js"; +import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { Resource, ResourceLink } from "@modelcontextprotocol/sdk/types.js"; -/** - * Tracks registered session resources by URI to allow updating/removing on re-registration. - * This prevents "Resource already registered" errors when a tool creates a resource - * with the same URI multiple times during a session. - */ -const registeredResources = new Map(); - /** * Generates a session-scoped resource URI string based on the provided resource name. * @@ -54,27 +47,17 @@ export const registerSessionResource = ( blob: payload, }; - // Check if a resource with this URI is already registered and remove it - const existingResource = registeredResources.get(uri); - if (existingResource) { - existingResource.remove(); - registeredResources.delete(uri); - } - // Register file resource - const registeredResource = server.registerResource( + server.registerResource( name, uri, { mimeType, description, title, annotations, icons, _meta }, - async () => { + async (uri) => { return { contents: [resourceContent], }; } ); - // Track the registered resource for potential future removal - registeredResources.set(uri, registeredResource); - return { type: "resource_link", ...resource }; }; diff --git a/src/everything/resources/subscriptions.ts b/src/everything/resources/subscriptions.ts index 854a863..2a5e574 100644 --- a/src/everything/resources/subscriptions.ts +++ b/src/everything/resources/subscriptions.ts @@ -99,9 +99,10 @@ export const setSubscriptionHandlers = (server: McpServer) => { /** * Sends simulated resource update notifications to the subscribed client. * - * Iterates the URIs in `subscriptions` and emits a - * `notifications/resources/updated` notification for each URI the given - * sessionId is subscribed to. + * This function iterates through all resource URIs stored in the subscriptions + * and checks if the specified session ID is subscribed to them. If so, it sends + * a notification through the provided server. If the session ID is no longer valid + * (disconnected), it removes the session ID from the list of subscribers. * * @param {McpServer} server - The server instance used to send notifications. * @param {string | undefined} sessionId - The session ID of the client to check for subscriptions. @@ -121,6 +122,8 @@ const sendSimulatedResourceUpdates = async ( method: "notifications/resources/updated", params: { uri }, }); + } else { + subscribers.delete(sessionId); // subscriber has disconnected } } }; diff --git a/src/everything/resources/templates.ts b/src/everything/resources/templates.ts index 4530741..6d4903f 100644 --- a/src/everything/resources/templates.ts +++ b/src/everything/resources/templates.ts @@ -127,26 +127,31 @@ export const blobResourceUri = (resourceId: number) => new URL(`${blobUriBase}/${resourceId}`); /** - * Parses the resource identifier from the provided variables and validates - * that it is a positive integer. + * Parses the resource identifier from the provided URI and validates it + * against the given variables. Throws an error if the URI corresponds + * to an unknown resource or if the resource identifier is invalid. * - * The SDK only routes URIs that match the registered template to the - * resource handler, so by the time we get here the URI prefix is already - * known to be one of `textUriBase` / `blobUriBase`. Only the resourceId - * variable still needs validating. - * - * @param {URL} uri - The URI of the resource (used in the error message). - * @param {Record} variables - Context variables including resourceId. - * @returns {number} The parsed and validated resource identifier as a positive integer. - * @throws {Error} If the resourceId is not a finite positive integer. + * @param {URL} uri - The URI of the resource to be parsed. + * @param {Record} variables - A record containing context-specific variables that include the resourceId. + * @returns {number} The parsed and validated resource identifier as an integer. + * @throws {Error} Throws an error if the URI matches unsupported base URIs or if the resourceId is invalid. */ const parseResourceId = (uri: URL, variables: Record) => { - const idxStr = String((variables as any).resourceId ?? ""); - const idx = Number(idxStr); - if (Number.isFinite(idx) && Number.isInteger(idx) && idx > 0) { - return idx; + const uriError = `Unknown resource: ${uri.toString()}`; + if ( + uri.toString().startsWith(textUriBase) && + uri.toString().startsWith(blobUriBase) + ) { + throw new Error(uriError); + } else { + const idxStr = String((variables as any).resourceId ?? ""); + const idx = Number(idxStr); + if (Number.isFinite(idx) && Number.isInteger(idx) && idx > 0) { + return idx; + } else { + throw new Error(uriError); + } } - throw new Error(`Unknown resource: ${uri.toString()}`); }; /** diff --git a/src/everything/server/index.ts b/src/everything/server/index.ts index f1459cc..2471c6e 100644 --- a/src/everything/server/index.ts +++ b/src/everything/server/index.ts @@ -1,8 +1,4 @@ import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { - InMemoryTaskStore, - InMemoryTaskMessageQueue, -} from "@modelcontextprotocol/sdk/experimental/tasks"; import { setSubscriptionHandlers, stopSimulatedResourceUpdates, @@ -36,12 +32,6 @@ export const createServer: () => ServerFactoryResponse = () => { // Read the server instructions const instructions = readInstructions(); - // Create task store and message queue for task support - const taskStore = new InMemoryTaskStore(); - const taskMessageQueue = new InMemoryTaskMessageQueue(); - - let initializeTimeout: NodeJS.Timeout | null = null; - // Create the server const server = new McpServer( { @@ -62,19 +52,8 @@ export const createServer: () => ServerFactoryResponse = () => { listChanged: true, }, logging: {}, - tasks: { - list: {}, - cancel: {}, - requests: { - tools: { - call: {}, - }, - }, - }, }, instructions, - taskStore, - taskMessageQueue, } ); @@ -100,7 +79,7 @@ export const createServer: () => ServerFactoryResponse = () => { // This is delayed until after the `notifications/initialized` handler finishes, // otherwise, the request gets lost. const sessionId = server.server.transport?.sessionId; - initializeTimeout = setTimeout(() => syncRoots(server, sessionId), 350); + setTimeout(() => syncRoots(server, sessionId), 350); }; // Return the ServerFactoryResponse @@ -110,9 +89,6 @@ export const createServer: () => ServerFactoryResponse = () => { // Stop any simulated logging or resource updates that may have been initiated. stopSimulatedLogging(sessionId); stopSimulatedResourceUpdates(sessionId); - // Clean up task store timers - taskStore.cleanup(); - if (initializeTimeout) clearTimeout(initializeTimeout); }, } satisfies ServerFactoryResponse; }; diff --git a/src/everything/server/roots.ts b/src/everything/server/roots.ts index 34b12b2..999fda1 100644 --- a/src/everything/server/roots.ts +++ b/src/everything/server/roots.ts @@ -63,10 +63,15 @@ export const syncRoots = async (server: McpServer, sessionId?: string) => { ); } } catch (error) { - console.error( - `Failed to request roots from client ${sessionId}: ${ - error instanceof Error ? error.message : String(error) - }` + await server.sendLoggingMessage( + { + level: "error", + logger: "everything-server", + data: `Failed to request roots from client: ${ + error instanceof Error ? error.message : String(error) + }`, + }, + sessionId ); } }; diff --git a/src/everything/tools/echo.ts b/src/everything/tools/echo.ts index 0658e83..204a2fb 100644 --- a/src/everything/tools/echo.ts +++ b/src/everything/tools/echo.ts @@ -13,12 +13,6 @@ const config = { title: "Echo Tool", description: "Echoes back the input string", inputSchema: EchoSchema, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-annotated-message.ts b/src/everything/tools/get-annotated-message.ts index 5de72b0..ead0660 100644 --- a/src/everything/tools/get-annotated-message.ts +++ b/src/everything/tools/get-annotated-message.ts @@ -21,12 +21,6 @@ const config = { description: "Demonstrates how annotations can be used to provide metadata about content.", inputSchema: GetAnnotatedMessageSchema, - annotations: { - readOnlyHint: true, // This tool only returns data, no side effects - destructiveHint: false, // Does not delete or modify anything - idempotentHint: true, // Same input always produces same output - openWorldHint: false, // Does not interact with external systems - }, }; /** diff --git a/src/everything/tools/get-env.ts b/src/everything/tools/get-env.ts index 55eabfa..0adbf5a 100644 --- a/src/everything/tools/get-env.ts +++ b/src/everything/tools/get-env.ts @@ -8,12 +8,6 @@ const config = { description: "Returns all environment variables, helpful for debugging MCP server configuration", inputSchema: {}, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-resource-links.ts b/src/everything/tools/get-resource-links.ts index 7684cb6..b1fc627 100644 --- a/src/everything/tools/get-resource-links.ts +++ b/src/everything/tools/get-resource-links.ts @@ -25,12 +25,6 @@ const config = { description: "Returns up to ten resource links that reference different types of resources", inputSchema: GetResourceLinksSchema, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-resource-reference.ts b/src/everything/tools/get-resource-reference.ts index 5806365..d3dc5d3 100644 --- a/src/everything/tools/get-resource-reference.ts +++ b/src/everything/tools/get-resource-reference.ts @@ -28,12 +28,6 @@ const config = { title: "Get Resource Reference Tool", description: "Returns a resource reference that can be used by MCP clients", inputSchema: GetResourceReferenceSchema, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-roots-list.ts b/src/everything/tools/get-roots-list.ts index a8778e4..62363da 100644 --- a/src/everything/tools/get-roots-list.ts +++ b/src/everything/tools/get-roots-list.ts @@ -9,12 +9,6 @@ const config = { description: "Lists the current MCP roots provided by the client. Demonstrates the roots protocol capability even though this server doesn't access files.", inputSchema: {}, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-structured-content.ts b/src/everything/tools/get-structured-content.ts index f9bde5c..83c98c0 100644 --- a/src/everything/tools/get-structured-content.ts +++ b/src/everything/tools/get-structured-content.ts @@ -27,12 +27,6 @@ const config = { "Returns structured content along with an output schema for client data validation", inputSchema: GetStructuredContentInputSchema, outputSchema: GetStructuredContentOutputSchema, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-sum.ts b/src/everything/tools/get-sum.ts index 470293b..522043c 100644 --- a/src/everything/tools/get-sum.ts +++ b/src/everything/tools/get-sum.ts @@ -14,12 +14,6 @@ const config = { title: "Get Sum Tool", description: "Returns the sum of two numbers", inputSchema: GetSumSchema, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/get-tiny-image.ts b/src/everything/tools/get-tiny-image.ts index c38c3c6..720707d 100644 --- a/src/everything/tools/get-tiny-image.ts +++ b/src/everything/tools/get-tiny-image.ts @@ -11,12 +11,6 @@ const config = { title: "Get Tiny Image Tool", description: "Returns a tiny MCP logo image.", inputSchema: {}, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/gzip-file-as-resource.ts b/src/everything/tools/gzip-file-as-resource.ts index 3dd6fda..608fcf4 100644 --- a/src/everything/tools/gzip-file-as-resource.ts +++ b/src/everything/tools/gzip-file-as-resource.ts @@ -27,6 +27,7 @@ const GZIP_ALLOWED_DOMAINS = (process.env.GZIP_ALLOWED_DOMAINS ?? "") const GZipFileAsResourceSchema = z.object({ name: z.string().describe("Name of the output file").default("README.md.gz"), data: z + .string() .url() .describe("URL or data URI of the file content to compress") .default( @@ -47,12 +48,6 @@ const config = { description: "Compresses a single file using gzip compression. Depending upon the selected output type, returns either the compressed data as a gzipped resource or a resource link, allowing it to be downloaded in a subsequent request during the current session.", inputSchema: GZipFileAsResourceSchema, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: true, - openWorldHint: true, - }, }; /** diff --git a/src/everything/tools/index.ts b/src/everything/tools/index.ts index 0272126..d3bd2aa 100644 --- a/src/everything/tools/index.ts +++ b/src/everything/tools/index.ts @@ -14,10 +14,6 @@ import { registerToggleSubscriberUpdatesTool } from "./toggle-subscriber-updates import { registerTriggerElicitationRequestTool } from "./trigger-elicitation-request.js"; import { registerTriggerLongRunningOperationTool } from "./trigger-long-running-operation.js"; import { registerTriggerSamplingRequestTool } from "./trigger-sampling-request.js"; -import { registerTriggerSamplingRequestAsyncTool } from "./trigger-sampling-request-async.js"; -import { registerTriggerElicitationRequestAsyncTool } from "./trigger-elicitation-request-async.js"; -import { registerSimulateResearchQueryTool } from "./simulate-research-query.js"; -import { registerTriggerUrlElicitationTool } from "./trigger-url-elicitation.js"; /** * Register the tools with the MCP server. @@ -45,11 +41,5 @@ export const registerTools = (server: McpServer) => { export const registerConditionalTools = (server: McpServer) => { registerGetRootsListTool(server); registerTriggerElicitationRequestTool(server); - registerTriggerUrlElicitationTool(server); registerTriggerSamplingRequestTool(server); - // Task-based research tool (uses experimental tasks API) - registerSimulateResearchQueryTool(server); - // Bidirectional task tools - server sends requests that client executes as tasks - registerTriggerSamplingRequestAsyncTool(server); - registerTriggerElicitationRequestAsyncTool(server); }; diff --git a/src/everything/tools/simulate-research-query.ts b/src/everything/tools/simulate-research-query.ts deleted file mode 100644 index 098df8a..0000000 --- a/src/everything/tools/simulate-research-query.ts +++ /dev/null @@ -1,345 +0,0 @@ -import { z } from "zod"; -import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { - CallToolResult, - GetTaskResult, - Task, - ElicitResult, - ElicitResultSchema, -} from "@modelcontextprotocol/sdk/types.js"; -import { CreateTaskResult } from "@modelcontextprotocol/sdk/experimental/tasks"; - -// Tool input schema -const SimulateResearchQuerySchema = z.object({ - topic: z.string().describe("The research topic to investigate"), - ambiguous: z - .boolean() - .default(false) - .describe( - "Simulate an ambiguous query that requires clarification (triggers input_required status)" - ), -}); - -// Research stages -const STAGES = [ - "Gathering sources", - "Analyzing content", - "Synthesizing findings", - "Generating report", -]; - -// Duration per stage in milliseconds -const STAGE_DURATION = 1000; - -// Internal state for tracking research tasks -interface ResearchState { - topic: string; - ambiguous: boolean; - currentStage: number; - clarification?: string; - completed: boolean; - result?: CallToolResult; -} - -// Map to store research state per task -const researchStates = new Map(); - -/** - * Runs the background research process. - * Updates task status as it progresses through stages. - * If clarification is needed, sends elicitation via sendRequest with relatedTask, - * which queues the request in the task message queue. The SDK delivers it through - * the tasks/result stream when the client calls tasks/result (per spec input_required flow). - * This works on all transports (STDIO, SSE, Streamable HTTP). - */ -async function runResearchProcess( - taskId: string, - args: z.infer, - taskStore: { - updateTaskStatus: ( - taskId: string, - status: Task["status"], - message?: string - ) => Promise; - storeTaskResult: ( - taskId: string, - status: "completed" | "failed", - result: CallToolResult - ) => Promise; - }, - // eslint-disable-next-line @typescript-eslint/no-explicit-any - sendRequest: any -): Promise { - const state = researchStates.get(taskId); - if (!state) return; - - // Process each stage - for (let i = state.currentStage; i < STAGES.length; i++) { - state.currentStage = i; - - // Check if task was cancelled externally - if (state.completed) return; - - // Update status message for current stage - await taskStore.updateTaskStatus(taskId, "working", `${STAGES[i]}...`); - - // At synthesis stage (index 2), check if clarification is needed - if (i === 2 && state.ambiguous && !state.clarification) { - // Update status to show we're requesting input (spec SHOULD) - await taskStore.updateTaskStatus( - taskId, - "input_required", - `Found multiple interpretations for "${state.topic}". Requesting clarification...` - ); - - try { - // relatedTask queues elicitation via task message queue → delivered through tasks/result on all transports - const elicitResult: ElicitResult = await sendRequest( - { - method: "elicitation/create", - params: { - message: `The research query "${state.topic}" could have multiple interpretations. Please clarify what you're looking for:`, - requestedSchema: { - type: "object", - properties: { - interpretation: { - type: "string", - title: "Clarification", - description: - "Which interpretation of the topic do you mean?", - oneOf: getInterpretationsForTopic(state.topic), - }, - }, - required: ["interpretation"], - }, - }, - }, - ElicitResultSchema, - { relatedTask: { taskId } } - ); - - // Process elicitation response - if (elicitResult.action === "accept" && elicitResult.content) { - state.clarification = - (elicitResult.content as { interpretation?: string }) - .interpretation || "User accepted without selection"; - } else if (elicitResult.action === "decline") { - state.clarification = "User declined - using default interpretation"; - } else { - state.clarification = "User cancelled - using default interpretation"; - } - } catch (error) { - // Elicitation failed - use default interpretation and continue - console.warn( - `Elicitation failed for task ${taskId}:`, - error instanceof Error ? error.message : String(error) - ); - state.clarification = "technical (default - elicitation unavailable)"; - } - - // Resume with working status (spec SHOULD) - await taskStore.updateTaskStatus( - taskId, - "working", - `Continuing with interpretation: "${state.clarification}"...` - ); - - // Continue processing (no return - just keep going through the loop) - } - - // Simulate work for this stage - await new Promise((resolve) => setTimeout(resolve, STAGE_DURATION)); - } - - // All stages complete - generate result - state.completed = true; - const result = generateResearchReport(state); - state.result = result; - - await taskStore.storeTaskResult(taskId, "completed", result); -} - -/** - * Generates the final research report with educational content about tasks. - */ -function generateResearchReport(state: ResearchState): CallToolResult { - const topic = state.clarification - ? `${state.topic} (${state.clarification})` - : state.topic; - - const report = `# Research Report: ${topic} - -## Research Parameters -- **Topic**: ${state.topic} -${state.clarification ? `- **Clarification**: ${state.clarification}` : ""} - -## Synthesis -This research query was processed through ${STAGES.length} stages: -${STAGES.map((s, i) => `- Stage ${i + 1}: ${s} ✓`).join("\n")} - ---- - -## About This Demo (SEP-1686: Tasks) - -This tool demonstrates MCP's task-based execution pattern for long-running operations: - -**Task Lifecycle Demonstrated:** -1. \`tools/call\` with \`task\` parameter → Server returns \`CreateTaskResult\` (not the final result) -2. Client polls \`tasks/get\` → Server returns current status and \`statusMessage\` -3. Status progressed: \`working\` → ${ - state.clarification ? `\`input_required\` → \`working\` → ` : "" - }\`completed\` -4. Client calls \`tasks/result\` → Server returns this final result - -${ - state.clarification - ? `**Elicitation Flow:** -When the query was ambiguous, the server sent an \`elicitation/create\` request -to the client. The task status changed to \`input_required\` while awaiting user input. -${ - state.clarification.includes("unavailable") - ? `**Note:** Elicitation failed and a default interpretation was used.` - : `After receiving clarification ("${state.clarification}"), the task resumed processing and completed.` -} -` - : "" -} -**Key Concepts:** -- Tasks enable "call now, fetch later" patterns -- \`statusMessage\` provides human-readable progress updates -- Tasks have TTL (time-to-live) for automatic cleanup -- \`pollInterval\` suggests how often to check status -- Elicitation requests use \`relatedTask\` to queue via tasks/result (works on all transports) - -*This is a simulated research report from the Everything MCP Server.* -`; - - return { - content: [ - { - type: "text", - text: report, - }, - ], - }; -} - -/** - * Registers the 'simulate-research-query' tool as a task-based tool. - * - * This tool demonstrates the MCP Tasks feature (SEP-1686) with a real-world scenario: - * a research tool that gathers and synthesizes information from multiple sources. - * If the query is ambiguous, it pauses to ask for clarification before completing. - * - * @param {McpServer} server - The McpServer instance where the tool will be registered. - */ -export const registerSimulateResearchQueryTool = (server: McpServer) => { - // Check if client supports elicitation (needed for input_required flow) - const clientCapabilities = server.server.getClientCapabilities() || {}; - const clientSupportsElicitation: boolean = - clientCapabilities.elicitation !== undefined; - - server.experimental.tasks.registerToolTask( - "simulate-research-query", - { - title: "Simulate Research Query", - description: - "Simulates a deep research operation that gathers, analyzes, and synthesizes information. " + - "Demonstrates MCP task-based operations with progress through multiple stages. " + - "If 'ambiguous' is true and client supports elicitation, sends an elicitation request for clarification.", - inputSchema: SimulateResearchQuerySchema, - execution: { taskSupport: "required" }, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, - }, - }, - { - /** - * Creates a new research task and starts background processing. - */ - createTask: async (args, extra): Promise => { - const validatedArgs = SimulateResearchQuerySchema.parse(args); - - // Create the task in the store - const task = await extra.taskStore.createTask({ - ttl: 300000, // 5 minutes - pollInterval: 1000, - }); - - // Initialize research state - const state: ResearchState = { - topic: validatedArgs.topic, - ambiguous: validatedArgs.ambiguous && clientSupportsElicitation, - currentStage: 0, - completed: false, - }; - researchStates.set(task.taskId, state); - - // Start background research (don't await - runs asynchronously) - // Pass sendRequest for elicitation (queued via task message queue, works on all transports) - runResearchProcess( - task.taskId, - validatedArgs, - extra.taskStore, - extra.sendRequest - ).catch((error) => { - console.error(`Research task ${task.taskId} failed:`, error); - extra.taskStore - .updateTaskStatus(task.taskId, "failed", String(error)) - .catch(console.error); - }); - - return { task }; - }, - - /** - * Returns the current status of the research task. - */ - getTask: async (args, extra): Promise => { - return await extra.taskStore.getTask(extra.taskId); - }, - - /** - * Returns the task result. - * Elicitation is now handled directly in the background process. - */ - getTaskResult: async (args, extra): Promise => { - // Return the stored result - const result = await extra.taskStore.getTaskResult(extra.taskId); - - // Clean up state - researchStates.delete(extra.taskId); - - return result as CallToolResult; - }, - } - ); -}; - -/** - * Returns contextual interpretation options based on the topic. - */ -function getInterpretationsForTopic( - topic: string -): Array<{ const: string; title: string }> { - const lowerTopic = topic.toLowerCase(); - - // Example: contextual interpretations for "python" - if (lowerTopic.includes("python")) { - return [ - { const: "programming", title: "Python programming language" }, - { const: "snake", title: "Python snake species" }, - { const: "comedy", title: "Monty Python comedy group" }, - ]; - } - - // Default generic interpretations - return [ - { const: "technical", title: "Technical/scientific perspective" }, - { const: "historical", title: "Historical perspective" }, - { const: "current", title: "Current events/news perspective" }, - ]; -} diff --git a/src/everything/tools/toggle-simulated-logging.ts b/src/everything/tools/toggle-simulated-logging.ts index eb9a4b1..4941ed7 100644 --- a/src/everything/tools/toggle-simulated-logging.ts +++ b/src/everything/tools/toggle-simulated-logging.ts @@ -11,12 +11,6 @@ const config = { title: "Toggle Simulated Logging", description: "Toggles simulated, random-leveled logging on or off.", inputSchema: {}, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, - }, }; // Track enabled clients by session id diff --git a/src/everything/tools/toggle-subscriber-updates.ts b/src/everything/tools/toggle-subscriber-updates.ts index 759ec20..03b949e 100644 --- a/src/everything/tools/toggle-subscriber-updates.ts +++ b/src/everything/tools/toggle-subscriber-updates.ts @@ -11,12 +11,6 @@ const config = { title: "Toggle Subscriber Updates", description: "Toggles simulated resource subscription updates on or off.", inputSchema: {}, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, - }, }; // Track enabled clients by session id diff --git a/src/everything/tools/trigger-elicitation-request-async.ts b/src/everything/tools/trigger-elicitation-request-async.ts deleted file mode 100644 index d6e61b7..0000000 --- a/src/everything/tools/trigger-elicitation-request-async.ts +++ /dev/null @@ -1,269 +0,0 @@ -import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { CallToolResult } from "@modelcontextprotocol/sdk/types.js"; -import { z } from "zod"; - -// Tool configuration -const name = "trigger-elicitation-request-async"; -const config = { - title: "Trigger Async Elicitation Request Tool", - description: - "Trigger an async elicitation request that the CLIENT executes as a background task. " + - "Demonstrates bidirectional MCP tasks where the server sends an elicitation request and " + - "the client handles user input asynchronously, allowing the server to poll for completion.", - inputSchema: {}, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, - }, -}; - -// Poll interval in milliseconds -const POLL_INTERVAL = 1000; - -// Maximum poll attempts before timeout (10 minutes for user input) -const MAX_POLL_ATTEMPTS = 600; - -/** - * Registers the 'trigger-elicitation-request-async' tool. - * - * This tool demonstrates bidirectional MCP tasks for elicitation: - * - Server sends elicitation request to client with task metadata - * - Client creates a task and returns CreateTaskResult - * - Client prompts user for input (task status: input_required) - * - Server polls client's tasks/get endpoint for status - * - Server fetches final result from client's tasks/result endpoint - * - * @param {McpServer} server - The McpServer instance where the tool will be registered. - */ -export const registerTriggerElicitationRequestAsyncTool = ( - server: McpServer -) => { - // Check client capabilities - const clientCapabilities = server.server.getClientCapabilities() || {}; - - // Client must support elicitation AND tasks.requests.elicitation - const clientSupportsElicitation = - clientCapabilities.elicitation !== undefined; - const clientTasksCapability = clientCapabilities.tasks as - | { - requests?: { elicitation?: { create?: object } }; - } - | undefined; - const clientSupportsAsyncElicitation = - clientTasksCapability?.requests?.elicitation?.create !== undefined; - - if (clientSupportsElicitation && clientSupportsAsyncElicitation) { - server.registerTool( - name, - config, - async (args, extra): Promise => { - // Create the elicitation request WITH task metadata - // Using z.any() schema to avoid complex type matching with _meta - const request = { - method: "elicitation/create" as const, - params: { - task: { - ttl: 600000, // 10 minutes (user input may take a while) - }, - message: - "Please provide inputs for the following fields (async task demo):", - requestedSchema: { - type: "object" as const, - properties: { - name: { - title: "Your Name", - type: "string" as const, - description: "Your full name", - }, - favoriteColor: { - title: "Favorite Color", - type: "string" as const, - description: "What is your favorite color?", - enum: ["Red", "Blue", "Green", "Yellow", "Purple"], - }, - agreeToTerms: { - title: "Terms Agreement", - type: "boolean" as const, - description: "Do you agree to the terms and conditions?", - }, - }, - required: ["name"], - }, - }, - }; - - // Send the elicitation request - // Client may return either: - // - ElicitResult (synchronous execution) - // - CreateTaskResult (task-based execution with { task } object) - const elicitResponse = await extra.sendRequest( - request as Parameters[0], - z.union([ - // CreateTaskResult - client created a task - z.object({ - task: z.object({ - taskId: z.string(), - status: z.string(), - pollInterval: z.number().optional(), - statusMessage: z.string().optional(), - }), - }), - // ElicitResult - synchronous execution - z.object({ - action: z.string(), - content: z.any().optional(), - }), - ]) - ); - - // Check if client returned CreateTaskResult (has task object) - const isTaskResult = "task" in elicitResponse && elicitResponse.task; - if (!isTaskResult) { - // Client executed synchronously - return the direct response - return { - content: [ - { - type: "text", - text: `[SYNC] Client executed synchronously:\n${JSON.stringify( - elicitResponse, - null, - 2 - )}`, - }, - ], - }; - } - - const taskId = elicitResponse.task.taskId; - const statusMessages: string[] = []; - statusMessages.push(`Task created: ${taskId}`); - - // Poll for task completion - let attempts = 0; - let taskStatus = elicitResponse.task.status; - let taskStatusMessage: string | undefined; - - while ( - taskStatus !== "completed" && - taskStatus !== "failed" && - taskStatus !== "cancelled" && - attempts < MAX_POLL_ATTEMPTS - ) { - // Wait before polling - await new Promise((resolve) => setTimeout(resolve, POLL_INTERVAL)); - attempts++; - - // Get task status from client - const pollResult = await extra.sendRequest( - { - method: "tasks/get", - params: { taskId }, - }, - z.looseObject({ - status: z.string(), - statusMessage: z.string().optional(), - }) - ); - - taskStatus = pollResult.status; - taskStatusMessage = pollResult.statusMessage; - - // Only log status changes or every 10 polls to avoid spam - if ( - attempts === 1 || - attempts % 10 === 0 || - taskStatus !== "input_required" - ) { - statusMessages.push( - `Poll ${attempts}: ${taskStatus}${ - taskStatusMessage ? ` - ${taskStatusMessage}` : "" - }` - ); - } - } - - // Check for timeout - if (attempts >= MAX_POLL_ATTEMPTS) { - return { - content: [ - { - type: "text", - text: `[TIMEOUT] Task timed out after ${MAX_POLL_ATTEMPTS} poll attempts\n\nProgress:\n${statusMessages.join( - "\n" - )}`, - }, - ], - }; - } - - // Check for failure/cancellation - if (taskStatus === "failed" || taskStatus === "cancelled") { - return { - content: [ - { - type: "text", - text: `[${taskStatus.toUpperCase()}] ${ - taskStatusMessage || "No message" - }\n\nProgress:\n${statusMessages.join("\n")}`, - }, - ], - }; - } - - // Fetch the final result - const result = await extra.sendRequest( - { - method: "tasks/result", - params: { taskId }, - }, - z.any() - ); - - // Format the elicitation result - const content: CallToolResult["content"] = []; - - if (result.action === "accept" && result.content) { - content.push({ - type: "text", - text: `[COMPLETED] User provided the requested information!`, - }); - - const userData = result.content as Record; - const lines = []; - if (userData.name) lines.push(`- Name: ${userData.name}`); - if (userData.favoriteColor) - lines.push(`- Favorite Color: ${userData.favoriteColor}`); - if (userData.agreeToTerms !== undefined) - lines.push(`- Agreed to terms: ${userData.agreeToTerms}`); - - content.push({ - type: "text", - text: `User inputs:\n${lines.join("\n")}`, - }); - } else if (result.action === "decline") { - content.push({ - type: "text", - text: `[DECLINED] User declined to provide the requested information.`, - }); - } else if (result.action === "cancel") { - content.push({ - type: "text", - text: `[CANCELLED] User cancelled the elicitation dialog.`, - }); - } - - // Include progress and raw result for debugging - content.push({ - type: "text", - text: `\nProgress:\n${statusMessages.join( - "\n" - )}\n\nRaw result: ${JSON.stringify(result, null, 2)}`, - }); - - return { content }; - } - ); - } -}; diff --git a/src/everything/tools/trigger-elicitation-request.ts b/src/everything/tools/trigger-elicitation-request.ts index ca47421..6281c87 100644 --- a/src/everything/tools/trigger-elicitation-request.ts +++ b/src/everything/tools/trigger-elicitation-request.ts @@ -1,8 +1,6 @@ import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { - ElicitResultSchema, - CallToolResult, -} from "@modelcontextprotocol/sdk/types.js"; +import { ElicitResultSchema } from "@modelcontextprotocol/sdk/types.js"; +import { CallToolResult } from "@modelcontextprotocol/sdk/types.js"; // Tool configuration const name = "trigger-elicitation-request"; @@ -10,12 +8,6 @@ const config = { title: "Trigger Elicitation Request Tool", description: "Trigger a Request from the Server for User Elicitation", inputSchema: {}, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/trigger-long-running-operation.ts b/src/everything/tools/trigger-long-running-operation.ts index 95415e8..8af45ce 100644 --- a/src/everything/tools/trigger-long-running-operation.ts +++ b/src/everything/tools/trigger-long-running-operation.ts @@ -17,12 +17,6 @@ const config = { title: "Trigger Long Running Operation Tool", description: "Demonstrates a long running operation with progress updates.", inputSchema: TriggerLongRunningOperationSchema, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, - }, }; /** diff --git a/src/everything/tools/trigger-sampling-request-async.ts b/src/everything/tools/trigger-sampling-request-async.ts deleted file mode 100644 index d61dadd..0000000 --- a/src/everything/tools/trigger-sampling-request-async.ts +++ /dev/null @@ -1,234 +0,0 @@ -import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { - CallToolResult, - CreateMessageRequest, -} from "@modelcontextprotocol/sdk/types.js"; -import { z } from "zod"; - -// Tool input schema -const TriggerSamplingRequestAsyncSchema = z.object({ - prompt: z.string().describe("The prompt to send to the LLM"), - maxTokens: z - .number() - .default(100) - .describe("Maximum number of tokens to generate"), -}); - -// Tool configuration -const name = "trigger-sampling-request-async"; -const config = { - title: "Trigger Async Sampling Request Tool", - description: - "Trigger an async sampling request that the CLIENT executes as a background task. " + - "Demonstrates bidirectional MCP tasks where the server sends a request and the client " + - "executes it asynchronously, allowing the server to poll for progress and results.", - inputSchema: TriggerSamplingRequestAsyncSchema, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: true, - }, -}; - -// Poll interval in milliseconds -const POLL_INTERVAL = 1000; - -// Maximum poll attempts before timeout -const MAX_POLL_ATTEMPTS = 60; - -/** - * Registers the 'trigger-sampling-request-async' tool. - * - * This tool demonstrates bidirectional MCP tasks: - * - Server sends sampling request to client with task metadata - * - Client creates a task and returns CreateTaskResult - * - Server polls client's tasks/get endpoint for status - * - Server fetches final result from client's tasks/result endpoint - * - * @param {McpServer} server - The McpServer instance where the tool will be registered. - */ -export const registerTriggerSamplingRequestAsyncTool = (server: McpServer) => { - // Check client capabilities - const clientCapabilities = server.server.getClientCapabilities() || {}; - - // Client must support sampling AND tasks.requests.sampling - const clientSupportsSampling = clientCapabilities.sampling !== undefined; - const clientTasksCapability = clientCapabilities.tasks as - | { - requests?: { sampling?: { createMessage?: object } }; - } - | undefined; - const clientSupportsAsyncSampling = - clientTasksCapability?.requests?.sampling?.createMessage !== undefined; - - if (clientSupportsSampling && clientSupportsAsyncSampling) { - server.registerTool( - name, - config, - async (args, extra): Promise => { - const validatedArgs = TriggerSamplingRequestAsyncSchema.parse(args); - const { prompt, maxTokens } = validatedArgs; - - // Create the sampling request WITH task metadata - // The params.task field signals to the client that this should be executed as a task - const request: CreateMessageRequest & { - params: { task?: { ttl: number } }; - } = { - method: "sampling/createMessage", - params: { - task: { - ttl: 300000, // 5 minutes - }, - messages: [ - { - role: "user", - content: { - type: "text", - text: `Resource ${name} context: ${prompt}`, - }, - }, - ], - systemPrompt: "You are a helpful test server.", - maxTokens, - temperature: 0.7, - }, - }; - - // Send the sampling request - // Client may return either: - // - CreateMessageResult (synchronous execution) - // - CreateTaskResult (task-based execution with { task } object) - const samplingResponse = await extra.sendRequest( - request, - z.union([ - // CreateTaskResult - client created a task - z.object({ - task: z.object({ - taskId: z.string(), - status: z.string(), - pollInterval: z.number().optional(), - statusMessage: z.string().optional(), - }), - }), - // CreateMessageResult - synchronous execution - z.object({ - role: z.string(), - content: z.any(), - model: z.string(), - stopReason: z.string().optional(), - }), - ]) - ); - - // Check if client returned CreateTaskResult (has task object) - const isTaskResult = - "task" in samplingResponse && samplingResponse.task; - if (!isTaskResult) { - // Client executed synchronously - return the direct response - return { - content: [ - { - type: "text", - text: `[SYNC] Client executed synchronously:\n${JSON.stringify( - samplingResponse, - null, - 2 - )}`, - }, - ], - }; - } - - const taskId = samplingResponse.task.taskId; - const statusMessages: string[] = []; - statusMessages.push(`Task created: ${taskId}`); - - // Poll for task completion - let attempts = 0; - let taskStatus = samplingResponse.task.status; - let taskStatusMessage: string | undefined; - - while ( - taskStatus !== "completed" && - taskStatus !== "failed" && - taskStatus !== "cancelled" && - attempts < MAX_POLL_ATTEMPTS - ) { - // Wait before polling - await new Promise((resolve) => setTimeout(resolve, POLL_INTERVAL)); - attempts++; - - // Get task status from client - const pollResult = await extra.sendRequest( - { - method: "tasks/get", - params: { taskId }, - }, - z.looseObject({ - status: z.string(), - statusMessage: z.string().optional(), - }) - ); - - taskStatus = pollResult.status; - taskStatusMessage = pollResult.statusMessage; - statusMessages.push( - `Poll ${attempts}: ${taskStatus}${ - taskStatusMessage ? ` - ${taskStatusMessage}` : "" - }` - ); - } - - // Check for timeout - if (attempts >= MAX_POLL_ATTEMPTS) { - return { - content: [ - { - type: "text", - text: `[TIMEOUT] Task timed out after ${MAX_POLL_ATTEMPTS} poll attempts\n\nProgress:\n${statusMessages.join( - "\n" - )}`, - }, - ], - }; - } - - // Check for failure/cancellation - if (taskStatus === "failed" || taskStatus === "cancelled") { - return { - content: [ - { - type: "text", - text: `[${taskStatus.toUpperCase()}] ${ - taskStatusMessage || "No message" - }\n\nProgress:\n${statusMessages.join("\n")}`, - }, - ], - }; - } - - // Fetch the final result - const result = await extra.sendRequest( - { - method: "tasks/result", - params: { taskId }, - }, - z.any() - ); - - // Return the result with status history - return { - content: [ - { - type: "text", - text: `[COMPLETED] Async sampling completed!\n\n**Progress:**\n${statusMessages.join( - "\n" - )}\n\n**Result:**\n${JSON.stringify(result, null, 2)}`, - }, - ], - }; - } - ); - } -}; diff --git a/src/everything/tools/trigger-sampling-request.ts b/src/everything/tools/trigger-sampling-request.ts index fd9b537..5785f52 100644 --- a/src/everything/tools/trigger-sampling-request.ts +++ b/src/everything/tools/trigger-sampling-request.ts @@ -21,12 +21,6 @@ const config = { title: "Trigger Sampling Request Tool", description: "Trigger a Request from the Server for LLM Sampling", inputSchema: TriggerSamplingRequestSchema, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: true, - }, }; /** diff --git a/src/everything/tools/trigger-url-elicitation.ts b/src/everything/tools/trigger-url-elicitation.ts deleted file mode 100644 index a7de878..0000000 --- a/src/everything/tools/trigger-url-elicitation.ts +++ /dev/null @@ -1,215 +0,0 @@ -import { randomUUID } from "node:crypto"; -import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; -import { - CallToolResult, - ElicitRequestURLParams, - ElicitResultSchema, - UrlElicitationRequiredError, -} from "@modelcontextprotocol/sdk/types.js"; -import { z } from "zod"; - -// Tool input schema -const TriggerUrlElicitationSchema = z.object({ - url: z.string().url().describe("The URL the user should open"), - message: z - .string() - .default("Please open the link to complete this action.") - .describe("Message shown to the user before opening the URL"), - elicitationId: z - .string() - .optional() - .describe("Optional explicit elicitation ID. Defaults to a random UUID."), - errorPath: z - .boolean() - .default(false) - .describe( - "Controls which elicitation mechanism is used. " + - "When false (default), sends an elicitation/create request (request path). " + - "When true, throws a UrlElicitationRequiredError (MCP error code -32042) so the client handles " + - "the URL elicitation via the error path rather than waiting for a response. " + - "To clear the error, satisfy the prerequisite and retry this call with the same arguments; the " + - "retry ignores errorPath and proceeds, so the client does not loop on the same error." - ), -}); - -// Tool configuration -const name = "trigger-url-elicitation"; -const config = { - title: "Trigger URL Elicitation Tool", - description: - "Trigger a URL elicitation so the client can direct the user to a browser flow. " + - "Supports two mechanisms: the request path (elicitation/create, default) which awaits the user's " + - "response, and the error path (UrlElicitationRequiredError, -32042) which signals the client " + - "to handle URL elicitation via the error response. Set errorPath=true to use the error path.", - inputSchema: TriggerUrlElicitationSchema, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: true, - }, -}; - -/** - * Tracks requests for which an error-path prerequisite has already been issued, - * keyed by the stable inputs a client resends when it retries the original tool - * call (session + URL + caller-supplied elicitationId). - * - * When the client satisfies the prerequisite and retries the same call, the - * matching entry lets us recognize the retry, ignore `errorPath`, and proceed - * via the request path instead of re-throwing `UrlElicitationRequiredError` — - * which would otherwise loop forever (throw -> client satisfies prerequisite -> - * retry -> throw -> ...). - * - * Demo simplification: entries are only removed on a recognized retry, so a - * client that triggers the error path and never retries leaves its key behind. - * That is acceptable for this reference server; a production implementation - * serving many long-lived sessions should evict entries (e.g. a - * `Map` with TTL-based cleanup). - */ -const issuedErrorPathElicitations = new Set(); - -/** - * Test-only helper to reset the module-level error-path state between cases. - * Not part of the tool's public behavior. - */ -export const __resetIssuedErrorPathElicitations = () => - issuedErrorPathElicitations.clear(); - -/** - * Registers the 'trigger-url-elicitation' tool. - * - * This tool only registers when the client advertises URL-mode elicitation - * capability (clientCapabilities.elicitation.url). - * - * Depending on the `errorPath` argument it either: - * - Sends an `elicitation/create` request and awaits the result (request path), or - * - Throws a `UrlElicitationRequiredError` (MCP error -32042) carrying a - * prerequisite elicitation for the client to handle (error path). When the - * client satisfies the prerequisite and retries the same call, the retry - * ignores `errorPath` and proceeds via the request path, so the client does - * not loop on the same error. - * - * @param {McpServer} server - The McpServer instance where the tool will be registered. - */ -export const registerTriggerUrlElicitationTool = (server: McpServer) => { - const clientCapabilities = server.server.getClientCapabilities() || {}; - const clientElicitationCapabilities = clientCapabilities.elicitation as - | { - url?: object; - } - | undefined; - - const clientSupportsUrlElicitation = - clientElicitationCapabilities?.url !== undefined; - - if (clientSupportsUrlElicitation) { - server.registerTool( - name, - config, - async (args, extra): Promise => { - const { - url, - message, - elicitationId: requestedElicitationId, - errorPath, - } = args; - - const elicitationId = requestedElicitationId ?? randomUUID(); - const sessionId = extra.sessionId ?? "default"; - - // Key the one-shot error-path marker on inputs the client resends - // verbatim when it retries the original tool call. A real client retries - // with the *same* arguments and does NOT echo the prerequisite's - // (server-generated) elicitationId, so we must key on stable inputs: - // the session, the requested URL, and the caller-supplied elicitationId - // (if any). Keying on the resolved/random elicitationId would change on - // every call and never match, re-throwing the prerequisite forever. - const errorPathKey = `${sessionId}\u0000${url}\u0000${requestedElicitationId ?? ""}`; - - const elicitationParams: ElicitRequestURLParams = { - mode: "url", - url, - message, - elicitationId, - }; - - // Error path: signal the client via UrlElicitationRequiredError (-32042) - // so it handles a prerequisite URL elicitation before this request can - // proceed. Two things keep the client from looping forever: - // - // 1. The prerequisite points at a *different* URL than the one that - // failed. Reusing the original `url` would make the client complete - // the prerequisite, retry, and hit the same -32042 error endlessly. - // 2. We remember that we issued a prerequisite for this request. When - // the client satisfies it and retries the same call, we recognize - // the retry, *ignore* errorPath, and fall through to the request - // path. Without this, the retry would re-enter the error path and - // re-request the prerequisite URL — another loop. - if (errorPath) { - if (issuedErrorPathElicitations.has(errorPathKey)) { - // Retry of a satisfied prerequisite: clear the one-shot marker and - // ignore errorPath, falling through to the request path below. - issuedErrorPathElicitations.delete(errorPathKey); - } else { - // Originating call: record that we issued a prerequisite for this - // request, then signal the client via -32042. - issuedErrorPathElicitations.add(errorPathKey); - const prerequisiteElicitation: ElicitRequestURLParams = { - mode: "url", - url: "https://modelcontextprotocol.io", - message: - "Open this link to satisfy the prerequisite, then retry the request.", - elicitationId: randomUUID(), - }; - throw new UrlElicitationRequiredError( - [prerequisiteElicitation], - "This request requires browser-based authorization." - ); - } - } - - // Request path: send elicitation/create and await the user's response - const elicitationResult = await extra.sendRequest( - { - method: "elicitation/create", - params: elicitationParams, - }, - ElicitResultSchema, - { timeout: 10 * 60 * 1000 /* 10 minutes */ } - ); - - // Handle different response actions - const content: CallToolResult["content"] = []; - - if (elicitationResult.action === "accept") { - content.push({ - type: "text", - text: - `✅ User completed the URL elicitation flow.\n` + - `Elicitation ID: ${elicitationId}\n` + - `URL: ${url}`, - }); - } else if (elicitationResult.action === "decline") { - content.push({ - type: "text", - text: `❌ User declined to open the URL (Elicitation ID: ${elicitationId}).`, - }); - } else if (elicitationResult.action === "cancel") { - content.push({ - type: "text", - text: `⚠️ User cancelled the URL elicitation (Elicitation ID: ${elicitationId}).`, - }); - } - - // Include raw result for debugging - content.push({ - type: "text", - text: `\nRaw result: ${JSON.stringify(elicitationResult, null, 2)}`, - }); - - return { content }; - } - ); - } -}; diff --git a/src/everything/transports/streamableHttp.ts b/src/everything/transports/streamableHttp.ts index 2e79abc..13ed250 100644 --- a/src/everything/transports/streamableHttp.ts +++ b/src/everything/transports/streamableHttp.ts @@ -1,41 +1,10 @@ -import { - StreamableHTTPServerTransport, - EventStore, -} from "@modelcontextprotocol/sdk/server/streamableHttp.js"; +import { StreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/streamableHttp.js"; +import { InMemoryEventStore } from "@modelcontextprotocol/sdk/examples/shared/inMemoryEventStore.js"; import express, { Request, Response } from "express"; import { createServer } from "../server/index.js"; import { randomUUID } from "node:crypto"; import cors from "cors"; -// Simple in-memory event store for SSE resumability -class InMemoryEventStore implements EventStore { - private events: Map = - new Map(); - - async storeEvent(streamId: string, message: unknown): Promise { - const eventId = randomUUID(); - this.events.set(eventId, { streamId, message }); - return eventId; - } - - async replayEventsAfter( - lastEventId: string, - { send }: { send: (eventId: string, message: unknown) => Promise } - ): Promise { - const entries = Array.from(this.events.entries()); - const startIndex = entries.findIndex(([id]) => id === lastEventId); - if (startIndex === -1) return lastEventId; - - let lastId: string = lastEventId; - for (let i = startIndex + 1; i < entries.length; i++) { - const [eventId, { message }] = entries[i]; - await send(eventId, message); - lastId = eventId; - } - return lastId; - } -} - console.log("Starting Streamable HTTP server..."); // Express app with permissive CORS for testing with Inspector direct connect mode diff --git a/src/everything/vitest.config.ts b/src/everything/vitest.config.ts deleted file mode 100644 index d414ec8..0000000 --- a/src/everything/vitest.config.ts +++ /dev/null @@ -1,14 +0,0 @@ -import { defineConfig } from 'vitest/config'; - -export default defineConfig({ - test: { - globals: true, - environment: 'node', - include: ['**/__tests__/**/*.test.ts'], - coverage: { - provider: 'v8', - include: ['**/*.ts'], - exclude: ['**/__tests__/**', '**/dist/**'], - }, - }, -}); diff --git a/src/fetch/Dockerfile b/src/fetch/Dockerfile index d2a4504..e81610c 100644 --- a/src/fetch/Dockerfile +++ b/src/fetch/Dockerfile @@ -11,8 +11,9 @@ ENV UV_COMPILE_BYTECODE=1 ENV UV_LINK_MODE=copy # Install the project's dependencies using the lockfile and settings -COPY uv.lock pyproject.toml ./ RUN --mount=type=cache,target=/root/.cache/uv \ + --mount=type=bind,source=uv.lock,target=uv.lock \ + --mount=type=bind,source=pyproject.toml,target=pyproject.toml \ uv sync --locked --no-install-project --no-dev --no-editable # Then, add the rest of the project source code and install it @@ -26,10 +27,6 @@ FROM python:3.12-slim-bookworm WORKDIR /app COPY --from=uv /root/.local /root/.local - -RUN if ! id -u app >/dev/null 2>&1; then \ - useradd -rUM -s /usr/sbin/nologin app; \ - fi COPY --from=uv --chown=app:app /app/.venv /app/.venv # Place executables in the environment at the front of the path diff --git a/src/fetch/README.md b/src/fetch/README.md index 7e28699..2c3e048 100644 --- a/src/fetch/README.md +++ b/src/fetch/README.md @@ -4,10 +4,6 @@ A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption. -Source: https://github.com/modelcontextprotocol/servers/tree/main/src/fetch - -Requires MCP Python SDK 1.x (`mcp>=1.29.0,<2`). SDK 2.0 renamed APIs this server uses. The port to v2 is in progress. - > [!CAUTION] > This server can access local/internal IP addresses and may represent a security risk. Exercise caution when using this MCP server to ensure this does not expose any sensitive data. diff --git a/src/fetch/pyproject.toml b/src/fetch/pyproject.toml index ee97fc8..bbee516 100644 --- a/src/fetch/pyproject.toml +++ b/src/fetch/pyproject.toml @@ -16,19 +16,15 @@ classifiers = [ "Programming Language :: Python :: 3.10", ] dependencies = [ - "httpx>=0.27", + "httpx<0.28", "markdownify>=0.13.1", - "mcp>=1.29.0,<2", + "mcp>=1.1.3", "protego>=0.3.1", "pydantic>=2.0.0", "readabilipy>=0.2.0", "requests>=2.32.3", ] -[project.urls] -Repository = "https://github.com/modelcontextprotocol/servers/tree/main/src/fetch" -Issues = "https://github.com/modelcontextprotocol/servers/issues" - [project.scripts] mcp-server-fetch = "mcp_server_fetch:main" @@ -37,8 +33,4 @@ requires = ["hatchling"] build-backend = "hatchling.build" [tool.uv] -dev-dependencies = ["pyright>=1.1.389", "ruff>=0.7.3", "pytest>=8.0.0", "pytest-asyncio>=0.21.0"] - -[tool.pytest.ini_options] -testpaths = ["tests"] -asyncio_mode = "auto" +dev-dependencies = ["pyright>=1.1.389", "ruff>=0.7.3"] diff --git a/src/fetch/src/mcp_server_fetch/server.py b/src/fetch/src/mcp_server_fetch/server.py index b42c7b1..2df9d3b 100644 --- a/src/fetch/src/mcp_server_fetch/server.py +++ b/src/fetch/src/mcp_server_fetch/server.py @@ -72,7 +72,7 @@ async def check_may_autonomously_fetch_url(url: str, user_agent: str, proxy_url: robot_txt_url = get_robots_txt_url(url) - async with AsyncClient(proxy=proxy_url) as client: + async with AsyncClient(proxies=proxy_url) as client: try: response = await client.get( robot_txt_url, @@ -116,7 +116,7 @@ async def fetch_url( """ from httpx import AsyncClient, HTTPError - async with AsyncClient(proxy=proxy_url) as client: + async with AsyncClient(proxies=proxy_url) as client: try: response = await client.get( url, @@ -285,4 +285,4 @@ Although originally you did not have internet access, and were advised to refuse options = server.create_initialization_options() async with stdio_server() as (read_stream, write_stream): - await server.run(read_stream, write_stream, options, raise_exceptions=False) + await server.run(read_stream, write_stream, options, raise_exceptions=True) diff --git a/src/fetch/tests/__init__.py b/src/fetch/tests/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/src/fetch/tests/test_server.py b/src/fetch/tests/test_server.py deleted file mode 100644 index 96c1cb3..0000000 --- a/src/fetch/tests/test_server.py +++ /dev/null @@ -1,326 +0,0 @@ -"""Tests for the fetch MCP server.""" - -import pytest -from unittest.mock import AsyncMock, patch, MagicMock -from mcp.shared.exceptions import McpError - -from mcp_server_fetch.server import ( - extract_content_from_html, - get_robots_txt_url, - check_may_autonomously_fetch_url, - fetch_url, - DEFAULT_USER_AGENT_AUTONOMOUS, -) - - -class TestGetRobotsTxtUrl: - """Tests for get_robots_txt_url function.""" - - def test_simple_url(self): - """Test with a simple URL.""" - result = get_robots_txt_url("https://example.com/page") - assert result == "https://example.com/robots.txt" - - def test_url_with_path(self): - """Test with URL containing path.""" - result = get_robots_txt_url("https://example.com/some/deep/path/page.html") - assert result == "https://example.com/robots.txt" - - def test_url_with_query_params(self): - """Test with URL containing query parameters.""" - result = get_robots_txt_url("https://example.com/page?foo=bar&baz=qux") - assert result == "https://example.com/robots.txt" - - def test_url_with_port(self): - """Test with URL containing port number.""" - result = get_robots_txt_url("https://example.com:8080/page") - assert result == "https://example.com:8080/robots.txt" - - def test_url_with_fragment(self): - """Test with URL containing fragment.""" - result = get_robots_txt_url("https://example.com/page#section") - assert result == "https://example.com/robots.txt" - - def test_http_url(self): - """Test with HTTP URL.""" - result = get_robots_txt_url("http://example.com/page") - assert result == "http://example.com/robots.txt" - - -class TestExtractContentFromHtml: - """Tests for extract_content_from_html function.""" - - def test_simple_html(self): - """Test with simple HTML content.""" - html = """ - - Test Page - -
-

Hello World

-

This is a test paragraph.

-
- - - """ - result = extract_content_from_html(html) - # readabilipy may extract different parts depending on the content - assert "test paragraph" in result - - def test_html_with_links(self): - """Test that links are converted to markdown.""" - html = """ - - - - - - """ - result = extract_content_from_html(html) - assert "Example" in result - - def test_empty_content_returns_error(self): - """Test that empty/invalid HTML returns error message.""" - html = "" - result = extract_content_from_html(html) - assert "" in result - - -class TestCheckMayAutonomouslyFetchUrl: - """Tests for check_may_autonomously_fetch_url function.""" - - @pytest.mark.asyncio - async def test_allows_when_robots_txt_404(self): - """Test that fetching is allowed when robots.txt returns 404.""" - mock_response = MagicMock() - mock_response.status_code = 404 - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - # Should not raise - await check_may_autonomously_fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - @pytest.mark.asyncio - async def test_blocks_when_robots_txt_401(self): - """Test that fetching is blocked when robots.txt returns 401.""" - mock_response = MagicMock() - mock_response.status_code = 401 - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - with pytest.raises(McpError): - await check_may_autonomously_fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - @pytest.mark.asyncio - async def test_blocks_when_robots_txt_403(self): - """Test that fetching is blocked when robots.txt returns 403.""" - mock_response = MagicMock() - mock_response.status_code = 403 - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - with pytest.raises(McpError): - await check_may_autonomously_fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - @pytest.mark.asyncio - async def test_allows_when_robots_txt_allows_all(self): - """Test that fetching is allowed when robots.txt allows all.""" - mock_response = MagicMock() - mock_response.status_code = 200 - mock_response.text = "User-agent: *\nAllow: /" - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - # Should not raise - await check_may_autonomously_fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - @pytest.mark.asyncio - async def test_blocks_when_robots_txt_disallows_all(self): - """Test that fetching is blocked when robots.txt disallows all.""" - mock_response = MagicMock() - mock_response.status_code = 200 - mock_response.text = "User-agent: *\nDisallow: /" - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - with pytest.raises(McpError): - await check_may_autonomously_fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - -class TestFetchUrl: - """Tests for fetch_url function.""" - - @pytest.mark.asyncio - async def test_fetch_html_page(self): - """Test fetching an HTML page returns markdown content.""" - mock_response = MagicMock() - mock_response.status_code = 200 - mock_response.text = """ - - -
-

Test Page

-

Hello World

-
- - - """ - mock_response.headers = {"content-type": "text/html"} - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - content, prefix = await fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - # HTML is processed, so we check it returns something - assert isinstance(content, str) - assert prefix == "" - - @pytest.mark.asyncio - async def test_fetch_html_page_raw(self): - """Test fetching an HTML page with raw=True returns original HTML.""" - html_content = "

Test

" - mock_response = MagicMock() - mock_response.status_code = 200 - mock_response.text = html_content - mock_response.headers = {"content-type": "text/html"} - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - content, prefix = await fetch_url( - "https://example.com/page", - DEFAULT_USER_AGENT_AUTONOMOUS, - force_raw=True - ) - - assert content == html_content - assert "cannot be simplified" in prefix - - @pytest.mark.asyncio - async def test_fetch_json_returns_raw(self): - """Test fetching JSON content returns raw content.""" - json_content = '{"key": "value"}' - mock_response = MagicMock() - mock_response.status_code = 200 - mock_response.text = json_content - mock_response.headers = {"content-type": "application/json"} - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - content, prefix = await fetch_url( - "https://api.example.com/data", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - assert content == json_content - assert "cannot be simplified" in prefix - - @pytest.mark.asyncio - async def test_fetch_404_raises_error(self): - """Test that 404 response raises McpError.""" - mock_response = MagicMock() - mock_response.status_code = 404 - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - with pytest.raises(McpError): - await fetch_url( - "https://example.com/notfound", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - @pytest.mark.asyncio - async def test_fetch_500_raises_error(self): - """Test that 500 response raises McpError.""" - mock_response = MagicMock() - mock_response.status_code = 500 - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - with pytest.raises(McpError): - await fetch_url( - "https://example.com/error", - DEFAULT_USER_AGENT_AUTONOMOUS - ) - - @pytest.mark.asyncio - async def test_fetch_with_proxy(self): - """Test that proxy URL is passed to client.""" - mock_response = MagicMock() - mock_response.status_code = 200 - mock_response.text = '{"data": "test"}' - mock_response.headers = {"content-type": "application/json"} - - with patch("httpx.AsyncClient") as mock_client_class: - mock_client = AsyncMock() - mock_client.get = AsyncMock(return_value=mock_response) - mock_client_class.return_value.__aenter__ = AsyncMock(return_value=mock_client) - mock_client_class.return_value.__aexit__ = AsyncMock(return_value=None) - - await fetch_url( - "https://example.com/data", - DEFAULT_USER_AGENT_AUTONOMOUS, - proxy_url="http://proxy.example.com:8080" - ) - - # Verify AsyncClient was called with proxy - mock_client_class.assert_called_once_with(proxy="http://proxy.example.com:8080") diff --git a/src/fetch/uv.lock b/src/fetch/uv.lock index f35a318..0b6ce01 100644 --- a/src/fetch/uv.lock +++ b/src/fetch/uv.lock @@ -1,12 +1,6 @@ version = 1 revision = 3 requires-python = ">=3.10" -resolution-markers = [ - "python_full_version >= '3.14' and sys_platform == 'win32'", - "python_full_version >= '3.14' and sys_platform != 'win32'", - "python_full_version < '3.14' and sys_platform == 'win32'", - "python_full_version < '3.14' and 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Inputs: - `path` (string) - - Streams the file and returns base64 data with the corresponding MIME type. Image and - audio files are returned as `image`/`audio` content; any other file type is returned as - an embedded `resource` (a valid MCP content block for arbitrary binary data) + - Streams the file and returns base64 data with the corresponding MIME type - **read_multiple_files** - Read multiple files simultaneously @@ -187,7 +183,6 @@ on each tool so clients can: - Distinguish **read‑only** tools from write‑capable tools. - Understand which write operations are **idempotent** (safe to retry with the same arguments). - Highlight operations that may be **destructive** (overwriting or heavily mutating data). -- Signal that a tool does **not** reach an open or external world (every filesystem tool sets `openWorldHint: false`). The mapping for filesystem tools is: @@ -205,9 +200,9 @@ The mapping for filesystem tools is: | `create_directory` | `false` | `true` | `false` | Re‑creating the same dir is a no‑op | | `write_file` | `false` | `true` | `true` | Overwrites existing files | | `edit_file` | `false` | `false` | `true` | Re‑applying edits can fail or double‑apply | -| `move_file` | `false` | `false` | `true` | Deletes source file | +| `move_file` | `false` | `false` | `false` | Move/rename only; repeat usually errors | -> Note: `idempotentHint` and `destructiveHint` are meaningful only when `readOnlyHint` is `false`, as defined by the MCP spec. Every tool also sets `openWorldHint: false` — this server only accesses the local filesystem within its allowed directories, never an open or external world. +> Note: `idempotentHint` and `destructiveHint` are meaningful only when `readOnlyHint` is `false`, as defined by the MCP spec. ## Usage with Claude Desktop Add this to your `claude_desktop_config.json`: @@ -255,26 +250,6 @@ Note: all directories must be mounted to `/projects` by default. } ``` -On Windows, use `cmd /c` to launch `npx`: - -```json -{ - "mcpServers": { - "filesystem": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-filesystem", - "/Users/username/Desktop", - "/path/to/other/allowed/dir" - ] - } - } -} -``` - ## Usage with VS Code For quick installation, click the installation buttons below... @@ -333,25 +308,6 @@ Note: all directories must be mounted to `/projects` by default. } ``` -On Windows, use: - -```json -{ - "servers": { - "filesystem": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-filesystem", - "${workspaceFolder}" - ] - } - } -} -``` - ## Build Docker build: diff --git a/src/filesystem/__tests__/directory-tree.mcp-sdk.test.ts b/src/filesystem/__tests__/directory-tree.mcp-sdk.test.ts deleted file mode 100644 index 0cbe48c..0000000 --- a/src/filesystem/__tests__/directory-tree.mcp-sdk.test.ts +++ /dev/null @@ -1,57 +0,0 @@ -import { describe, it, expect, beforeEach, afterEach } from 'vitest'; -import * as fs from 'fs/promises'; -import * as path from 'path'; -import * as os from 'os'; -import { Client } from '@modelcontextprotocol/sdk/client/index.js'; -import { StdioClientTransport } from '@modelcontextprotocol/sdk/client/stdio.js'; - -describe('directory_tree MCP SDK regression', () => { - let client: Client; - let transport: StdioClientTransport; - let testDir: string; - - beforeEach(async () => { - const tmp = await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-fs-tree-')); - testDir = await fs.realpath(tmp); - - await fs.writeFile(path.join(testDir, 'root.txt'), 'root'); - await fs.mkdir(path.join(testDir, 'nested')); - await fs.writeFile(path.join(testDir, 'nested', 'child.txt'), 'child'); - - const serverPath = path.resolve(__dirname, '../dist/index.js'); - transport = new StdioClientTransport({ - command: 'node', - args: [serverPath, testDir], - }); - - client = new Client( - { name: 'directory-tree-regression-test', version: '1.0.0' }, - { capabilities: {} }, - ); - - await client.connect(transport); - }); - - afterEach(async () => { - await client?.close(); - await fs.rm(testDir, { recursive: true, force: true }); - }); - - it('returns structuredContent.content as a string (not an array) when called via MCP SDK', async () => { - const result = await client.callTool({ - name: 'directory_tree', - arguments: { path: testDir }, - }); - - // Regression test for issues where structuredContent was returned as an array, - // which causes MCP SDK validation to throw -32602 (invalid structured content). - const structured = result.structuredContent as { content: unknown }; - expect(structured).toBeDefined(); - expect(typeof structured.content).toBe('string'); - expect(Array.isArray(structured.content)).toBe(false); - - const parsed = JSON.parse(structured.content as string); - expect(Array.isArray(parsed)).toBe(true); - expect(parsed.length).toBeGreaterThan(0); - }); -}); diff --git a/src/filesystem/__tests__/lib.test.ts b/src/filesystem/__tests__/lib.test.ts index 24eb18a..bfe8987 100644 --- a/src/filesystem/__tests__/lib.test.ts +++ b/src/filesystem/__tests__/lib.test.ts @@ -14,7 +14,6 @@ import { getFileStats, readFileContent, writeFileContent, - moveFile, // Search & filtering functions searchFilesWithValidation, // File editing functions @@ -27,23 +26,6 @@ import { vi.mock('fs/promises'); const mockFs = fs as any; -function createMockFileHandle(content: Buffer) { - return { - read: vi.fn( - async (buffer: Buffer, offset: number, length: number, position: number) => { - const bytesRead = content.copy( - buffer, - offset, - position, - Math.min(position + length, content.length), - ); - return { bytesRead, buffer }; - }, - ), - close: vi.fn().mockResolvedValue(undefined), - }; -} - describe('Lib Functions', () => { beforeEach(() => { vi.clearAllMocks(); @@ -83,10 +65,8 @@ describe('Lib Functions', () => { }); it('handles negative numbers', () => { - // Negative numbers should return '0 B' as file sizes cannot be negative - expect(formatSize(-1)).toBe('0 B'); - expect(formatSize(-1024)).toBe('0 B'); - expect(formatSize(-1000000)).toBe('0 B'); + // Negative numbers will result in NaN for the log calculation + expect(formatSize(-1024)).toContain('NaN'); expect(formatSize(-0)).toBe('0 B'); }); @@ -173,13 +153,6 @@ describe('Lib Functions', () => { describe('Security & Validation Functions', () => { describe('validatePath', () => { - it('rejects Windows drive paths on POSIX hosts', async () => { - if (process.platform === 'win32') return; - - await expect(validatePath('C:\\Users\\me\\notes\\file.md')) - .rejects.toThrow('Windows-style path received on a POSIX host'); - }); - // Use Windows-compatible paths for testing const allowedDirs = process.platform === 'win32' ? ['C:\\Users\\test', 'C:\\temp'] : ['/home/user', '/tmp']; @@ -215,61 +188,22 @@ describe('Lib Functions', () => { expect(result).toBe(path.resolve(newFilePath)); }); - it('walks past multiple missing ancestors to an existing allowed directory', async () => { - // e.g. create_directory('/home/user/nonexistent/nested/newfile.txt') when - // neither 'nonexistent' nor 'nonexistent/nested' exist yet, but '/home/user' - // (an allowed directory) does. Regression test for #4629. - const newFilePath = process.platform === 'win32' ? 'C:\\Users\\test\\nonexistent\\nested\\newfile.txt' : '/home/user/nonexistent/nested/newfile.txt'; - - const enoentError = new Error('ENOENT') as NodeJS.ErrnoException; - enoentError.code = 'ENOENT'; - - // The path itself is missing. The resolver then realpaths the allowed - // directory ('/home/user'), which falls through to the beforeEach base - // implementation and echoes the path back as-is. readdir is mocked to - // undefined, so every component below it counts as missing. - mockFs.realpath.mockRejectedValueOnce(enoentError); - - const result = await validatePath(newFilePath); - expect(result).toBe(path.resolve(newFilePath)); - }); - - it('rejects when no ancestor directory exists at all', async () => { + it('rejects when parent directory does not exist', async () => { const newFilePath = process.platform === 'win32' ? 'C:\\Users\\test\\nonexistent\\newfile.txt' : '/home/user/nonexistent/newfile.txt'; - - const enoentError = new Error('ENOENT') as NodeJS.ErrnoException; - enoentError.code = 'ENOENT'; - - // Every ancestor, all the way up to the filesystem root, is missing. - mockFs.realpath.mockRejectedValue(enoentError); - + + // Create errors with the ENOENT code + const enoentError1 = new Error('ENOENT') as NodeJS.ErrnoException; + enoentError1.code = 'ENOENT'; + const enoentError2 = new Error('ENOENT') as NodeJS.ErrnoException; + enoentError2.code = 'ENOENT'; + + mockFs.realpath + .mockRejectedValueOnce(enoentError1) + .mockRejectedValueOnce(enoentError2); + await expect(validatePath(newFilePath)) .rejects.toThrow('Parent directory does not exist'); }); - - it('resolves relative paths against allowed directories instead of process.cwd()', async () => { - const relativePath = 'test-file.txt'; - const originalCwd = process.cwd; - - // Mock process.cwd to return a directory outside allowed directories - const disallowedCwd = process.platform === 'win32' ? 'C:\\Windows\\System32' : '/root'; - (process as any).cwd = vi.fn(() => disallowedCwd); - - try { - const result = await validatePath(relativePath); - - // Result should be resolved against first allowed directory, not process.cwd() - const expectedPath = process.platform === 'win32' - ? path.resolve('C:\\Users\\test', relativePath) - : path.resolve('/home/user', relativePath); - - expect(result).toBe(expectedPath); - expect(result).not.toContain(disallowedCwd); - } finally { - // Restore original process.cwd - process.cwd = originalCwd; - } - }); }); }); @@ -350,56 +284,6 @@ describe('Lib Functions', () => { expect(mockFs.writeFile).toHaveBeenCalledWith('/test/file.txt', 'new content', { encoding: "utf-8", flag: 'wx' }); }); - - it('preserves file permissions when overwriting existing file', async () => { - // First writeFile call with 'wx' flag fails because file exists - mockFs.writeFile.mockRejectedValueOnce(Object.assign(new Error('EEXIST'), { code: 'EEXIST' })); - // stat returns executable permissions - mockFs.stat.mockResolvedValueOnce({ mode: 0o100755 }); - // Second writeFile (to temp) succeeds - mockFs.writeFile.mockResolvedValueOnce(undefined); - mockFs.rename.mockResolvedValueOnce(undefined); - mockFs.chmod.mockResolvedValueOnce(undefined); - - await writeFileContent('/test/script.sh', 'new content'); - - expect(mockFs.stat).toHaveBeenCalledWith('/test/script.sh'); - expect(mockFs.chmod).toHaveBeenCalledWith('/test/script.sh', 0o755); - }); - - it('does not fail the write when chmod fails', async () => { - mockFs.writeFile.mockRejectedValueOnce(Object.assign(new Error('EEXIST'), { code: 'EEXIST' })); - mockFs.stat.mockResolvedValueOnce({ mode: 0o100755 }); - mockFs.writeFile.mockResolvedValueOnce(undefined); - mockFs.rename.mockResolvedValueOnce(undefined); - mockFs.chmod.mockRejectedValueOnce(Object.assign(new Error('EPERM'), { code: 'EPERM' })); - - await expect(writeFileContent('/test/script.sh', 'new content')).resolves.toBeUndefined(); - expect(mockFs.unlink).not.toHaveBeenCalled(); - }); - }); - - describe('moveFile', () => { - it('moves the file when the destination does not exist', async () => { - const enoent = Object.assign(new Error('not found'), { code: 'ENOENT' }); - mockFs.lstat.mockRejectedValueOnce(enoent); - mockFs.rename.mockResolvedValueOnce(undefined); - - await moveFile('/test/source.txt', '/test/dest.txt'); - - expect(mockFs.rename).toHaveBeenCalledWith('/test/source.txt', '/test/dest.txt'); - }); - - it('fails without overwriting when the destination already exists', async () => { - // lstat resolving means the destination is occupied. - mockFs.lstat.mockResolvedValueOnce({} as any); - - await expect(moveFile('/test/source.txt', '/test/dest.txt')).rejects.toThrow( - 'Destination already exists' - ); - - expect(mockFs.rename).not.toHaveBeenCalled(); - }); }); }); @@ -508,8 +392,6 @@ describe('Lib Functions', () => { beforeEach(() => { mockFs.readFile.mockResolvedValue('line1\nline2\nline3\n'); mockFs.writeFile.mockResolvedValue(undefined); - mockFs.stat.mockResolvedValue({ mode: 0o100644 }); - mockFs.chmod.mockResolvedValue(undefined); }); it('applies simple text replacement', async () => { @@ -534,22 +416,6 @@ describe('Lib Functions', () => { ); }); - it('treats dollar signs in replacement text literally', async () => { - const edits = [ - { oldText: 'line2', newText: "price=$$; match=$&; before=$`; after=$'" } - ]; - - mockFs.rename.mockResolvedValueOnce(undefined); - - await applyFileEdits('/test/file.txt', edits, false); - - expect(mockFs.writeFile).toHaveBeenCalledWith( - expect.stringMatching(/\/test\/file\.txt\.[a-f0-9]+\.tmp$/), - "line1\nprice=$$; match=$&; before=$`; after=$'\nline3\n", - 'utf-8' - ); - }); - it('handles dry run mode', async () => { const edits = [ { oldText: 'line2', newText: 'modified line2' } @@ -604,30 +470,6 @@ describe('Lib Functions', () => { ); }); - it('preserves file permissions after applying edits', async () => { - mockFs.stat.mockResolvedValue({ mode: 0o100755 }); - const edits = [ - { oldText: 'line2', newText: 'modified line2' } - ]; - - mockFs.rename.mockResolvedValueOnce(undefined); - - await applyFileEdits('/test/script.sh', edits, false); - - expect(mockFs.stat).toHaveBeenCalledWith('/test/script.sh'); - expect(mockFs.chmod).toHaveBeenCalledWith('/test/script.sh', 0o755); - }); - - it('does not restore permissions in dry run mode', async () => { - const edits = [ - { oldText: 'line2', newText: 'modified line2' } - ]; - - await applyFileEdits('/test/file.txt', edits, true); - - expect(mockFs.chmod).not.toHaveBeenCalled(); - }); - it('throws error for non-matching edits', async () => { const edits = [ { oldText: 'nonexistent line', newText: 'replacement' } @@ -761,23 +603,6 @@ describe('Lib Functions', () => { expect(mockFileHandle.close).toHaveBeenCalled(); }); - it('preserves UTF-8 characters split across chunk boundaries', async () => { - const content = Buffer.concat([ - Buffer.from('discard\n'), - Buffer.from('界'), - Buffer.alloc(1017, 'a'), - Buffer.from('\nlast'), - ]); - const mockFileHandle = createMockFileHandle(content); - - mockFs.stat.mockResolvedValue({ size: content.length } as any); - mockFs.open.mockResolvedValue(mockFileHandle); - - const result = await tailFile('/test/file.txt', 2); - - expect(result).toBe(`界${'a'.repeat(1017)}\nlast`); - }); - it('handles read errors gracefully', async () => { mockFs.stat.mockResolvedValue({ size: 100 } as any); @@ -834,20 +659,6 @@ describe('Lib Functions', () => { expect(mockFileHandle.close).toHaveBeenCalled(); }); - it('preserves UTF-8 characters split across chunk boundaries', async () => { - const content = Buffer.concat([ - Buffer.alloc(1023, 'a'), - Buffer.from('界\nsecond'), - ]); - const mockFileHandle = createMockFileHandle(content); - - mockFs.open.mockResolvedValue(mockFileHandle); - - const result = await headFile('/test/file.txt', 1); - - expect(result).toBe(`${'a'.repeat(1023)}界`); - }); - it('handles files with leftover content', async () => { const mockFileHandle = { read: vi.fn(), diff --git a/src/filesystem/__tests__/nested-parents.test.ts b/src/filesystem/__tests__/nested-parents.test.ts deleted file mode 100644 index 854dc44..0000000 --- a/src/filesystem/__tests__/nested-parents.test.ts +++ /dev/null @@ -1,35 +0,0 @@ -import fs from 'fs/promises'; -import os from 'os'; -import path from 'path'; -import { afterEach, beforeEach, describe, expect, it } from 'vitest'; -import { setAllowedDirectories, validatePath } from '../lib.js'; - -// Regression coverage for #4629: validatePath must accept a path whose -// ancestors are missing several levels deep, so create_directory can mkdir -p. -describe('validatePath with multiple missing ancestors', () => { - let allowedDir: string; - let outsideDir: string; - - beforeEach(async () => { - allowedDir = await fs.realpath(await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-nested-allowed-'))); - outsideDir = await fs.realpath(await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-nested-outside-'))); - setAllowedDirectories([allowedDir]); - }); - - afterEach(async () => { - setAllowedDirectories([]); - await fs.rm(allowedDir, { recursive: true, force: true }); - await fs.rm(outsideDir, { recursive: true, force: true }); - }); - - it('returns the full path when several ancestors do not exist', async () => { - const requested = path.join(allowedDir, 'a', 'b', 'c'); - await expect(validatePath(requested)).resolves.toBe(requested); - }); - - it('rejects when the nearest existing ancestor is a symlink out of the allowed tree', async () => { - await fs.symlink(outsideDir, path.join(allowedDir, 'link'), 'junction'); - await expect(validatePath(path.join(allowedDir, 'link', 'a', 'b'))) - .rejects.toThrow('Access denied'); - }); -}); diff --git a/src/filesystem/__tests__/path-utils.test.ts b/src/filesystem/__tests__/path-utils.test.ts index 3f60723..5530cba 100644 --- a/src/filesystem/__tests__/path-utils.test.ts +++ b/src/filesystem/__tests__/path-utils.test.ts @@ -354,17 +354,6 @@ describe('Path Utilities', () => { expect(result).not.toContain('\\'); }); - it('normalizes bare Windows drive letters to the drive root on Windows', () => { - Object.defineProperty(process, 'platform', { - value: 'win32', - writable: true, - configurable: true - }); - - expect(normalizePath('C:')).toBe('C:\\'); - expect(normalizePath('d:')).toBe('D:\\'); - }); - it('should handle relative path slash conversion based on platform', () => { // This test verifies platform-specific behavior naturally without mocking // On Windows: forward slashes converted to backslashes diff --git a/src/filesystem/__tests__/path-validation.test.ts b/src/filesystem/__tests__/path-validation.test.ts index 81ad247..098119e 100644 --- a/src/filesystem/__tests__/path-validation.test.ts +++ b/src/filesystem/__tests__/path-validation.test.ts @@ -564,53 +564,6 @@ describe('Path Validation', () => { } }); - // Test for macOS /tmp -> /private/tmp symlink issue (GitHub issue #3253) - // When allowed directories include BOTH original and resolved paths, - // paths through either form should be accepted - it('allows paths through both original and resolved symlink directories', async () => { - try { - // Setup: Create the actual target directory with content - const actualTargetDir = path.join(testDir, 'actual-target'); - await fs.mkdir(actualTargetDir, { recursive: true }); - const targetFile = path.join(actualTargetDir, 'file.txt'); - await fs.writeFile(targetFile, 'FILE_CONTENT'); - - // Setup: Create symlink directory that points to target (simulates /tmp -> /private/tmp) - const symlinkDir = path.join(testDir, 'symlink-dir'); - await fs.symlink(actualTargetDir, symlinkDir); - - // Get the resolved path - const resolvedDir = await fs.realpath(symlinkDir); - - // THE FIX: Store BOTH original symlink path AND resolved path in allowed directories - // This is what the server should do during startup to fix issue #3253 - const allowedDirsWithBoth = [symlinkDir, resolvedDir]; - - // Test 1: Path through original symlink should pass validation - // (e.g., user requests /tmp/file.txt when /tmp is in allowed dirs) - const fileViaSymlink = path.join(symlinkDir, 'file.txt'); - expect(isPathWithinAllowedDirectories(fileViaSymlink, allowedDirsWithBoth)).toBe(true); - - // Test 2: Path through resolved directory should also pass validation - // (e.g., user requests /private/tmp/file.txt) - const fileViaResolved = path.join(resolvedDir, 'file.txt'); - expect(isPathWithinAllowedDirectories(fileViaResolved, allowedDirsWithBoth)).toBe(true); - - // Test 3: The resolved path of the symlink file should also pass - const resolvedFile = await fs.realpath(fileViaSymlink); - expect(isPathWithinAllowedDirectories(resolvedFile, allowedDirsWithBoth)).toBe(true); - - // Verify both paths point to the same actual file - expect(resolvedFile).toBe(await fs.realpath(fileViaResolved)); - - } catch (error) { - // Skip if no symlink permissions on the system - if ((error as NodeJS.ErrnoException).code !== 'EPERM') { - throw error; - } - } - }); - it('resolves nested symlink chains completely', async () => { try { // Setup: Create target file in forbidden area diff --git a/src/filesystem/__tests__/startup-validation.test.ts b/src/filesystem/__tests__/startup-validation.test.ts deleted file mode 100644 index 3be283d..0000000 --- a/src/filesystem/__tests__/startup-validation.test.ts +++ /dev/null @@ -1,100 +0,0 @@ -import { describe, it, expect, beforeEach, afterEach } from 'vitest'; -import { spawn } from 'child_process'; -import * as path from 'path'; -import * as fs from 'fs/promises'; -import * as os from 'os'; - -const SERVER_PATH = path.join(__dirname, '..', 'dist', 'index.js'); - -/** - * Spawns the filesystem server with given arguments and returns exit info - */ -async function spawnServer(args: string[], timeoutMs = 2000): Promise<{ exitCode: number | null; stderr: string }> { - return new Promise((resolve) => { - const proc = spawn('node', [SERVER_PATH, ...args], { - stdio: ['pipe', 'pipe', 'pipe'], - }); - - let stderr = ''; - proc.stderr?.on('data', (data) => { - stderr += data.toString(); - }); - - const timeout = setTimeout(() => { - proc.kill('SIGTERM'); - }, timeoutMs); - - proc.on('close', (code) => { - clearTimeout(timeout); - resolve({ exitCode: code, stderr }); - }); - - proc.on('error', (err) => { - clearTimeout(timeout); - resolve({ exitCode: 1, stderr: err.message }); - }); - }); -} - -describe('Startup Directory Validation', () => { - let testDir: string; - let accessibleDir: string; - let accessibleDir2: string; - - beforeEach(async () => { - testDir = await fs.mkdtemp(path.join(os.tmpdir(), 'fs-startup-test-')); - accessibleDir = path.join(testDir, 'accessible'); - accessibleDir2 = path.join(testDir, 'accessible2'); - await fs.mkdir(accessibleDir, { recursive: true }); - await fs.mkdir(accessibleDir2, { recursive: true }); - }); - - afterEach(async () => { - await fs.rm(testDir, { recursive: true, force: true }); - }); - - it('should start successfully with all accessible directories', async () => { - const result = await spawnServer([accessibleDir, accessibleDir2]); - // Server starts and runs (we kill it after timeout, so exit code is null or from SIGTERM) - expect(result.stderr).toContain('Secure MCP Filesystem Server running on stdio'); - expect(result.stderr).not.toContain('Error:'); - }); - - it('should skip inaccessible directory and continue with accessible one', async () => { - const nonExistentDir = path.join(testDir, 'non-existent-dir-12345'); - - const result = await spawnServer([nonExistentDir, accessibleDir]); - - // Should warn about inaccessible directory - expect(result.stderr).toContain('Warning: Cannot access directory'); - expect(result.stderr).toContain(nonExistentDir); - - // Should still start successfully - expect(result.stderr).toContain('Secure MCP Filesystem Server running on stdio'); - }); - - it('should exit with error when ALL directories are inaccessible', async () => { - const nonExistent1 = path.join(testDir, 'non-existent-1'); - const nonExistent2 = path.join(testDir, 'non-existent-2'); - - const result = await spawnServer([nonExistent1, nonExistent2]); - - // Should exit with error - expect(result.exitCode).toBe(1); - expect(result.stderr).toContain('Error: None of the specified directories are accessible'); - }); - - it('should warn when path is not a directory', async () => { - const filePath = path.join(testDir, 'not-a-directory.txt'); - await fs.writeFile(filePath, 'content'); - - const result = await spawnServer([filePath, accessibleDir]); - - // Should warn about non-directory - expect(result.stderr).toContain('Warning:'); - expect(result.stderr).toContain('not a directory'); - - // Should still start with the valid directory - expect(result.stderr).toContain('Secure MCP Filesystem Server running on stdio'); - }); -}); diff --git a/src/filesystem/__tests__/structured-content.test.ts b/src/filesystem/__tests__/structured-content.test.ts index 67da16f..4b8f92b 100644 --- a/src/filesystem/__tests__/structured-content.test.ts +++ b/src/filesystem/__tests__/structured-content.test.ts @@ -5,7 +5,6 @@ import * as os from 'os'; import { Client } from '@modelcontextprotocol/sdk/client/index.js'; import { StdioClientTransport } from '@modelcontextprotocol/sdk/client/stdio.js'; import { spawn } from 'child_process'; -import { fileURLToPath } from 'url'; /** * Integration tests to verify that tool handlers return structuredContent @@ -22,9 +21,7 @@ describe('structuredContent schema compliance', () => { beforeEach(async () => { // Create a temp directory for testing - const tmpDir = await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-fs-test-')); - // macOS temp dirs may be symlinked (/var -> /private/var); resolve for server allowlist checks. - testDir = await fs.realpath(tmpDir); + testDir = await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-fs-test-')); // Create test files await fs.writeFile(path.join(testDir, 'test.txt'), 'test content'); @@ -158,126 +155,4 @@ describe('structuredContent schema compliance', () => { expect(Array.isArray(structuredContent.content)).toBe(false); }); }); - - // read_media_file must return a VALID MCP content block. Previously it emitted - // type: "blob" for non-image/audio files, which is not in the MCP content-block - // union (text | image | audio | resource_link | resource) and a strict client - // rejects on schema validation. See issue #4029. - describe('read_media_file (issue #4029)', () => { - // Image/audio inputs already returned valid content types before #4029 (only the - // non-media fallback was the invalid "blob"), so these two cases are "still-works" - // coverage — they round-trip the bytes to catch an encoding regression on the media - // paths. The resource + café cases below are the actual #4029 regression guards - // (they fail against the pre-fix "blob" build). - it('returns type "image" for image files, round-tripping the bytes', async () => { - const pngBytes = Buffer.from([0x89, 0x50, 0x4e, 0x47, 0x0d, 0x0a, 0x1a, 0x0a]); - const pngPath = path.join(testDir, 'pixel.png'); - // Contents aren't validated by the tool (MIME is by extension), so arbitrary bytes are fine. - await fs.writeFile(pngPath, pngBytes); - - const result = await client.callTool({ - name: 'read_media_file', - arguments: { path: pngPath } - }); - - const content = result.content as Array<{ type: string; data?: string; mimeType?: string }>; - expect(Array.isArray(content)).toBe(true); - expect(content).toHaveLength(1); - expect(content[0].type).toBe('image'); - expect(content[0].mimeType).toBe('image/png'); - expect(Buffer.from(content[0].data!, 'base64').equals(pngBytes)).toBe(true); - // structuredContent must MIRROR content. The SDK validates each field independently - // against the outputSchema union (either arm is valid for either field), so schema - // validation alone cannot catch the two drifting apart — only this equality can. - expect(result.structuredContent).toEqual({ content }); - }); - - it('returns type "audio" for audio files, round-tripping the bytes', async () => { - const mp3Bytes = Buffer.from([0x49, 0x44, 0x33, 0x04]); - const mp3Path = path.join(testDir, 'clip.mp3'); - await fs.writeFile(mp3Path, mp3Bytes); - - const result = await client.callTool({ - name: 'read_media_file', - arguments: { path: mp3Path } - }); - - const content = result.content as Array<{ type: string; data?: string; mimeType?: string }>; - expect(content[0].type).toBe('audio'); - expect(content[0].mimeType).toBe('audio/mpeg'); - expect(Buffer.from(content[0].data!, 'base64').equals(mp3Bytes)).toBe(true); - expect(result.structuredContent).toEqual({ content }); // must mirror content (see image case) - }); - - it('returns an embedded resource (never "blob") for non-media binaries, round-tripping the bytes', async () => { - const binBytes = Buffer.from([0x00, 0x01, 0x02, 0x03, 0xff, 0xfe]); - const binPath = path.join(testDir, 'data.bin'); - await fs.writeFile(binPath, binBytes); - - const result = await client.callTool({ - name: 'read_media_file', - arguments: { path: binPath } - }); - - const content = result.content as Array<{ - type: string; - resource?: { uri: string; mimeType: string; blob: string }; - }>; - expect(content).toHaveLength(1); - // ("never blob" is enforced upstream of any assertion here: the SDK client's - // CallToolResultSchema parse rejects a blob block before content is even inspected, - // failing the callTool above — which is exactly how this test fails pre-fix.) - expect(content[0].type).toBe('resource'); - expect(content[0].resource).toBeDefined(); - expect(content[0].resource!.uri.startsWith('file://')).toBe(true); - // Decode the uri back to a path and confirm it is the file actually read — guards a - // refactor that builds the uri from the wrong variable while still emitting a - // well-formed file:// string. (realpath handles the /tmp -> /private/tmp macOS alias.) - expect(fileURLToPath(content[0].resource!.uri)).toBe(await fs.realpath(binPath)); - expect(content[0].resource!.mimeType).toBe('application/octet-stream'); - // The base64 blob must round-trip to the original bytes (data integrity, not just a valid - // shape) — this also subsumes a non-empty check. - expect(Buffer.from(content[0].resource!.blob, 'base64').equals(binBytes)).toBe(true); - expect(result.structuredContent).toEqual({ content }); // must mirror content (see image case) - }); - - it('percent-encodes spaces and non-ASCII chars in the resource uri (pathToFileURL, not a raw file:// concatenation)', async () => { - const fancyPath = path.join(testDir, 'my café.bin'); - await fs.writeFile(fancyPath, Buffer.from([0x10, 0x20, 0x30])); - - const result = await client.callTool({ - name: 'read_media_file', - arguments: { path: fancyPath } - }); - - const content = result.content as Array<{ type: string; resource?: { uri: string } }>; - expect(content[0].type).toBe('resource'); - const uri = content[0].resource!.uri; - // pathToFileURL percent-encodes the space (%20) and the non-ASCII "é" (%C3%A9 for NFC, - // or the base "e" + %CC%81 for the NFD form some filesystems store); a raw - // `file://${validPath}` (as in PR #4044) would leave both literal. - expect(uri).toContain('%20'); - expect(uri).not.toContain(' '); - // The non-ASCII "é" must be percent-encoded: %C3%A9 (NFC) or base-"e" + %CC%81 (the NFD - // form some filesystems decompose to). This regex — not a `.not.toContain('é')`, which is - // vacuous on an NFD runner where the precomposed char never appears — is the load-bearing - // assertion that distinguishes pathToFileURL from a raw `file://${path}` concatenation. - expect(uri).toMatch(/%C3%A9|%CC%81/); - expect(result.structuredContent).toEqual({ content }); // must mirror content (see image case) - }); - - it('advertises the widened outputSchema union via tools/list (both branches serialize)', async () => { - const { tools } = await client.listTools(); - const tool = tools.find((t) => t.name === 'read_media_file'); - expect(tool).toBeDefined(); - // The union outputSchema must serialize to JSON Schema — a DIFFERENT SDK path - // (toJsonSchemaCompat / tools-list) than the callTool structuredContent validation the - // other cases exercise — with BOTH branches present. Guards a nested-union-in-array - // serialization quirk that could drop the resource arm from the advertised schema. - const schemaStr = JSON.stringify(tool!.outputSchema); - expect(schemaStr).toMatch(/resource/); - expect(schemaStr).toMatch(/image/); - expect(schemaStr).toMatch(/audio/); - }); - }); }); diff --git a/src/filesystem/__tests__/unicode-paths.test.ts b/src/filesystem/__tests__/unicode-paths.test.ts deleted file mode 100644 index 2d28ac2..0000000 --- a/src/filesystem/__tests__/unicode-paths.test.ts +++ /dev/null @@ -1,49 +0,0 @@ -import fs from 'fs/promises'; -import os from 'os'; -import path from 'path'; -import { afterEach, beforeEach, describe, expect, it } from 'vitest'; -import { setAllowedDirectories, validatePath } from '../lib.js'; - -describe('Unicode-equivalent filesystem paths', () => { - let testDirectory: string; - - beforeEach(async () => { - testDirectory = await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-unicode-paths-')); - setAllowedDirectories([testDirectory]); - }); - - afterEach(async () => { - setAllowedDirectories([]); - await fs.rm(testDirectory, { recursive: true, force: true }); - }); - - it('resolves an existing decomposed path from a composed request', async () => { - const onDiskDirectory = 'de\u0301marche'; - const onDiskFile = 're\u0301sume\u0301.txt'; - await fs.mkdir(path.join(testDirectory, onDiskDirectory)); - await fs.writeFile(path.join(testDirectory, onDiskDirectory, onDiskFile), 'content'); - - const resolved = await validatePath(path.join(testDirectory, 'd\u00e9marche', 'r\u00e9sum\u00e9.txt')); - - expect(resolved).toBe(await fs.realpath(path.join(testDirectory, onDiskDirectory, onDiskFile))); - }); - - it('preserves a new basename after resolving a Unicode-equivalent parent', async () => { - const onDiskDirectory = 'de\u0301marche'; - await fs.mkdir(path.join(testDirectory, onDiskDirectory)); - - const resolved = await validatePath(path.join(testDirectory, 'd\u00e9marche', 'new.txt')); - - expect(resolved).toBe(path.join(await fs.realpath(path.join(testDirectory, onDiskDirectory)), 'new.txt')); - }); - - it('rejects ambiguous canonically equivalent entries', async () => { - const composed = 'caf\u00e9'; - const decomposed = 'cafe\u0301'; - await fs.mkdir(path.join(testDirectory, composed)); - await fs.mkdir(path.join(testDirectory, decomposed)); - - await expect(validatePath(path.join(testDirectory, 'cafe\u0341', 'file.txt'))) - .rejects.toThrow('Ambiguous Unicode path component'); - }); -}); diff --git a/src/filesystem/index.ts b/src/filesystem/index.ts index 51ac523..48a599f 100644 --- a/src/filesystem/index.ts +++ b/src/filesystem/index.ts @@ -3,13 +3,13 @@ import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; import { + CallToolResult, RootsListChangedNotificationSchema, type Root, } from "@modelcontextprotocol/sdk/types.js"; import fs from "fs/promises"; import { createReadStream } from "fs"; import path from "path"; -import { pathToFileURL } from "url"; import { z } from "zod"; import { minimatch } from "minimatch"; import { normalizePath, expandHome } from './path-utils.js'; @@ -21,7 +21,6 @@ import { getFileStats, readFileContent, writeFileContent, - moveFile, searchFilesWithValidation, applyFileEdits, tailFile, @@ -40,55 +39,36 @@ if (args.length === 0) { } // Store allowed directories in normalized and resolved form -// We store BOTH the original path AND the resolved path to handle symlinks correctly -// This fixes the macOS /tmp -> /private/tmp symlink issue where users specify /tmp -// but the resolved path is /private/tmp -let allowedDirectories = (await Promise.all( +let allowedDirectories = await Promise.all( args.map(async (dir) => { const expanded = expandHome(dir); const absolute = path.resolve(expanded); - const normalizedOriginal = normalizePath(absolute); try { // Security: Resolve symlinks in allowed directories during startup // This ensures we know the real paths and can validate against them later const resolved = await fs.realpath(absolute); - const normalizedResolved = normalizePath(resolved); - // Return both original and resolved paths if they differ - // This allows matching against either /tmp or /private/tmp on macOS - if (normalizedOriginal !== normalizedResolved) { - return [normalizedOriginal, normalizedResolved]; - } - return [normalizedResolved]; + return normalizePath(resolved); } catch (error) { // If we can't resolve (doesn't exist), use the normalized absolute path // This allows configuring allowed dirs that will be created later - return [normalizedOriginal]; + return normalizePath(absolute); } }) -)).flat(); +); -// Filter to only accessible directories, warn about inaccessible ones -const accessibleDirectories: string[] = []; -for (const dir of allowedDirectories) { +// Validate that all directories exist and are accessible +await Promise.all(allowedDirectories.map(async (dir) => { try { const stats = await fs.stat(dir); - if (stats.isDirectory()) { - accessibleDirectories.push(dir); - } else { - console.error(`Warning: ${dir} is not a directory, skipping`); + if (!stats.isDirectory()) { + console.error(`Error: ${dir} is not a directory`); + process.exit(1); } } catch (error) { - console.error(`Warning: Cannot access directory ${dir}, skipping`); + console.error(`Error accessing directory ${dir}:`, error); + process.exit(1); } -} - -// Exit only if ALL paths are inaccessible (and some were specified) -if (accessibleDirectories.length === 0 && allowedDirectories.length > 0) { - console.error("Error: None of the specified directories are accessible"); - process.exit(1); -} - -allowedDirectories = accessibleDirectories; +})); // Initialize the global allowedDirectories in lib.ts setAllowedDirectories(allowedDirectories); @@ -218,7 +198,7 @@ server.registerTool( description: "Read the complete contents of a file as text. DEPRECATED: Use read_text_file instead.", inputSchema: ReadTextFileArgsSchema.shape, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, readTextFileHandler ); @@ -241,7 +221,7 @@ server.registerTool( head: z.number().optional().describe("If provided, returns only the first N lines of the file") }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, readTextFileHandler ); @@ -251,31 +231,19 @@ server.registerTool( { title: "Read Media File", description: - "Read a file and return it as a base64-encoded content block with its MIME type. " + - "Image and audio files are returned as image/audio content; any other file type is " + - "returned as an embedded resource. Only works within allowed directories.", + "Read an image or audio file. Returns the base64 encoded data and MIME type. " + + "Only works within allowed directories.", inputSchema: { path: z.string() }, outputSchema: { - content: z.array(z.union([ - z.object({ - type: z.enum(["image", "audio"]), - data: z.string(), - mimeType: z.string() - }), - z.object({ - type: z.literal("resource"), - resource: z.object({ - uri: z.string(), - // Optional, matching the SDK's BlobResourceContents shape (the handler always sets it). - mimeType: z.string().optional(), - blob: z.string() - }) - }) - ])) + content: z.array(z.object({ + type: z.enum(["image", "audio", "blob"]), + data: z.string(), + mimeType: z.string() + })) }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -296,23 +264,17 @@ server.registerTool( const mimeType = mimeTypes[extension] || "application/octet-stream"; const data = await readFileAsBase64Stream(validPath); - // Map the MIME type to a valid MCP content block. The spec only allows - // text, image, audio, resource_link, and resource — so non-image/audio - // binaries are returned as an embedded resource (NOT type:"blob", which the - // SDK content-block union rejects on schema validation). - const contentItem = - mimeType.startsWith("image/") - ? { type: "image" as const, data, mimeType } - : mimeType.startsWith("audio/") - ? { type: "audio" as const, data, mimeType } - : { - type: "resource" as const, - resource: { uri: pathToFileURL(validPath).href, mimeType, blob: data } - }; + const type = mimeType.startsWith("image/") + ? "image" + : mimeType.startsWith("audio/") + ? "audio" + // Fallback for other binary types, not officially supported by the spec but has been used for some time + : "blob"; + const contentItem = { type: type as 'image' | 'audio' | 'blob', data, mimeType }; return { content: [contentItem], structuredContent: { content: [contentItem] } - }; + } as unknown as CallToolResult; } ); @@ -332,7 +294,7 @@ server.registerTool( .describe("Array of file paths to read. Each path must be a string pointing to a valid file within allowed directories.") }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { const results = await Promise.all( @@ -368,7 +330,7 @@ server.registerTool( content: z.string() }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: false, idempotentHint: true, destructiveHint: true, openWorldHint: false } + annotations: { readOnlyHint: false, idempotentHint: true, destructiveHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -398,7 +360,7 @@ server.registerTool( dryRun: z.boolean().default(false).describe("Preview changes using git-style diff format") }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: false, idempotentHint: false, destructiveHint: true, openWorldHint: false } + annotations: { readOnlyHint: false, idempotentHint: false, destructiveHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -423,7 +385,7 @@ server.registerTool( path: z.string() }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: false, idempotentHint: true, destructiveHint: false, openWorldHint: false } + annotations: { readOnlyHint: false, idempotentHint: true, destructiveHint: false } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -449,7 +411,7 @@ server.registerTool( path: z.string() }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -478,7 +440,7 @@ server.registerTool( sortBy: z.enum(["name", "size"]).optional().default("name").describe("Sort entries by name or size") }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -557,7 +519,7 @@ server.registerTool( excludePatterns: z.array(z.string()).optional().default([]) }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { interface TreeEntry { @@ -627,12 +589,12 @@ server.registerTool( destination: z.string() }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: false, idempotentHint: false, destructiveHint: true, openWorldHint: false } + annotations: { readOnlyHint: false, idempotentHint: false, destructiveHint: false } }, async (args: z.infer) => { const validSourcePath = await validatePath(args.source); const validDestPath = await validatePath(args.destination); - await moveFile(validSourcePath, validDestPath); + await fs.rename(validSourcePath, validDestPath); const text = `Successfully moved ${args.source} to ${args.destination}`; const contentBlock = { type: "text" as const, text }; return { @@ -658,7 +620,7 @@ server.registerTool( excludePatterns: z.array(z.string()).optional().default([]) }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -684,7 +646,7 @@ server.registerTool( path: z.string() }, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async (args: z.infer) => { const validPath = await validatePath(args.path); @@ -710,7 +672,7 @@ server.registerTool( "before trying to access files.", inputSchema: {}, outputSchema: { content: z.string() }, - annotations: { readOnlyHint: true, openWorldHint: false } + annotations: { readOnlyHint: true } }, async () => { const text = `Allowed directories:\n${allowedDirectories.join('\n')}`; diff --git a/src/filesystem/lib.ts b/src/filesystem/lib.ts index 6cd2165..240ca0d 100644 --- a/src/filesystem/lib.ts +++ b/src/filesystem/lib.ts @@ -2,7 +2,6 @@ import fs from "fs/promises"; import path from "path"; import os from 'os'; import { randomBytes } from 'crypto'; -import { StringDecoder } from 'string_decoder'; import { diffLines, createTwoFilesPatch } from 'diff'; import { minimatch } from 'minimatch'; import { normalizePath, expandHome } from './path-utils.js'; @@ -44,7 +43,7 @@ export interface SearchResult { // Pure Utility Functions export function formatSize(bytes: number): string { const units = ['B', 'KB', 'MB', 'GB', 'TB']; - if (bytes <= 0) return '0 B'; + if (bytes === 0) return '0 B'; const i = Math.floor(Math.log(bytes) / Math.log(1024)); @@ -73,81 +72,12 @@ export function createUnifiedDiff(originalContent: string, newContent: string, f ); } -// Helper function to resolve relative paths against allowed directories -function resolveRelativePathAgainstAllowedDirectories(relativePath: string): string { - if (allowedDirectories.length === 0) { - // Fallback to process.cwd() if no allowed directories are set - return path.resolve(process.cwd(), relativePath); - } - - // Try to resolve relative path against each allowed directory - for (const allowedDir of allowedDirectories) { - const candidate = path.resolve(allowedDir, relativePath); - const normalizedCandidate = normalizePath(candidate); - - // Check if the resulting path lies within any allowed directory - if (isPathWithinAllowedDirectories(normalizedCandidate, allowedDirectories)) { - return candidate; - } - } - - // If no valid resolution found, use the first allowed directory as base - // This provides a consistent fallback behavior - return path.resolve(allowedDirectories[0], relativePath); -} - // Security & Validation Functions -async function resolveUnicodeEquivalentPath(absolutePath: string): Promise { - const allowedDirectory = [...allowedDirectories] - .sort((left, right) => right.length - left.length) - .find(directory => isPathWithinAllowedDirectories(normalizePath(absolutePath), [directory])); - - if (!allowedDirectory) { - return absolutePath; - } - - let currentPath = await fs.realpath(allowedDirectory); - const relativeParts = path.relative(allowedDirectory, absolutePath).split(path.sep).filter(Boolean); - - for (let index = 0; index < relativeParts.length; index++) { - const requestedPart = relativeParts[index]; - const entries = (await fs.readdir(currentPath)) ?? []; - const exactMatch = entries.find(entry => entry === requestedPart); - const equivalentMatches = exactMatch - ? [exactMatch] - : entries.filter(entry => entry.normalize('NFC') === requestedPart.normalize('NFC')); - - if (equivalentMatches.length > 1) { - throw new Error(`Ambiguous Unicode path component: ${requestedPart}`); - } - - if (equivalentMatches.length === 0) { - // Nothing below this point exists yet, so there are no symlinks left to - // resolve. currentPath is already realpath'd and inside an allowed - // directory; append the missing tail so create_directory can mkdir -p it. - return path.join(currentPath, ...relativeParts.slice(index)); - } - - currentPath = await fs.realpath(path.join(currentPath, equivalentMatches[0])); - if (!isPathWithinAllowedDirectories(normalizePath(currentPath), allowedDirectories)) { - throw new Error(`Access denied - symlink target outside allowed directories: ${currentPath} not in ${allowedDirectories.join(', ')}`); - } - } - - return currentPath; -} - export async function validatePath(requestedPath: string): Promise { const expandedPath = expandHome(requestedPath); - // Do not silently reinterpret a Windows drive path as a relative POSIX path. - // This would create a literal filename such as `C:\\Users\\...` inside the - // allowed root and report success for the wrong location. - if (process.platform !== 'win32' && /^(?:[A-Za-z]:)(?:[\\/]|$)/.test(expandedPath)) { - throw new Error(`Access denied - Windows-style path received on a POSIX host: ${requestedPath}`); - } const absolute = path.isAbsolute(expandedPath) ? path.resolve(expandedPath) - : resolveRelativePathAgainstAllowedDirectories(expandedPath); + : path.resolve(process.cwd(), expandedPath); const normalizedRequested = normalizePath(absolute); @@ -170,13 +100,16 @@ export async function validatePath(requestedPath: string): Promise { // Security: For new files that don't exist yet, verify parent directory // This ensures we can't create files in unauthorized locations if ((error as NodeJS.ErrnoException).code === 'ENOENT') { + const parentDir = path.dirname(absolute); try { - return await resolveUnicodeEquivalentPath(absolute); - } catch (resolutionError) { - if ((resolutionError as NodeJS.ErrnoException).code === 'ENOENT') { - throw new Error(`Parent directory does not exist: ${path.dirname(absolute)}`); + const realParentPath = await fs.realpath(parentDir); + const normalizedParent = normalizePath(realParentPath); + if (!isPathWithinAllowedDirectories(normalizedParent, allowedDirectories)) { + throw new Error(`Access denied - parent directory outside allowed directories: ${realParentPath} not in ${allowedDirectories.join(', ')}`); } - throw resolutionError; + return absolute; + } catch { + throw new Error(`Parent directory does not exist: ${parentDir}`); } } throw error; @@ -212,7 +145,6 @@ export async function writeFileContent(filePath: string, content: string): Promi // Security: Use atomic rename to prevent race conditions where symlinks // could be created between validation and write. Rename operations // replace the target file atomically and don't follow symlinks. - const origStats = await fs.stat(filePath); const tempPath = `${filePath}.${randomBytes(16).toString('hex')}.tmp`; try { await fs.writeFile(tempPath, content, 'utf-8'); @@ -223,13 +155,6 @@ export async function writeFileContent(filePath: string, content: string): Promi } catch {} throw renameError; } - // Restore original permission bits since the atomic rename replaces the - // inode and the temp file has default (0644) permissions. Mask off the - // file-type bits; POSIX leaves them unspecified for chmod. A chmod - // failure must not fail the write, which has already succeeded. - try { - await fs.chmod(filePath, origStats.mode & 0o777); - } catch {} } else { throw error; } @@ -237,25 +162,6 @@ export async function writeFileContent(filePath: string, content: string): Promi } -export async function moveFile(sourcePath: string, destinationPath: string): Promise { - // The move_file tool contract (and README) state the operation fails if the - // destination already exists. fs.rename would silently overwrite it, which is - // a data-loss bug, so reject up front when anything - file, directory, or - // symlink - occupies the target. lstat is used so an existing symlink at the - // destination is detected rather than followed. - try { - await fs.lstat(destinationPath); - } catch (error) { - if ((error as NodeJS.ErrnoException).code === 'ENOENT') { - await fs.rename(sourcePath, destinationPath); - return; - } - throw error; - } - throw new Error(`Destination already exists: ${destinationPath}`); -} - - // File Editing Functions interface FileEdit { oldText: string; @@ -278,7 +184,7 @@ export async function applyFileEdits( // If exact match exists, use it if (modifiedContent.includes(normalizedOld)) { - modifiedContent = modifiedContent.replace(normalizedOld, () => normalizedNew); + modifiedContent = modifiedContent.replace(normalizedOld, normalizedNew); continue; } @@ -337,7 +243,6 @@ export async function applyFileEdits( // Security: Use atomic rename to prevent race conditions where symlinks // could be created between validation and write. Rename operations // replace the target file atomically and don't follow symlinks. - const origStats = await fs.stat(filePath); const tempPath = `${filePath}.${randomBytes(16).toString('hex')}.tmp`; try { await fs.writeFile(tempPath, modifiedContent, 'utf-8'); @@ -348,13 +253,6 @@ export async function applyFileEdits( } catch {} throw error; } - // Restore original permission bits since the atomic rename replaces the - // inode and the temp file has default (0644) permissions. Mask off the - // file-type bits; POSIX leaves them unspecified for chmod. A chmod - // failure must not fail the write, which has already succeeded. - try { - await fs.chmod(filePath, origStats.mode & 0o777); - } catch {} } return formattedDiff; @@ -371,28 +269,42 @@ export async function tailFile(filePath: string, numLines: number): Promise 0 && newlinesFound < numLines) { + while (position > 0 && linesFound < numLines) { const size = Math.min(CHUNK_SIZE, position); position -= size; const { bytesRead } = await fileHandle.read(chunk, 0, size, position); if (!bytesRead) break; - - const readData = Buffer.from(chunk.subarray(0, bytesRead)); - chunks.unshift(readData); - for (const byte of readData) { - if (byte === 0x0a) newlinesFound++; + + // Get the chunk as a string and prepend any remaining text from previous iteration + const readData = chunk.slice(0, bytesRead).toString('utf-8'); + const chunkText = readData + remainingText; + + // Split by newlines and count + const chunkLines = normalizeLineEndings(chunkText).split('\n'); + + // If this isn't the end of the file, the first line is likely incomplete + // Save it to prepend to the next chunk + if (position > 0) { + remainingText = chunkLines[0]; + chunkLines.shift(); // Remove the first (incomplete) line + } + + // Add lines to our result (up to the number we need) + for (let i = chunkLines.length - 1; i >= 0 && linesFound < numLines; i--) { + lines.unshift(chunkLines[i]); + linesFound++; } } - - const text = normalizeLineEndings(Buffer.concat(chunks).toString('utf-8')); - return text.split('\n').slice(-numLines).join('\n'); + + return lines.join('\n'); } finally { await fileHandle.close(); } @@ -406,14 +318,13 @@ export async function headFile(filePath: string, numLines: number): Promise 0 && lines.length < numLines) { diff --git a/src/filesystem/package.json b/src/filesystem/package.json index 3c288a2..b76081e 100644 --- a/src/filesystem/package.json +++ b/src/filesystem/package.json @@ -1,10 +1,10 @@ { "name": "@modelcontextprotocol/server-filesystem", - "version": "0.6.3", + "version": "2026.1.14", "description": "MCP server for filesystem access", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "mcpName": "io.github.modelcontextprotocol/server-filesystem", - "author": "Model Context Protocol a Series of LF Projects, LLC.", + "author": "Anthropic, PBC (https://anthropic.com)", "homepage": "https://modelcontextprotocol.io", "bugs": "https://github.com/modelcontextprotocol/servers/issues", "repository": { @@ -25,19 +25,19 @@ "test": "vitest run --coverage" }, "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", - "diff": "^8.0.3", - "glob": "^13.0.6", + "@modelcontextprotocol/sdk": "^1.25.2", + "diff": "^5.1.0", + "glob": "^10.5.0", "minimatch": "^10.0.1", - "zod": "^4.0.0" + "zod-to-json-schema": "^3.23.5" }, "devDependencies": { "@types/diff": "^5.0.9", "@types/minimatch": "^5.1.2", "@types/node": "^22", - "@vitest/coverage-v8": "^4.1.8", - "shx": "^0.4.0", + "@vitest/coverage-v8": "^2.1.8", + "shx": "^0.3.4", "typescript": "^5.8.2", - "vitest": "^4.1.8" + "vitest": "^2.1.8" } -} +} \ No newline at end of file diff --git a/src/filesystem/path-utils.ts b/src/filesystem/path-utils.ts index 6ab5a59..50910b9 100644 --- a/src/filesystem/path-utils.ts +++ b/src/filesystem/path-utils.ts @@ -77,12 +77,6 @@ export function normalizePath(p: string): string { p = p.replace(/\\\\/g, '\\'); } - // On Windows, if we have a bare drive letter (e.g. "C:"), append a separator - // so path.normalize doesn't return "C:." which can break path validation. - if (process.platform === 'win32' && /^[a-zA-Z]:$/.test(p)) { - p = p + path.sep; - } - // Use Node's path normalization, which handles . and .. segments let normalized = path.normalize(p); @@ -122,4 +116,3 @@ export function expandHome(filepath: string): string { } return filepath; } - diff --git a/src/filesystem/roots-utils.ts b/src/filesystem/roots-utils.ts index 5e26bb2..8732997 100644 --- a/src/filesystem/roots-utils.ts +++ b/src/filesystem/roots-utils.ts @@ -3,7 +3,6 @@ import path from 'path'; import os from 'os'; import { normalizePath } from './path-utils.js'; import type { Root } from '@modelcontextprotocol/sdk/types.js'; -import { fileURLToPath } from "url"; /** * Converts a root URI to a normalized directory path with basic security validation. @@ -12,7 +11,7 @@ import { fileURLToPath } from "url"; */ async function parseRootUri(rootUri: string): Promise { try { - const rawPath = rootUri.startsWith('file://') ? fileURLToPath(rootUri) : rootUri; + const rawPath = rootUri.startsWith('file://') ? rootUri.slice(7) : rootUri; const expandedPath = rawPath.startsWith('~/') || rawPath === '~' ? path.join(os.homedir(), rawPath.slice(1)) : rawPath; diff --git a/src/git/Dockerfile b/src/git/Dockerfile index 4af4161..6b53886 100644 --- a/src/git/Dockerfile +++ b/src/git/Dockerfile @@ -11,8 +11,9 @@ ENV UV_COMPILE_BYTECODE=1 ENV UV_LINK_MODE=copy # Install the project's dependencies using the lockfile and settings -COPY uv.lock pyproject.toml ./ RUN --mount=type=cache,target=/root/.cache/uv \ + --mount=type=bind,source=uv.lock,target=uv.lock \ + --mount=type=bind,source=pyproject.toml,target=pyproject.toml \ uv sync --locked --no-install-project --no-dev --no-editable # Then, add the rest of the project source code and install it @@ -29,10 +30,6 @@ RUN apt-get update && apt-get install -y git git-lfs && rm -rf /var/lib/apt/list WORKDIR /app COPY --from=uv /root/.local /root/.local - -RUN if ! id -u app >/dev/null 2>&1; then \ - useradd -rUM -s /usr/sbin/nologin app; \ - fi COPY --from=uv --chown=app:app /app/.venv /app/.venv # Place executables in the environment at the front of the path diff --git a/src/git/README.md b/src/git/README.md index 70b0097..cdc77da 100644 --- a/src/git/README.md +++ b/src/git/README.md @@ -6,10 +6,6 @@ A Model Context Protocol server for Git repository interaction and automation. This server provides tools to read, search, and manipulate Git repositories via Large Language Models. -Source: https://github.com/modelcontextprotocol/servers/tree/main/src/git - -Requires MCP Python SDK 1.x (`mcp>=1.29.0,<2`). SDK 2.0 renamed APIs this server uses. The port to v2 is in progress. - Please note that mcp-server-git is currently in early development. The functionality and available tools are subject to change and expansion as we continue to develop and improve the server. ### Tools @@ -143,7 +139,7 @@ Add this to your `claude_desktop_config.json`:
Using docker -* Note: replace '/Users/username' with a path that you want to be accessible by this tool +* Note: replace '/Users/username' with the a path that you want to be accessible by this tool ```json "mcpServers": { diff --git a/src/git/pyproject.toml b/src/git/pyproject.toml index e2407ba..9b3a200 100644 --- a/src/git/pyproject.toml +++ b/src/git/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "mcp-server-git" -version = "0.6.2" +version = "2026.1.14" description = "A Model Context Protocol server providing tools to read, search, and manipulate Git repositories programmatically via LLMs" readme = "README.md" requires-python = ">=3.10" @@ -17,15 +17,11 @@ classifiers = [ ] dependencies = [ "click>=8.1.7", - "gitpython>=3.1.50", - "mcp>=1.29.0,<2", + "gitpython>=3.1.45", + "mcp>=1.0.0", "pydantic>=2.0.0", ] -[project.urls] -Repository = "https://github.com/modelcontextprotocol/servers/tree/main/src/git" -Issues = "https://github.com/modelcontextprotocol/servers/issues" - [project.scripts] mcp-server-git = "mcp_server_git:main" diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py index b94af84..1d0298b 100644 --- a/src/git/src/mcp_server_git/server.py +++ b/src/git/src/mcp_server_git/server.py @@ -1,6 +1,6 @@ import logging from pathlib import Path -from typing import Any, Optional, Sequence +from typing import Sequence, Optional from mcp.server import Server from mcp.server.session import ServerSession from mcp.server.stdio import stdio_server @@ -10,7 +10,6 @@ from mcp.types import ( Tool, ListRootsResult, RootsCapability, - ToolAnnotations, ) from enum import Enum import git @@ -133,21 +132,6 @@ def git_add(repo: git.Repo, files: list[str]) -> str: if files == ["."]: repo.git.add(".") else: - # Defense in depth: validate each path resolves within the repository - # working tree to prevent path traversal (e.g. '../../etc/passwd' or an - # absolute path) from staging files outside repository boundaries. - repo_root = Path(repo.working_dir).resolve() - for f in files: - try: - resolved = (repo_root / f).resolve() - except (OSError, RuntimeError): - raise ValueError(f"Invalid path: '{f}'") - try: - resolved.relative_to(repo_root) - except ValueError: - raise ValueError( - f"Path '{f}' is outside the repository '{repo_root}'" - ) # Use '--' to prevent files starting with '-' from being interpreted as options repo.git.add("--", *files) return "Files staged successfully" @@ -157,35 +141,42 @@ def git_reset(repo: git.Repo) -> str: return "All staged changes reset" def git_log(repo: git.Repo, max_count: int = 10, start_timestamp: Optional[str] = None, end_timestamp: Optional[str] = None) -> list[str]: - # Defense in depth: reject timestamps starting with '-' to prevent flag injection - if start_timestamp and start_timestamp.startswith("-"): - raise ValueError(f"Invalid start_timestamp: '{start_timestamp}' - cannot start with '-'") - if end_timestamp and end_timestamp.startswith("-"): - raise ValueError(f"Invalid end_timestamp: '{end_timestamp}' - cannot start with '-'") + if start_timestamp or end_timestamp: + # Use git log command with date filtering + args = [] + if start_timestamp: + args.extend(['--since', start_timestamp]) + if end_timestamp: + args.extend(['--until', end_timestamp]) + args.extend(['--format=%H%n%an%n%ad%n%s%n']) - kwargs: dict[str, Any] = {"max_count": max_count} - if start_timestamp: - kwargs["since"] = start_timestamp - if end_timestamp: - kwargs["until"] = end_timestamp + log_output = repo.git.log(*args).split('\n') - commits = list(repo.iter_commits(**kwargs)) - log = [] - for commit in commits: - log.append( - f"Commit: {commit.hexsha}\n" - f"Author: {commit.author}\n" - f"Date: {commit.authored_datetime}\n" - f"Message: {commit.message}\n" - ) - return log + log = [] + # Process commits in groups of 4 (hash, author, date, message) + for i in range(0, len(log_output), 4): + if i + 3 < len(log_output) and len(log) < max_count: + log.append( + f"Commit: {log_output[i]}\n" + f"Author: {log_output[i+1]}\n" + f"Date: {log_output[i+2]}\n" + f"Message: {log_output[i+3]}\n" + ) + return log + else: + # Use existing logic for simple log without date filtering + commits = list(repo.iter_commits(max_count=max_count)) + log = [] + for commit in commits: + log.append( + f"Commit: {commit.hexsha!r}\n" + f"Author: {commit.author!r}\n" + f"Date: {commit.authored_datetime}\n" + f"Message: {commit.message!r}\n" + ) + return log def git_create_branch(repo: git.Repo, branch_name: str, base_branch: str | None = None) -> str: - # Defense in depth: reject names starting with '-' to prevent flag injection - if branch_name.startswith("-"): - raise BadName(f"Invalid branch name: '{branch_name}' - cannot start with '-'") - if base_branch and base_branch.startswith("-"): - raise BadName(f"Invalid base branch: '{base_branch}' - cannot start with '-'") if base_branch: base = repo.references[base_branch] else: @@ -206,10 +197,6 @@ def git_checkout(repo: git.Repo, branch_name: str) -> str: def git_show(repo: git.Repo, revision: str) -> str: - # Defense in depth: reject revisions starting with '-' to prevent flag injection, - # even if a malicious ref with that name exists (e.g. via filesystem manipulation) - if revision.startswith("-"): - raise BadName(f"Invalid revision: '{revision}' - cannot start with '-'") commit = repo.commit(revision) output = [ f"Commit: {commit.hexsha!r}\n" @@ -254,12 +241,6 @@ def validate_repo_path(repo_path: Path, allowed_repository: Path | None) -> None def git_branch(repo: git.Repo, branch_type: str, contains: str | None = None, not_contains: str | None = None) -> str: - # Defense in depth: reject values starting with '-' to prevent flag injection - if contains and contains.startswith("-"): - raise BadName(f"Invalid contains value: '{contains}' - cannot start with '-'") - if not_contains and not_contains.startswith("-"): - raise BadName(f"Invalid not_contains value: '{not_contains}' - cannot start with '-'") - match contains: case None: contains_sha = (None,) @@ -308,133 +289,63 @@ async def serve(repository: Path | None) -> None: name=GitTools.STATUS, description="Shows the working tree status", inputSchema=GitStatus.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.DIFF_UNSTAGED, description="Shows changes in the working directory that are not yet staged", inputSchema=GitDiffUnstaged.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.DIFF_STAGED, description="Shows changes that are staged for commit", inputSchema=GitDiffStaged.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.DIFF, description="Shows differences between branches or commits", inputSchema=GitDiff.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.COMMIT, description="Records changes to the repository", inputSchema=GitCommit.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=False, - destructiveHint=False, - idempotentHint=False, - openWorldHint=False, - ), ), Tool( name=GitTools.ADD, description="Adds file contents to the staging area", inputSchema=GitAdd.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=False, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.RESET, description="Unstages all staged changes", inputSchema=GitReset.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=False, - destructiveHint=True, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.LOG, description="Shows the commit logs", inputSchema=GitLog.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), Tool( name=GitTools.CREATE_BRANCH, description="Creates a new branch from an optional base branch", inputSchema=GitCreateBranch.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=False, - destructiveHint=False, - idempotentHint=False, - openWorldHint=False, - ), ), Tool( name=GitTools.CHECKOUT, description="Switches branches", inputSchema=GitCheckout.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=False, - destructiveHint=False, - idempotentHint=False, - openWorldHint=False, - ), ), Tool( name=GitTools.SHOW, description="Shows the contents of a commit", inputSchema=GitShow.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), ), + Tool( name=GitTools.BRANCH, description="List Git branches", inputSchema=GitBranch.model_json_schema(), - annotations=ToolAnnotations( - readOnlyHint=True, - destructiveHint=False, - idempotentHint=True, - openWorldHint=False, - ), + ) ] @@ -582,4 +493,4 @@ async def serve(repository: Path | None) -> None: options = server.create_initialization_options() async with stdio_server() as (read_stream, write_stream): - await server.run(read_stream, write_stream, options) + await server.run(read_stream, write_stream, options, raise_exceptions=True) diff --git a/src/git/tests/test_server.py b/src/git/tests/test_server.py index 05d5931..054bf8c 100644 --- a/src/git/tests/test_server.py +++ b/src/git/tests/test_server.py @@ -16,10 +16,8 @@ from mcp_server_git.server import ( git_create_branch, git_show, validate_repo_path, - serve, ) import shutil -import unittest.mock as mock @pytest.fixture def test_repository(tmp_path: Path): @@ -111,32 +109,6 @@ def test_git_add_specific_files(test_repository): assert "file2.txt" not in staged_files assert result == "Files staged successfully" -def test_git_add_rejects_path_traversal(test_repository): - # Security invariant (CVE-2026-27735): a relative path escaping the - # repository must never be staged. Accept rejection from either the - # defense-in-depth validation (ValueError) or the underlying git CLI - # (GitCommandError) so the test asserts the property, not the layer. - outside = Path(test_repository.working_dir).parent / "outside.txt" - outside.write_text("secret") - - with pytest.raises((ValueError, git.GitCommandError)): - git_add(test_repository, ["../outside.txt"]) - - staged = [path for path, _stage in test_repository.index.entries] - assert "../outside.txt" not in staged - assert "outside.txt" not in staged - -def test_git_add_rejects_absolute_path_outside(test_repository): - # An absolute path outside the repository must never be staged. - outside = Path(test_repository.working_dir).parent / "abs_outside.txt" - outside.write_text("secret") - - with pytest.raises((ValueError, git.GitCommandError)): - git_add(test_repository, [str(outside)]) - - staged = [path for path, _stage in test_repository.index.entries] - assert "abs_outside.txt" not in staged - def test_git_status(test_repository): result = git_status(test_repository) @@ -451,140 +423,3 @@ def test_git_checkout_rejects_malicious_refs(test_repository): # Cleanup malicious_ref_path.unlink() - - -# Tests for argument injection protection in git_show, git_create_branch, -# git_log, and git_branch — matching the existing guards on git_diff and -# git_checkout. - -def test_git_show_rejects_flag_injection(test_repository): - """git_show should reject revisions starting with '-'.""" - with pytest.raises(BadName): - git_show(test_repository, "--output=/tmp/evil") - - with pytest.raises(BadName): - git_show(test_repository, "-p") - - -def test_git_show_rejects_malicious_refs(test_repository): - """git_show should reject refs starting with '-' even if they exist.""" - sha = test_repository.head.commit.hexsha - refs_dir = Path(test_repository.git_dir) / "refs" / "heads" - malicious_ref_path = refs_dir / "--format=evil" - malicious_ref_path.write_text(sha) - - with pytest.raises(BadName): - git_show(test_repository, "--format=evil") - - malicious_ref_path.unlink() - - -def test_git_create_branch_rejects_flag_injection(test_repository): - """git_create_branch should reject branch names starting with '-'.""" - with pytest.raises(BadName): - git_create_branch(test_repository, "--track=evil") - - with pytest.raises(BadName): - git_create_branch(test_repository, "-f") - - -def test_git_create_branch_rejects_base_branch_flag_injection(test_repository): - """git_create_branch should reject base branch names starting with '-'.""" - with pytest.raises(BadName): - git_create_branch(test_repository, "new-branch", "--track=evil") - - -def test_git_log_rejects_timestamp_flag_injection(test_repository): - """git_log should reject timestamps starting with '-'.""" - with pytest.raises(ValueError): - git_log(test_repository, start_timestamp="--exec=evil") - - with pytest.raises(ValueError): - git_log(test_repository, end_timestamp="--exec=evil") - - -def test_git_branch_rejects_contains_flag_injection(test_repository): - """git_branch should reject contains/not_contains values starting with '-'.""" - with pytest.raises(BadName): - git_branch(test_repository, "local", contains="--exec=evil") - - with pytest.raises(BadName): - git_branch(test_repository, "local", not_contains="--exec=evil") - - -def test_git_log_formatting_no_repr(test_repository): - """Test that git_log does not use !r formatting (no Python object repr or quotes).""" - file_path = Path(test_repository.working_dir) / "multiline.txt" - file_path.write_text("multiline test") - test_repository.index.add(["multiline.txt"]) - test_repository.index.commit("Subject line\n\nDetailed body line 1\nDetailed body line 2") - - result = git_log(test_repository, max_count=1) - entry = result[0] - - # Verify no python repr quotes around commit hash or message - assert "Commit: '" not in entry - assert 'Commit: "' not in entry - assert "= '3.14' and sys_platform == 'win32'", - 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This lets Claude remember information about the user across chats. -Published on npm as [`@modelcontextprotocol/server-memory`](https://www.npmjs.com/package/@modelcontextprotocol/server-memory). - ## Core Concepts ### Entities @@ -72,7 +70,6 @@ Example: - `to` (string): Target entity name - `relationType` (string): Relationship type in active voice - Skips duplicate relations - - Fails if either the source or target entity doesn't exist - **add_observations** - Add new observations to existing entities @@ -87,7 +84,7 @@ Example: - Remove entities and their relations - Input: `entityNames` (string[]) - Cascading deletion of associated relations - - No error if an entity doesn't exist; the response reports which names were not found + - Silent operation if entity doesn't exist - **delete_observations** - Remove specific observations from entities @@ -95,7 +92,7 @@ Example: - Each object contains: - `entityName` (string): Target entity - `observations` (string[]): Observations to remove - - No error if an observation doesn't exist; the response reports how many were deleted + - Silent operation if observation doesn't exist - **delete_relations** - Remove specific relations from the graph @@ -104,7 +101,7 @@ Example: - `from` (string): Source entity name - `to` (string): Target entity name - `relationType` (string): Relationship type - - No error if a relation doesn't exist; the response reports how many were deleted + - Silent operation if relation doesn't exist - **read_graph** - Read the entire knowledge graph @@ -128,14 +125,6 @@ Example: - Relations between requested entities - Silently skips non-existent nodes -### Resources - -- **knowledge-graph** (`memory://knowledge-graph`) - - The full knowledge graph as a readable MCP Resource - - MIME type: `application/json` - - Returns the same shape as `read_graph` (entities and relations) - - Mutation tools (`create_entities`, `create_relations`, `add_observations`, `delete_entities`, `delete_observations`, `delete_relations`) emit `notifications/resources/updated` for this URI, so subscribed clients see live changes - # Usage with Claude Desktop ### Setup @@ -170,24 +159,6 @@ Add this to your claude_desktop_config.json: } ``` -On Windows, use `cmd /c` to launch `npx`: - -```json -{ - "mcpServers": { - "memory": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-memory" - ] - } - } -} -``` - #### NPX with custom setting The server can be configured using the following environment variables: @@ -209,27 +180,6 @@ The server can be configured using the following environment variables: } ``` -On Windows, use: - -```json -{ - "mcpServers": { - "memory": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-memory" - ], - "env": { - "MEMORY_FILE_PATH": "/path/to/custom/memory.jsonl" - } - } - } -} -``` - - `MEMORY_FILE_PATH`: Path to the memory storage JSONL file (default: `memory.jsonl` in the server directory) # VS Code Installation Instructions @@ -266,24 +216,6 @@ Alternatively, you can add the configuration to a file called `.vscode/mcp.json` } ``` -On Windows, use: - -```json -{ - "servers": { - "memory": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-memory" - ] - } - } -} -``` - #### Docker ```json diff --git a/src/memory/__tests__/atomic-save.test.ts b/src/memory/__tests__/atomic-save.test.ts deleted file mode 100644 index 8c702b5..0000000 --- a/src/memory/__tests__/atomic-save.test.ts +++ /dev/null @@ -1,133 +0,0 @@ -import { describe, it, expect, beforeEach, afterEach, vi } from 'vitest'; -import { promises as fs } from 'fs'; -import path from 'path'; -import os from 'os'; -import { KnowledgeGraphManager, Entity } from '../index.js'; - -/** - * Regression tests for durable persistence of the knowledge graph. - * - * saveGraph() previously called fs.writeFile() directly on the memory file. - * fs.writeFile opens the target with 'w', which truncates it before any new - * bytes are written. If the process dies between truncation and completion - * (SIGKILL, container stop, OOM kill, power loss) the memory file — the sole - * persistence layer for the graph — is left empty or half-written, and the - * accumulated memory is unrecoverable. - * - * The fix writes to a temporary file in the same directory and then renames - * it over the target. rename(2) is atomic on POSIX filesystems: a reader - * either sees the complete old file or the complete new one, never a - * truncated intermediate state. - */ -describe('KnowledgeGraphManager persistence durability', () => { - let testDir: string; - let testFilePath: string; - - beforeEach(async () => { - testDir = await fs.mkdtemp(path.join(os.tmpdir(), 'mcp-memory-atomic-')); - testFilePath = path.join(testDir, 'memory.jsonl'); - }); - - afterEach(async () => { - vi.restoreAllMocks(); - await fs.rm(testDir, { recursive: true, force: true }); - }); - - it('never truncates the live memory file in place', async () => { - const manager = new KnowledgeGraphManager(testFilePath); - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['works at Acme Corp'] }, - ]); - - // Any write that targets the live file directly is destructive: it - // truncates committed data before the replacement is durable. - const writeFileSpy = vi.spyOn(fs, 'writeFile'); - const openSpy = vi.spyOn(fs, 'open'); - - await manager.createEntities([ - { name: 'Bob', entityType: 'person', observations: ['likes programming'] }, - ]); - - const destructiveTargets = [ - ...writeFileSpy.mock.calls.map(call => call[0]), - ...openSpy.mock.calls.map(call => call[0]), - ].filter(target => target === testFilePath); - - expect(destructiveTargets).toEqual([]); - }); - - it('leaves the committed graph intact when the write fails midway', async () => { - const manager = new KnowledgeGraphManager(testFilePath); - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['works at Acme Corp'] }, - ]); - - const before = await fs.readFile(testFilePath, 'utf-8'); - expect(before).toContain('Alice'); - - // Simulate the process being interrupted while persisting the next write. - vi.spyOn(fs, 'writeFile').mockImplementationOnce(async () => { - throw new Error('ENOSPC: simulated interruption'); - }); - - await expect( - manager.createEntities([ - { name: 'Bob', entityType: 'person', observations: ['likes programming'] }, - ]) - ).rejects.toThrow(); - - vi.restoreAllMocks(); - - // The previously committed graph must survive untouched. - expect(await fs.readFile(testFilePath, 'utf-8')).toBe(before); - - const graph = await new KnowledgeGraphManager(testFilePath).readGraph(); - expect(graph.entities.map(e => e.name)).toEqual(['Alice']); - }); - - it('does not leave temporary files behind after a successful write', async () => { - const manager = new KnowledgeGraphManager(testFilePath); - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['works at Acme Corp'] }, - ]); - - expect(await fs.readdir(testDir)).toEqual(['memory.jsonl']); - }); - - it('cleans up the temporary file when the write fails', async () => { - const manager = new KnowledgeGraphManager(testFilePath); - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['works at Acme Corp'] }, - ]); - - vi.spyOn(fs, 'rename').mockImplementationOnce(async () => { - throw new Error('EXDEV: simulated rename failure'); - }); - - await expect( - manager.createEntities([ - { name: 'Bob', entityType: 'person', observations: ['likes programming'] }, - ]) - ).rejects.toThrow(); - - vi.restoreAllMocks(); - expect(await fs.readdir(testDir)).toEqual(['memory.jsonl']); - }); - - it('still persists graph contents correctly across reloads', async () => { - const manager = new KnowledgeGraphManager(testFilePath); - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['works at Acme Corp'] }, - { name: 'Bob', entityType: 'person', observations: ['likes programming'] }, - ]); - await manager.createRelations([ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - ]); - - const reloaded = await new KnowledgeGraphManager(testFilePath).readGraph(); - expect(reloaded.entities.map(e => e.name).sort()).toEqual(['Alice', 'Bob']); - expect(reloaded.relations).toEqual([ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - ]); - }); -}); diff --git a/src/memory/__tests__/delete-reporting.test.ts b/src/memory/__tests__/delete-reporting.test.ts deleted file mode 100644 index 944c302..0000000 --- a/src/memory/__tests__/delete-reporting.test.ts +++ /dev/null @@ -1,99 +0,0 @@ -import { describe, it, expect, beforeEach, afterEach } from 'vitest'; -import { promises as fs } from 'fs'; -import path from 'path'; -import { fileURLToPath } from 'url'; -import { KnowledgeGraphManager, Entity, Relation } from '../index.js'; - -/** - * The delete tools stay silent when a target is absent, which the README - * documents. What they must not do is report a deletion that did not happen: - * an agent that mistypes a name is told its memory is clean while the data is - * still on disk, and nothing in the response contradicts that. - */ -describe('delete reporting', () => { - let manager: KnowledgeGraphManager; - let testFilePath: string; - - const entities: Entity[] = [ - { name: 'Alice', entityType: 'person', observations: ['works at Acme Corp', 'likes tea'] }, - { name: 'Bob', entityType: 'person', observations: ['likes programming'] }, - ]; - const relations: Relation[] = [{ from: 'Alice', to: 'Bob', relationType: 'works_with' }]; - - beforeEach(async () => { - testFilePath = path.join( - path.dirname(fileURLToPath(import.meta.url)), - `test-delete-reporting-${Date.now()}-${Math.random().toString(16).slice(2)}.jsonl` - ); - manager = new KnowledgeGraphManager(testFilePath); - await manager.createEntities(entities); - await manager.createRelations(relations); - }); - - afterEach(async () => { - try { - await fs.unlink(testFilePath); - } catch { - // the file is gone already - } - }); - - describe('deleteEntities', () => { - it('reports which names matched and which did not', async () => { - const result = await manager.deleteEntities(['Alice', 'Alise']); - expect(result).toEqual({ deleted: ['Alice'], notFound: ['Alise'] }); - }); - - it('reports nothing deleted when no name matches', async () => { - const result = await manager.deleteEntities(['Nobody']); - expect(result).toEqual({ deleted: [], notFound: ['Nobody'] }); - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(2); - }); - - it('still deletes the entity and its relations', async () => { - await manager.deleteEntities(['Alice']); - - const graph = await manager.readGraph(); - expect(graph.entities.map(e => e.name)).toEqual(['Bob']); - expect(graph.relations).toHaveLength(0); - }); - }); - - describe('deleteObservations', () => { - it('counts only the observations that were present', async () => { - const result = await manager.deleteObservations([ - { entityName: 'Alice', observations: ['likes tea', 'never said this'] }, - ]); - expect(result).toEqual({ deletedCount: 1, missingEntities: [] }); - }); - - it('names an entity that does not exist', async () => { - const result = await manager.deleteObservations([ - { entityName: 'Carol', observations: ['anything'] }, - ]); - expect(result).toEqual({ deletedCount: 0, missingEntities: ['Carol'] }); - }); - }); - - describe('deleteRelations', () => { - it('counts only the relations that matched', async () => { - const result = await manager.deleteRelations([ - { from: 'Alice', to: 'Bob', relationType: 'works_with' }, - { from: 'Alice', to: 'Bob', relationType: 'never_existed' }, - ]); - expect(result).toEqual({ deletedCount: 1 }); - }); - - it('reports nothing deleted when the relation type is wrong', async () => { - const result = await manager.deleteRelations([ - { from: 'Alice', to: 'Bob', relationType: 'manages' }, - ]); - expect(result).toEqual({ deletedCount: 0 }); - - const graph = await manager.readGraph(); - expect(graph.relations).toHaveLength(1); - }); - }); -}); diff --git a/src/memory/__tests__/file-path.test.ts b/src/memory/__tests__/file-path.test.ts index fe5fdeb..d1a16e4 100644 --- a/src/memory/__tests__/file-path.test.ts +++ b/src/memory/__tests__/file-path.test.ts @@ -1,9 +1,8 @@ import { describe, it, expect, beforeEach, afterEach, vi } from 'vitest'; import { promises as fs } from 'fs'; import path from 'path'; -import os from 'os'; import { fileURLToPath } from 'url'; -import { ensureMemoryFilePath, defaultMemoryPath, expandHome } from '../index.js'; +import { ensureMemoryFilePath, defaultMemoryPath } from '../index.js'; describe('ensureMemoryFilePath', () => { const testDir = path.dirname(fileURLToPath(import.meta.url)); @@ -73,15 +72,6 @@ describe('ensureMemoryFilePath', () => { expect(path.isAbsolute(result)).toBe(true); } }); - - it('should expand a leading "~/" to the home directory', async () => { - process.env.MEMORY_FILE_PATH = '~/custom-memory.jsonl'; - - const result = await ensureMemoryFilePath(); - - expect(result).toBe(path.join(os.homedir(), 'custom-memory.jsonl')); - expect(path.isAbsolute(result)).toBe(true); - }); }); describe('without MEMORY_FILE_PATH environment variable', () => { @@ -164,29 +154,3 @@ describe('ensureMemoryFilePath', () => { }); }); }); - -describe('expandHome', () => { - it('expands a bare "~" to the home directory', () => { - expect(expandHome('~')).toBe(os.homedir()); - }); - - it('expands a leading "~/" to the home directory', () => { - expect(expandHome('~/notes/memory.jsonl')).toBe( - path.join(os.homedir(), 'notes/memory.jsonl') - ); - }); - - it('leaves a "~" not followed by a separator unchanged', () => { - expect(expandHome('~backup.jsonl')).toBe('~backup.jsonl'); - }); - - it('leaves absolute paths unchanged', () => { - expect(expandHome('/var/data/memory.jsonl')).toBe('/var/data/memory.jsonl'); - }); - - it('leaves relative paths unchanged', () => { - expect(expandHome(path.join('data', 'memory.jsonl'))).toBe( - path.join('data', 'memory.jsonl') - ); - }); -}); diff --git a/src/memory/__tests__/knowledge-graph.test.ts b/src/memory/__tests__/knowledge-graph.test.ts index 7d05a0c..a65d527 100644 --- a/src/memory/__tests__/knowledge-graph.test.ts +++ b/src/memory/__tests__/knowledge-graph.test.ts @@ -59,20 +59,6 @@ describe('KnowledgeGraphManager', () => { const newEntities = await manager.createEntities([]); expect(newEntities).toHaveLength(0); }); - - it('should ignore duplicate entity names within a single batch', async () => { - const entities: Entity[] = [ - { name: 'Alice', entityType: 'person', observations: ['first'] }, - { name: 'Alice', entityType: 'person', observations: ['second'] }, - ]; - - const newEntities = await manager.createEntities(entities); - expect(newEntities).toHaveLength(1); - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(1); - expect(graph.entities[0].name).toBe('Alice'); - }); }); describe('createRelations', () => { @@ -113,60 +99,10 @@ describe('KnowledgeGraphManager', () => { expect(graph.relations).toHaveLength(1); }); - it('should reject relations from non-existent entities', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: [] }, - ]); - - await expect( - manager.createRelations([ - { from: 'Ghost', to: 'Alice', relationType: 'knows' }, - ]) - ).rejects.toThrow('Entity with name Ghost not found'); - - const graph = await manager.readGraph(); - expect(graph.relations).toHaveLength(0); - }); - - it('should reject relation batches that reference non-existent target entities', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: [] }, - { name: 'Bob', entityType: 'person', observations: [] }, - ]); - - await expect( - manager.createRelations([ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - { from: 'Alice', to: 'Ghost', relationType: 'knows' }, - ]) - ).rejects.toThrow('Entity with name Ghost not found'); - - const graph = await manager.readGraph(); - expect(graph.relations).toHaveLength(0); - }); - it('should handle empty relation arrays', async () => { const newRelations = await manager.createRelations([]); expect(newRelations).toHaveLength(0); }); - - it('should skip duplicate relations within a single batch', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: [] }, - { name: 'Bob', entityType: 'person', observations: [] }, - ]); - - const relations: Relation[] = [ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - ]; - - const newRelations = await manager.createRelations(relations); - expect(newRelations).toHaveLength(1); - - const graph = await manager.readGraph(); - expect(graph.relations).toHaveLength(1); - }); }); describe('addObservations', () => { @@ -210,11 +146,11 @@ describe('KnowledgeGraphManager', () => { }); it('should throw error for non-existent entity', async () => { - await expect(async () => { - await manager.addObservations([ + await expect( + manager.addObservations([ { entityName: 'NonExistent', contents: ['some observation'] }, - ]); - }).rejects.toThrow('Entity with name NonExistent not found'); + ]) + ).rejects.toThrow('Entity with name NonExistent not found'); }); }); @@ -366,20 +302,10 @@ describe('KnowledgeGraphManager', () => { expect(result.entities[0].name).toBe('Alice'); }); - it('should include relations where at least one endpoint matches', async () => { + it('should include relations between matched entities', async () => { const result = await manager.searchNodes('Acme'); expect(result.entities).toHaveLength(2); // Alice and Acme Corp - // Both relations included: Alice → Acme Corp (Alice matched) and Bob → Acme Corp (Acme Corp matched) - expect(result.relations).toHaveLength(2); - }); - - it('should include outgoing relations to unmatched entities', async () => { - const result = await manager.searchNodes('Alice'); - expect(result.entities).toHaveLength(1); - // Alice → Acme Corp relation included because Alice is the source - expect(result.relations).toHaveLength(1); - expect(result.relations[0].from).toBe('Alice'); - expect(result.relations[0].to).toBe('Acme Corp'); + expect(result.relations).toHaveLength(1); // Only Alice -> Acme Corp relation }); it('should return empty graph for no matches', async () => { @@ -410,41 +336,16 @@ describe('KnowledgeGraphManager', () => { expect(result.entities.map(e => e.name)).toContain('Bob'); }); - it('should include all relations connected to opened nodes', async () => { + it('should include relations between opened nodes', async () => { const result = await manager.openNodes(['Alice', 'Bob']); - // Alice → Bob (both endpoints opened) and Bob → Charlie (Bob is opened) - expect(result.relations).toHaveLength(2); - expect(result.relations.some(r => r.from === 'Alice' && r.to === 'Bob')).toBe(true); - expect(result.relations.some(r => r.from === 'Bob' && r.to === 'Charlie')).toBe(true); - }); - - it('should include relations connected to opened nodes', async () => { - const result = await manager.openNodes(['Bob']); - // Bob has two relations: Alice → Bob and Bob → Charlie - expect(result.relations).toHaveLength(2); - expect(result.relations.some(r => r.from === 'Alice' && r.to === 'Bob')).toBe(true); - expect(result.relations.some(r => r.from === 'Bob' && r.to === 'Charlie')).toBe(true); - }); - - it('should include outgoing relations to nodes not in the open set', async () => { - // This is the core bug fix for #3137: open_nodes should return - // relations FROM the opened node, even if the target is not opened - const result = await manager.openNodes(['Alice']); - expect(result.entities).toHaveLength(1); - expect(result.entities[0].name).toBe('Alice'); - // Alice → Bob relation is included because Alice is opened expect(result.relations).toHaveLength(1); expect(result.relations[0].from).toBe('Alice'); expect(result.relations[0].to).toBe('Bob'); }); - it('should include incoming relations from nodes not in the open set', async () => { - const result = await manager.openNodes(['Charlie']); - expect(result.entities).toHaveLength(1); - // Bob → Charlie relation is included because Charlie is opened - expect(result.relations).toHaveLength(1); - expect(result.relations[0].from).toBe('Bob'); - expect(result.relations[0].to).toBe('Charlie'); + it('should exclude relations to unopened nodes', async () => { + const result = await manager.openNodes(['Bob']); + expect(result.relations).toHaveLength(0); }); it('should handle opening non-existent nodes', async () => { @@ -489,286 +390,5 @@ describe('KnowledgeGraphManager', () => { expect(JSON.parse(lines[0])).toHaveProperty('type', 'entity'); expect(JSON.parse(lines[1])).toHaveProperty('type', 'relation'); }); - - it('should write a trailing newline to produce valid JSONL', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['test'] }, - ]); - - const fileContent = await fs.readFile(testFilePath, 'utf-8'); - expect(fileContent.endsWith('\n')).toBe(true); - }); - - it('should produce a file where every line is individually valid JSON', async () => { - // This test catches the bug where saveGraph wrote lines.join("\n") - // without a trailing newline. When the file was later appended to - // (e.g. by a concurrent process or external tool), the last JSON - // object and the new first JSON object ended up on the same line, - // producing invalid JSONL like: - // {"type":"entity","name":"Alice"}{"type":"relation","from":"Alice",...} - // which fails with: "Unexpected non-whitespace character after JSON - // at position N" - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['test'] }, - { name: 'Bob', entityType: 'person', observations: [] }, - ]); - await manager.createRelations([ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - ]); - - const fileContent = await fs.readFile(testFilePath, 'utf-8'); - const allLines = fileContent.split('\n'); - - // Every non-empty line must be valid JSON on its own - for (const line of allLines) { - if (line.trim() === '') continue; - expect(() => JSON.parse(line)).not.toThrow(); - } - }); - - it('should not corrupt JSONL when content is appended to the file externally', async () => { - // Simulate the real-world corruption scenario: - // 1. saveGraph writes entities to the file - // 2. An external process appends a new JSON line to the file - // 3. loadGraph must still parse the file without errors - // - // Without a trailing newline on step 1, the appended content in - // step 2 lands on the same line as the last entity, producing - // invalid JSONL that breaks loadGraph. - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['original'] }, - ]); - - // Simulate an external append (e.g. another process, a script, or - // a crash-recovery replay). This is what triggers the bug: without - // a trailing newline, this JSON object concatenates onto line 1. - const externalLine = JSON.stringify({ - type: 'entity', - name: 'External', - entityType: 'person', - observations: ['appended externally'], - }); - await fs.appendFile(testFilePath, externalLine + '\n'); - - // A new manager instance forces a fresh loadGraph from disk - const manager2 = new KnowledgeGraphManager(testFilePath); - const graph = await manager2.readGraph(); - - // Both entities must load without a JSON parse error - expect(graph.entities).toHaveLength(2); - expect(graph.entities.map(e => e.name)).toContain('Alice'); - expect(graph.entities.map(e => e.name)).toContain('External'); - }); - - it('should strip type field from entities when loading from file', async () => { - // Create entities and relations (these get saved with type field) - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['test observation'] }, - { name: 'Bob', entityType: 'person', observations: [] }, - ]); - await manager.createRelations([ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - ]); - - // Verify file contains type field (order may vary) - const fileContent = await fs.readFile(testFilePath, 'utf-8'); - const fileLines = fileContent.split('\n').filter(line => line.trim()); - const fileItems = fileLines.map(line => JSON.parse(line)); - const fileEntity = fileItems.find(item => item.type === 'entity'); - const fileRelation = fileItems.find(item => item.type === 'relation'); - expect(fileEntity).toBeDefined(); - expect(fileEntity).toHaveProperty('type', 'entity'); - expect(fileRelation).toBeDefined(); - expect(fileRelation).toHaveProperty('type', 'relation'); - - // Create new manager instance to force reload from file - const manager2 = new KnowledgeGraphManager(testFilePath); - const graph = await manager2.readGraph(); - - // Verify loaded entities don't have type field - expect(graph.entities).toHaveLength(2); - graph.entities.forEach(entity => { - expect(entity).not.toHaveProperty('type'); - expect(entity).toHaveProperty('name'); - expect(entity).toHaveProperty('entityType'); - expect(entity).toHaveProperty('observations'); - }); - - // Verify loaded relations don't have type field - expect(graph.relations).toHaveLength(1); - graph.relations.forEach(relation => { - expect(relation).not.toHaveProperty('type'); - expect(relation).toHaveProperty('from'); - expect(relation).toHaveProperty('to'); - expect(relation).toHaveProperty('relationType'); - }); - }); - - it('should strip type field from searchNodes results', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: ['works at Acme'] }, - ]); - await manager.createRelations([ - { from: 'Alice', to: 'Alice', relationType: 'self' }, - ]); - - // Create new manager instance to force reload from file - const manager2 = new KnowledgeGraphManager(testFilePath); - const result = await manager2.searchNodes('Alice'); - - // Verify search results don't have type field - expect(result.entities).toHaveLength(1); - expect(result.entities[0]).not.toHaveProperty('type'); - expect(result.entities[0].name).toBe('Alice'); - - expect(result.relations).toHaveLength(1); - expect(result.relations[0]).not.toHaveProperty('type'); - expect(result.relations[0].from).toBe('Alice'); - }); - - it('should strip type field from openNodes results', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: [] }, - { name: 'Bob', entityType: 'person', observations: [] }, - ]); - await manager.createRelations([ - { from: 'Alice', to: 'Bob', relationType: 'knows' }, - ]); - - // Create new manager instance to force reload from file - const manager2 = new KnowledgeGraphManager(testFilePath); - const result = await manager2.openNodes(['Alice', 'Bob']); - - // Verify open results don't have type field - expect(result.entities).toHaveLength(2); - result.entities.forEach(entity => { - expect(entity).not.toHaveProperty('type'); - }); - - expect(result.relations).toHaveLength(1); - expect(result.relations[0]).not.toHaveProperty('type'); - }); - }); - - describe('loadGraph validation', () => { - it('skips corrupt entities instead of crashing search', async () => { - const lines = [ - JSON.stringify({ type: 'entity', name: 'Alice', entityType: 'person', observations: ['works at Acme Corp'] }), - JSON.stringify({ type: 'entity', name: 'Broken', observations: ['missing entityType'] }), - JSON.stringify({ type: 'entity', name: 'BadObs', entityType: 'person', observations: ['ok', null] }), - ]; - await fs.writeFile(testFilePath, lines.join('\n') + '\n'); - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(1); - expect(graph.entities[0].name).toBe('Alice'); - - // searchNodes must not throw even though the file contains corrupt entries - const result = await manager.searchNodes('Acme'); - expect(result.entities).toHaveLength(1); - expect(result.entities[0].name).toBe('Alice'); - }); - - it('skips corrupt relations', async () => { - const lines = [ - JSON.stringify({ type: 'entity', name: 'Alice', entityType: 'person', observations: [] }), - JSON.stringify({ type: 'relation', from: 'Alice', to: 'Bob' }), // missing relationType - JSON.stringify({ type: 'relation', from: 'Alice', to: 'Bob', relationType: 'knows' }), - ]; - await fs.writeFile(testFilePath, lines.join('\n') + '\n'); - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(1); - expect(graph.relations).toHaveLength(1); - expect(graph.relations[0].relationType).toBe('knows'); - }); - - it('skips malformed JSON lines', async () => { - const lines = [ - JSON.stringify({ type: 'entity', name: 'Alice', entityType: 'person', observations: [] }), - '{this is not valid json', - JSON.stringify({ type: 'entity', name: 'Bob', entityType: 'person', observations: [] }), - ]; - await fs.writeFile(testFilePath, lines.join('\n') + '\n'); - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(2); - expect(graph.entities.map(e => e.name)).toEqual(['Alice', 'Bob']); - }); - }); - - describe('concurrent mutations', () => { - // Regression test for #1819: concurrent tool calls each independently - // load the graph, mutate their own copy, and write it back. Without - // serialization, whichever write lands last silently discards the - // other's changes. All mutations below are fired without awaiting each - // other first, simulating multiple tool calls landing close together. - - it('should not lose entities created concurrently', async () => { - const batch1: Entity[] = Array.from({ length: 10 }, (_, i) => ({ - name: `batch1-entity-${i}`, - entityType: 'test', - observations: [], - })); - const batch2: Entity[] = Array.from({ length: 10 }, (_, i) => ({ - name: `batch2-entity-${i}`, - entityType: 'test', - observations: [], - })); - - // Fire both concurrently instead of awaiting sequentially. - await Promise.all([ - manager.createEntities(batch1), - manager.createEntities(batch2), - ]); - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(20); - expect(graph.entities.map(e => e.name).sort()).toEqual( - [...batch1, ...batch2].map(e => e.name).sort() - ); - }); - - it('should not lose relations created concurrently with entity creation', async () => { - await manager.createEntities([ - { name: 'Alice', entityType: 'person', observations: [] }, - { name: 'Bob', entityType: 'person', observations: [] }, - { name: 'Carol', entityType: 'person', observations: [] }, - ]); - - await Promise.all([ - manager.createRelations([{ from: 'Alice', to: 'Bob', relationType: 'knows' }]), - manager.createRelations([{ from: 'Bob', to: 'Carol', relationType: 'knows' }]), - manager.addObservations([ - { entityName: 'Alice', contents: ['likes coffee'] }, - ]), - ]); - - const graph = await manager.readGraph(); - expect(graph.relations).toHaveLength(2); - expect(graph.entities.find(e => e.name === 'Alice')?.observations).toContain('likes coffee'); - }); - - it('should keep the file valid JSONL after many concurrent mutations', async () => { - const operations = Array.from({ length: 25 }, (_, i) => - manager.createEntities([ - { name: `stress-entity-${i}`, entityType: 'test', observations: [] }, - ]) - ); - - await Promise.all(operations); - - const raw = await fs.readFile(testFilePath, 'utf-8'); - const lines = raw.split('\n').filter(line => line.trim() !== ''); - - // Every line must parse as valid JSON; a corrupted interleaved write - // would produce a truncated or malformed line here. - for (const line of lines) { - expect(() => JSON.parse(line)).not.toThrow(); - } - - const graph = await manager.readGraph(); - expect(graph.entities).toHaveLength(25); - }); }); }); diff --git a/src/memory/__tests__/resource.test.ts b/src/memory/__tests__/resource.test.ts deleted file mode 100644 index 4326330..0000000 --- a/src/memory/__tests__/resource.test.ts +++ /dev/null @@ -1,97 +0,0 @@ -import { describe, it, expect, vi } from 'vitest'; -import type { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js'; -import { SubscribeRequestSchema, UnsubscribeRequestSchema } from '@modelcontextprotocol/sdk/types.js'; -import { - KnowledgeGraphManager, - registerKnowledgeGraphResource, - registerKnowledgeGraphSubscriptions, -} from '../index.js'; - -describe('knowledge-graph resource', () => { - it('registers with kebab-case name, correct URI, and JSON mime type', () => { - const mockServer = { registerResource: vi.fn() } as unknown as McpServer; - const manager = {} as KnowledgeGraphManager; - - registerKnowledgeGraphResource(mockServer, manager); - - expect(mockServer.registerResource).toHaveBeenCalledWith( - 'knowledge-graph', - 'memory://knowledge-graph', - expect.objectContaining({ - title: 'Knowledge Graph', - mimeType: 'application/json', - }), - expect.any(Function), - ); - }); - - it('handler returns the graph as JSON in the contents array', async () => { - const mockServer = { registerResource: vi.fn() } as unknown as McpServer; - const fakeGraph = { - entities: [{ name: 'Alice', entityType: 'person', observations: ['engineer'] }], - relations: [{ from: 'Alice', to: 'Acme', relationType: 'works_at' }], - }; - const manager = { - readGraph: vi.fn().mockResolvedValue(fakeGraph), - } as unknown as KnowledgeGraphManager; - - registerKnowledgeGraphResource(mockServer, manager); - - const handler = (mockServer.registerResource as ReturnType).mock.calls[0][3]; - const result = await handler(new URL('memory://knowledge-graph')); - - expect(result.contents).toHaveLength(1); - expect(result.contents[0].uri).toBe('memory://knowledge-graph'); - expect(result.contents[0].mimeType).toBe('application/json'); - expect(JSON.parse(result.contents[0].text)).toEqual(fakeGraph); - expect(manager.readGraph).toHaveBeenCalledOnce(); - }); -}); - -describe('knowledge-graph resource subscriptions', () => { - function makeMockServer() { - const inner = { - registerCapabilities: vi.fn(), - setRequestHandler: vi.fn(), - sendResourceUpdated: vi.fn(), - }; - const mockServer = { server: inner } as unknown as McpServer; - return { mockServer, inner }; - } - - function handlerFor(inner: ReturnType['inner'], schema: unknown) { - const call = inner.setRequestHandler.mock.calls.find((c) => c[0] === schema); - if (!call) throw new Error('handler not registered'); - return call[1] as (request: { params: { uri: string } }) => Promise; - } - - it('declares the resources.subscribe capability', () => { - const { mockServer, inner } = makeMockServer(); - - registerKnowledgeGraphSubscriptions(mockServer); - - expect(inner.registerCapabilities).toHaveBeenCalledWith({ - resources: { subscribe: true }, - }); - }); - - it('registers subscribe and unsubscribe request handlers', () => { - const { mockServer, inner } = makeMockServer(); - - registerKnowledgeGraphSubscriptions(mockServer); - - const schemas = inner.setRequestHandler.mock.calls.map((c) => c[0]); - expect(schemas).toContain(SubscribeRequestSchema); - expect(schemas).toContain(UnsubscribeRequestSchema); - }); - - it('subscribe and unsubscribe handlers acknowledge with an empty result', async () => { - const { mockServer, inner } = makeMockServer(); - - registerKnowledgeGraphSubscriptions(mockServer); - - const req = { params: { uri: 'memory://knowledge-graph' } }; - await expect(handlerFor(inner, SubscribeRequestSchema)(req)).resolves.toEqual({}); - await expect(handlerFor(inner, UnsubscribeRequestSchema)(req)).resolves.toEqual({}); - }); -}); diff --git a/src/memory/__tests__/search-nodes-schema.test.ts b/src/memory/__tests__/search-nodes-schema.test.ts deleted file mode 100644 index c03f384..0000000 --- a/src/memory/__tests__/search-nodes-schema.test.ts +++ /dev/null @@ -1,25 +0,0 @@ -import { describe, it, expect } from 'vitest'; -import { SearchNodesQuerySchema, SEARCH_QUERY_MAX_LENGTH } from '../index.js'; - -describe('search_nodes input schema', () => { - it('should accept a normal query', () => { - expect(SearchNodesQuerySchema.safeParse('Alice').success).toBe(true); - expect(SearchNodesQuerySchema.safeParse('works at Acme Corp').success).toBe(true); - }); - - it('should accept a query at exactly the max length', () => { - const atLimit = 'a'.repeat(SEARCH_QUERY_MAX_LENGTH); - expect(SearchNodesQuerySchema.safeParse(atLimit).success).toBe(true); - }); - - it('should reject a query longer than the max length', () => { - const oversized = 'a'.repeat(SEARCH_QUERY_MAX_LENGTH + 1); - const result = SearchNodesQuerySchema.safeParse(oversized); - expect(result.success).toBe(false); - }); - - it('should still reject non-string input', () => { - expect(SearchNodesQuerySchema.safeParse(42).success).toBe(false); - expect(SearchNodesQuerySchema.safeParse(null).success).toBe(false); - }); -}); diff --git a/src/memory/__tests__/server-version.test.ts b/src/memory/__tests__/server-version.test.ts deleted file mode 100644 index f9cf437..0000000 --- a/src/memory/__tests__/server-version.test.ts +++ /dev/null @@ -1,25 +0,0 @@ -import { describe, it, expect } from 'vitest'; -import { createRequire } from 'node:module'; -import path from 'path'; -import { fileURLToPath } from 'url'; -import { resolvePackageVersion, SERVER_VERSION } from '../version.js'; - -const packageJson = createRequire(import.meta.url)('../package.json') as { version: string }; - -describe('server version', () => { - it('uses package.json version for serverInfo', () => { - expect(SERVER_VERSION).toBe(packageJson.version); - expect(resolvePackageVersion()).toBe(packageJson.version); - }); - - it('resolves package.json from the dist layout', () => { - const distDir = path.join(path.dirname(fileURLToPath(import.meta.url)), '..', 'dist'); - const distVersionPath = path.join(distDir, 'version.js'); - - expect(() => createRequire(distVersionPath)('./version.js')).not.toThrow(); - const distModule = createRequire(distVersionPath)('./version.js') as { - SERVER_VERSION: string; - }; - expect(distModule.SERVER_VERSION).toBe(packageJson.version); - }); -}); diff --git a/src/memory/index.ts b/src/memory/index.ts index d9f8148..c7d781d 100644 --- a/src/memory/index.ts +++ b/src/memory/index.ts @@ -2,39 +2,21 @@ import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; -import { SubscribeRequestSchema, UnsubscribeRequestSchema } from "@modelcontextprotocol/sdk/types.js"; import { z } from "zod"; import { promises as fs } from 'fs'; import path from 'path'; -import os from 'os'; -import { randomBytes } from 'crypto'; import { fileURLToPath } from 'url'; -import { SERVER_VERSION } from './version.js'; // Define memory file path using environment variable with fallback export const defaultMemoryPath = path.join(path.dirname(fileURLToPath(import.meta.url)), 'memory.jsonl'); -// Expand a leading "~" to the user's home directory. MCP clients pass -// MEMORY_FILE_PATH from JSON config, where no shell performs tilde expansion, -// so an unexpanded "~" would otherwise be treated as a relative path and -// joined onto the package directory. Mirrors the helper of the same name in -// the filesystem server (src/filesystem/path-utils.ts). -export function expandHome(filepath: string): string { - if (filepath.startsWith('~/') || filepath === '~') { - return path.join(os.homedir(), filepath.slice(1)); - } - return filepath; -} - // Handle backward compatibility: migrate memory.json to memory.jsonl if needed export async function ensureMemoryFilePath(): Promise { if (process.env.MEMORY_FILE_PATH) { - // Custom path provided. Expand a leading "~" first, then resolve relative - // paths against the package directory (absolute paths are used as-is). - const customPath = expandHome(process.env.MEMORY_FILE_PATH); - return path.isAbsolute(customPath) - ? customPath - : path.join(path.dirname(fileURLToPath(import.meta.url)), customPath); + // Custom path provided, use it as-is (with absolute path resolution) + return path.isAbsolute(process.env.MEMORY_FILE_PATH) + ? process.env.MEMORY_FILE_PATH + : path.join(path.dirname(fileURLToPath(import.meta.url)), process.env.MEMORY_FILE_PATH); } // No custom path set, check for backward compatibility migration @@ -86,71 +68,16 @@ export interface KnowledgeGraph { export class KnowledgeGraphManager { constructor(private memoryFilePath: string) {} - // Serializes all read-modify-write graph mutations behind a single queue. - // Without this, concurrent tool calls (e.g. multiple mutations dispatched - // from one LLM turn) each independently load the graph, mutate their own - // copy, and write it back — so whichever write lands last silently - // overwrites the other's changes, and interleaved writes to the same file - // can corrupt it outright. See #1819. - private mutationQueue: Promise = Promise.resolve(); - - private async withLock(operation: () => Promise): Promise { - const result = this.mutationQueue.then(operation, operation); - // Always resolve the queue itself, even if this operation failed, so a - // single failed mutation doesn't permanently wedge every call after it. - // The failure still propagates normally to whoever awaited `result`. - this.mutationQueue = result.then( - () => undefined, - () => undefined, - ); - return result; - } - private async loadGraph(): Promise { try { const data = await fs.readFile(this.memoryFilePath, "utf-8"); const lines = data.split("\n").filter(line => line.trim() !== ""); - const graph: KnowledgeGraph = { entities: [], relations: [] }; - - for (const line of lines) { - let item: unknown; - try { - item = JSON.parse(line); - } catch { - console.error("Skipping malformed line in memory file"); - continue; - } - - if (typeof item !== "object" || item === null) { - console.error("Skipping non-object line in memory file"); - continue; - } - - const record = item as Record; - if (record.type === "entity") { - const parsed = EntitySchema.safeParse(item); - if (parsed.success) { - graph.entities.push(parsed.data); - } else { - console.error( - "Skipping invalid entity in memory file:", - parsed.error.issues.map(issue => `${issue.path.join(".")}: ${issue.message}`).join(", ") - ); - } - } else if (record.type === "relation") { - const parsed = RelationSchema.safeParse(item); - if (parsed.success) { - graph.relations.push(parsed.data); - } else { - console.error( - "Skipping invalid relation in memory file:", - parsed.error.issues.map(issue => `${issue.path.join(".")}: ${issue.message}`).join(", ") - ); - } - } - } - - return graph; + return lines.reduce((graph: KnowledgeGraph, line) => { + const item = JSON.parse(line); + if (item.type === "entity") graph.entities.push(item as Entity); + if (item.type === "relation") graph.relations.push(item as Relation); + return graph; + }, { entities: [], relations: [] }); } catch (error) { if (error instanceof Error && 'code' in error && (error as any).code === "ENOENT") { return { entities: [], relations: [] }; @@ -174,136 +101,70 @@ export class KnowledgeGraphManager { relationType: r.relationType })), ]; - - // Write to a temporary file in the same directory, then rename it over - // the target. fs.writeFile would truncate the memory file before writing, - // so an interruption (SIGKILL, container stop, OOM, power loss) would - // leave the only copy of the graph truncated and unrecoverable. - // rename(2) is atomic on POSIX filesystems: readers see either the - // complete old file or the complete new one, never a partial state. - // The temp file is kept in the same directory so the rename stays on one - // filesystem — renaming across mount points fails with EXDEV. - const directory = path.dirname(this.memoryFilePath); - const tempFilePath = path.join( - directory, - `${path.basename(this.memoryFilePath)}.${randomBytes(16).toString('hex')}.tmp` - ); - - try { - await fs.writeFile(tempFilePath, lines.join("\n") + "\n"); - await fs.rename(tempFilePath, this.memoryFilePath); - } catch (error) { - // Never leave a stray temp file behind on failure. - await fs.unlink(tempFilePath).catch(() => {}); - throw error; - } + await fs.writeFile(this.memoryFilePath, lines.join("\n")); } async createEntities(entities: Entity[]): Promise { - return this.withLock(async () => { - const graph = await this.loadGraph(); - const newEntities = entities.filter((e, index) => - !graph.entities.some(existingEntity => existingEntity.name === e.name) && - // Also skip duplicates appearing earlier in this same batch - !entities.slice(0, index).some(earlier => earlier.name === e.name) - ); - graph.entities.push(...newEntities); - await this.saveGraph(graph); - return newEntities; - }); + const graph = await this.loadGraph(); + const newEntities = entities.filter(e => !graph.entities.some(existingEntity => existingEntity.name === e.name)); + graph.entities.push(...newEntities); + await this.saveGraph(graph); + return newEntities; } async createRelations(relations: Relation[]): Promise { - return this.withLock(async () => { - const graph = await this.loadGraph(); - const entityNames = new Set(graph.entities.map(e => e.name)); - - relations.forEach(r => { - if (!entityNames.has(r.from)) { - throw new Error(`Entity with name ${r.from} not found`); - } - if (!entityNames.has(r.to)) { - throw new Error(`Entity with name ${r.to} not found`); - } - }); - - const isSameRelation = (a: Relation, b: Relation) => - a.from === b.from && - a.to === b.to && - a.relationType === b.relationType; - const newRelations = relations.filter((r, index) => - !graph.relations.some(existingRelation => isSameRelation(existingRelation, r)) && - // Also skip duplicates appearing earlier in this same batch - !relations.slice(0, index).some(earlier => isSameRelation(earlier, r)) - ); - graph.relations.push(...newRelations); - await this.saveGraph(graph); - return newRelations; - }); + const graph = await this.loadGraph(); + const newRelations = relations.filter(r => !graph.relations.some(existingRelation => + existingRelation.from === r.from && + existingRelation.to === r.to && + existingRelation.relationType === r.relationType + )); + graph.relations.push(...newRelations); + await this.saveGraph(graph); + return newRelations; } async addObservations(observations: { entityName: string; contents: string[] }[]): Promise<{ entityName: string; addedObservations: string[] }[]> { - return this.withLock(async () => { - const graph = await this.loadGraph(); - const results = observations.map(o => { - const entity = graph.entities.find(e => e.name === o.entityName); - if (!entity) { - throw new Error(`Entity with name ${o.entityName} not found`); - } - const newObservations = o.contents.filter(content => !entity.observations.includes(content)); - entity.observations.push(...newObservations); - return { entityName: o.entityName, addedObservations: newObservations }; - }); - await this.saveGraph(graph); - return results; + const graph = await this.loadGraph(); + const results = observations.map(o => { + const entity = graph.entities.find(e => e.name === o.entityName); + if (!entity) { + throw new Error(`Entity with name ${o.entityName} not found`); + } + const newObservations = o.contents.filter(content => !entity.observations.includes(content)); + entity.observations.push(...newObservations); + return { entityName: o.entityName, addedObservations: newObservations }; }); + await this.saveGraph(graph); + return results; } - async deleteEntities(entityNames: string[]): Promise<{ deleted: string[]; notFound: string[] }> { - return this.withLock(async () => { - const graph = await this.loadGraph(); - const present = new Set(graph.entities.map(e => e.name)); - const deleted = entityNames.filter(name => present.has(name)); - const notFound = entityNames.filter(name => !present.has(name)); - graph.entities = graph.entities.filter(e => !entityNames.includes(e.name)); - graph.relations = graph.relations.filter(r => !entityNames.includes(r.from) && !entityNames.includes(r.to)); - await this.saveGraph(graph); - return { deleted, notFound }; - }); + async deleteEntities(entityNames: string[]): Promise { + const graph = await this.loadGraph(); + graph.entities = graph.entities.filter(e => !entityNames.includes(e.name)); + graph.relations = graph.relations.filter(r => !entityNames.includes(r.from) && !entityNames.includes(r.to)); + await this.saveGraph(graph); } - async deleteObservations(deletions: { entityName: string; observations: string[] }[]): Promise<{ deletedCount: number; missingEntities: string[] }> { - return this.withLock(async () => { - const graph = await this.loadGraph(); - let deletedCount = 0; - const missingEntities: string[] = []; - deletions.forEach(d => { - const entity = graph.entities.find(e => e.name === d.entityName); - if (entity) { - const before = entity.observations.length; - entity.observations = entity.observations.filter(o => !d.observations.includes(o)); - deletedCount += before - entity.observations.length; - } else { - missingEntities.push(d.entityName); - } - }); - await this.saveGraph(graph); - return { deletedCount, missingEntities }; + async deleteObservations(deletions: { entityName: string; observations: string[] }[]): Promise { + const graph = await this.loadGraph(); + deletions.forEach(d => { + const entity = graph.entities.find(e => e.name === d.entityName); + if (entity) { + entity.observations = entity.observations.filter(o => !d.observations.includes(o)); + } }); + await this.saveGraph(graph); } - async deleteRelations(relations: Relation[]): Promise<{ deletedCount: number }> { - return this.withLock(async () => { - const graph = await this.loadGraph(); - const before = graph.relations.length; - graph.relations = graph.relations.filter(r => !relations.some(delRelation => - r.from === delRelation.from && - r.to === delRelation.to && - r.relationType === delRelation.relationType - )); - await this.saveGraph(graph); - return { deletedCount: before - graph.relations.length }; - }); + async deleteRelations(relations: Relation[]): Promise { + const graph = await this.loadGraph(); + graph.relations = graph.relations.filter(r => !relations.some(delRelation => + r.from === delRelation.from && + r.to === delRelation.to && + r.relationType === delRelation.relationType + )); + await this.saveGraph(graph); } async readGraph(): Promise { @@ -324,10 +185,9 @@ export class KnowledgeGraphManager { // Create a Set of filtered entity names for quick lookup const filteredEntityNames = new Set(filteredEntities.map(e => e.name)); - // Include relations where at least one endpoint matches the search results. - // This lets callers discover connections to nodes outside the result set. + // Filter relations to only include those between filtered entities const filteredRelations = graph.relations.filter(r => - filteredEntityNames.has(r.from) || filteredEntityNames.has(r.to) + filteredEntityNames.has(r.from) && filteredEntityNames.has(r.to) ); const filteredGraph: KnowledgeGraph = { @@ -347,12 +207,9 @@ export class KnowledgeGraphManager { // Create a Set of filtered entity names for quick lookup const filteredEntityNames = new Set(filteredEntities.map(e => e.name)); - // Include relations where at least one endpoint is in the requested set. - // Previously this required BOTH endpoints, which meant relations from a - // requested node to an unrequested node were silently dropped — making it - // impossible to discover a node's connections without reading the full graph. + // Filter relations to only include those between filtered entities const filteredRelations = graph.relations.filter(r => - filteredEntityNames.has(r.from) || filteredEntityNames.has(r.to) + filteredEntityNames.has(r.from) && filteredEntityNames.has(r.to) ); const filteredGraph: KnowledgeGraph = { @@ -379,25 +236,12 @@ const RelationSchema = z.object({ relationType: z.string().describe("The type of the relation") }); +// The server instance and tools exposed to Claude const server = new McpServer({ name: "memory-server", - version: SERVER_VERSION, + version: "0.6.3", }); -const RESOURCE_URI = "memory://knowledge-graph"; - -// Track which resource URIs the connected client has subscribed to, so we only -// emit notifications/resources/updated to a client that asked for them. -const resourceSubscribers = new Set(); - -// Notify subscribers that the knowledge graph resource changed. No-op when the -// client has not subscribed. -function notifyGraphUpdated() { - if (resourceSubscribers.has(RESOURCE_URI)) { - server.server.sendResourceUpdated({ uri: RESOURCE_URI }); - } -} - // Register create_entities tool server.registerTool( "create_entities", @@ -409,17 +253,10 @@ server.registerTool( }, outputSchema: { entities: z.array(EntitySchema) - }, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, } }, async ({ entities }) => { const result = await knowledgeGraphManager.createEntities(entities); - notifyGraphUpdated(); return { content: [{ type: "text" as const, text: JSON.stringify(result, null, 2) }], structuredContent: { entities: result } @@ -438,17 +275,10 @@ server.registerTool( }, outputSchema: { relations: z.array(RelationSchema) - }, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, } }, async ({ relations }) => { const result = await knowledgeGraphManager.createRelations(relations); - notifyGraphUpdated(); return { content: [{ type: "text" as const, text: JSON.stringify(result, null, 2) }], structuredContent: { relations: result } @@ -473,17 +303,10 @@ server.registerTool( entityName: z.string(), addedObservations: z.array(z.string()) })) - }, - annotations: { - readOnlyHint: false, - destructiveHint: false, - idempotentHint: false, - openWorldHint: false, } }, async ({ observations }) => { const result = await knowledgeGraphManager.addObservations(observations); - notifyGraphUpdated(); return { content: [{ type: "text" as const, text: JSON.stringify(result, null, 2) }], structuredContent: { results: result } @@ -503,23 +326,13 @@ server.registerTool( outputSchema: { success: z.boolean(), message: z.string() - }, - annotations: { - readOnlyHint: false, - destructiveHint: true, - idempotentHint: true, - openWorldHint: false, } }, async ({ entityNames }) => { - const { deleted, notFound } = await knowledgeGraphManager.deleteEntities(entityNames); - notifyGraphUpdated(); - const message = notFound.length === 0 - ? "Entities deleted successfully" - : `Deleted ${deleted.length} of ${entityNames.length} entities. Not found: ${notFound.join(", ")}`; + await knowledgeGraphManager.deleteEntities(entityNames); return { - content: [{ type: "text" as const, text: message }], - structuredContent: { success: true, message } + content: [{ type: "text" as const, text: "Entities deleted successfully" }], + structuredContent: { success: true, message: "Entities deleted successfully" } }; } ); @@ -539,25 +352,13 @@ server.registerTool( outputSchema: { success: z.boolean(), message: z.string() - }, - annotations: { - readOnlyHint: false, - destructiveHint: true, - idempotentHint: true, - openWorldHint: false, } }, async ({ deletions }) => { - const { deletedCount, missingEntities } = await knowledgeGraphManager.deleteObservations(deletions); - notifyGraphUpdated(); - const requested = deletions.reduce((total, d) => total + d.observations.length, 0); - const message = deletedCount === requested - ? "Observations deleted successfully" - : `Deleted ${deletedCount} of ${requested} observations.` + - (missingEntities.length ? ` Entities not found: ${missingEntities.join(", ")}` : ""); + await knowledgeGraphManager.deleteObservations(deletions); return { - content: [{ type: "text" as const, text: message }], - structuredContent: { success: true, message } + content: [{ type: "text" as const, text: "Observations deleted successfully" }], + structuredContent: { success: true, message: "Observations deleted successfully" } }; } ); @@ -574,23 +375,13 @@ server.registerTool( outputSchema: { success: z.boolean(), message: z.string() - }, - annotations: { - readOnlyHint: false, - destructiveHint: true, - idempotentHint: true, - openWorldHint: false, } }, async ({ relations }) => { - const { deletedCount } = await knowledgeGraphManager.deleteRelations(relations); - notifyGraphUpdated(); - const message = deletedCount === relations.length - ? "Relations deleted successfully" - : `Deleted ${deletedCount} of ${relations.length} relations. The rest matched nothing.`; + await knowledgeGraphManager.deleteRelations(relations); return { - content: [{ type: "text" as const, text: message }], - structuredContent: { success: true, message } + content: [{ type: "text" as const, text: "Relations deleted successfully" }], + structuredContent: { success: true, message: "Relations deleted successfully" } }; } ); @@ -605,12 +396,6 @@ server.registerTool( outputSchema: { entities: z.array(EntitySchema), relations: z.array(RelationSchema) - }, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, } }, async () => { @@ -622,13 +407,6 @@ server.registerTool( } ); -export const SEARCH_QUERY_MAX_LENGTH = 2048; - -export const SearchNodesQuerySchema = z - .string() - .max(SEARCH_QUERY_MAX_LENGTH) - .describe("The search query to match against entity names, types, and observation content"); - // Register search_nodes tool server.registerTool( "search_nodes", @@ -636,17 +414,11 @@ server.registerTool( title: "Search Nodes", description: "Search for nodes in the knowledge graph based on a query", inputSchema: { - query: SearchNodesQuerySchema + query: z.string().describe("The search query to match against entity names, types, and observation content") }, outputSchema: { entities: z.array(EntitySchema), relations: z.array(RelationSchema) - }, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, } }, async ({ query }) => { @@ -670,12 +442,6 @@ server.registerTool( outputSchema: { entities: z.array(EntitySchema), relations: z.array(RelationSchema) - }, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, } }, async ({ names }) => { @@ -687,52 +453,12 @@ server.registerTool( } ); -export function registerKnowledgeGraphResource( - server: McpServer, - manager: KnowledgeGraphManager, -) { - server.registerResource( - "knowledge-graph", - RESOURCE_URI, - { - title: "Knowledge Graph", - description: "The full knowledge graph with all entities and relations", - mimeType: "application/json", - }, - async (uri) => { - const graph = await manager.readGraph(); - return { - contents: [ - { - uri: uri.href, - mimeType: "application/json", - text: JSON.stringify(graph, null, 2), - }, - ], - }; - }, - ); -} - -// Enable clients to subscribe to the knowledge-graph resource and receive -// notifications/resources/updated when mutation tools change the graph. -export function registerKnowledgeGraphSubscriptions(server: McpServer) { - server.server.registerCapabilities({ resources: { subscribe: true } }); - server.server.setRequestHandler(SubscribeRequestSchema, async (request) => { - resourceSubscribers.add(request.params.uri); - return {}; - }); - server.server.setRequestHandler(UnsubscribeRequestSchema, async (request) => { - resourceSubscribers.delete(request.params.uri); - return {}; - }); -} - async function main() { + // Initialize memory file path with backward compatibility MEMORY_FILE_PATH = await ensureMemoryFilePath(); + + // Initialize knowledge graph manager with the memory file path knowledgeGraphManager = new KnowledgeGraphManager(MEMORY_FILE_PATH); - registerKnowledgeGraphResource(server, knowledgeGraphManager); - registerKnowledgeGraphSubscriptions(server); const transport = new StdioServerTransport(); await server.connect(transport); diff --git a/src/memory/package.json b/src/memory/package.json index ea10979..5d1bc1d 100644 --- a/src/memory/package.json +++ b/src/memory/package.json @@ -2,9 +2,9 @@ "name": "@modelcontextprotocol/server-memory", "version": "0.6.3", "description": "MCP server for enabling memory for Claude through a knowledge graph", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "mcpName": "io.github.modelcontextprotocol/server-memory", - "author": "Model Context Protocol a Series of LF Projects, LLC.", + "author": "Anthropic, PBC (https://anthropic.com)", "homepage": "https://modelcontextprotocol.io", "bugs": "https://github.com/modelcontextprotocol/servers/issues", "repository": { @@ -25,14 +25,13 @@ "test": "vitest run --coverage" }, "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", - "zod": "^4.0.0" + "@modelcontextprotocol/sdk": "^1.25.2" }, "devDependencies": { "@types/node": "^22", - "@vitest/coverage-v8": "^4.1.8", - "shx": "^0.4.0", + "@vitest/coverage-v8": "^2.1.8", + "shx": "^0.3.4", "typescript": "^5.6.2", - "vitest": "^4.1.8" + "vitest": "^2.1.8" } } \ No newline at end of file diff --git a/src/memory/version.ts b/src/memory/version.ts deleted file mode 100644 index f1df958..0000000 --- a/src/memory/version.ts +++ /dev/null @@ -1,27 +0,0 @@ -import { createRequire } from 'node:module'; -import path from 'path'; -import { fileURLToPath } from 'url'; - -export function resolvePackageVersion(): string { - const require = createRequire(import.meta.url); - const moduleDir = path.dirname(fileURLToPath(import.meta.url)); - const candidates = [ - path.join(moduleDir, 'package.json'), - path.join(moduleDir, '..', 'package.json'), - ]; - - for (const candidate of candidates) { - try { - const pkg = require(candidate) as { version?: string }; - if (pkg.version) { - return pkg.version; - } - } catch { - // Try the next candidate when running from dist/ or source. - } - } - - throw new Error('Could not locate package.json for server version'); -} - -export const SERVER_VERSION = resolvePackageVersion(); diff --git a/src/sequentialthinking/README.md b/src/sequentialthinking/README.md index b6b853a..322ded2 100644 --- a/src/sequentialthinking/README.md +++ b/src/sequentialthinking/README.md @@ -2,8 +2,6 @@ An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. -Published on npm as [`@modelcontextprotocol/server-sequential-thinking`](https://www.npmjs.com/package/@modelcontextprotocol/server-sequential-thinking). - ## Features - Break down complex problems into manageable steps @@ -39,36 +37,6 @@ The Sequential Thinking tool is designed for: - Tasks that need to maintain context over multiple steps - Situations where irrelevant information needs to be filtered out -In practice, you do not call `sequential_thinking` directly by hand unless your client exposes raw tool calls. Instead, connect the server to an MCP-aware host and ask the model to think through a problem step by step. The host can then decide to call the tool one or more times while it works. - -### What it looks like in use - -Example prompts that typically benefit from this tool: - -- `Plan a database migration from PostgreSQL 14 to 16, list risks, and revise the plan if downtime exceeds 5 minutes.` -- `Debug why this deployment only fails in production and show your reasoning step by step.` -- `Compare three architecture options for a file sync engine and branch if one assumption turns out to be wrong.` - -### How to tell it is working - -If your host or inspector shows tool activity, you should see repeated calls to `sequential_thinking` with fields such as: - -- `thought` -- `thoughtNumber` -- `totalThoughts` -- `nextThoughtNeeded` - -When the reasoning changes course, you may also see revision or branching fields like `isRevision`, `revisesThought`, `branchFromThought`, or `branchId`. - -### Quick manual verification - -After installing the server in your MCP host: - -1. Restart or reload the host so it reconnects to the server. -2. Confirm the `sequential_thinking` tool appears in the host's MCP tool list or inspector. -3. Ask the host to solve a non-trivial problem in a step-by-step way. -4. Verify that the host invokes the tool multiple times instead of returning a one-shot answer. - ## Configuration ### Usage with Claude Desktop @@ -91,24 +59,6 @@ Add this to your `claude_desktop_config.json`: } ``` -On Windows, use `cmd /c` to launch `npx`: - -```json -{ - "mcpServers": { - "sequential-thinking": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-sequential-thinking" - ] - } - } -} -``` - #### docker ```json @@ -128,6 +78,7 @@ On Windows, use `cmd /c` to launch `npx`: ``` To disable logging of thought information set env var: `DISABLE_THOUGHT_LOGGING` to `true`. +Comment ### Usage with VS Code @@ -163,24 +114,6 @@ For NPX installation: } ``` -On Windows, use: - -```json -{ - "servers": { - "sequential-thinking": { - "command": "cmd", - "args": [ - "/c", - "npx", - "-y", - "@modelcontextprotocol/server-sequential-thinking" - ] - } - } -} -``` - For Docker installation: ```json diff --git a/src/sequentialthinking/__tests__/input-schema.test.ts b/src/sequentialthinking/__tests__/input-schema.test.ts deleted file mode 100644 index 4ff7be6..0000000 --- a/src/sequentialthinking/__tests__/input-schema.test.ts +++ /dev/null @@ -1,66 +0,0 @@ -import { describe, it, expect, beforeAll, afterAll } from 'vitest'; -import { existsSync } from 'node:fs'; -import path from 'node:path'; -import { fileURLToPath } from 'node:url'; -import { Client } from '@modelcontextprotocol/sdk/client/index.js'; -import { StdioClientTransport } from '@modelcontextprotocol/sdk/client/stdio.js'; - -const packageRoot = path.join(path.dirname(fileURLToPath(import.meta.url)), '..'); -const distIndexPath = path.join(packageRoot, 'dist', 'index.js'); - -// Regression coverage for #4651: nextThoughtNeeded must stay in the advertised -// `required` array, and string coercion must keep accepting "True"/"FALSE" -// while rejecting anything else. Runs against the built server so it checks -// the schema the SDK actually emits, not the zod object. -describe.skipIf(!existsSync(distIndexPath))('sequentialthinking input schema', () => { - let client: Client; - - beforeAll(async () => { - const transport = new StdioClientTransport({ - command: process.execPath, - args: [distIndexPath], - cwd: packageRoot, - stderr: 'pipe', - }); - client = new Client({ name: 'input-schema-test', version: '0.0.0' }); - await client.connect(transport); - }); - - afterAll(async () => { - await client?.close(); - }); - - it('advertises nextThoughtNeeded as required', async () => { - const { tools } = await client.listTools(); - const tool = tools.find(t => t.name === 'sequentialthinking'); - expect(tool).toBeDefined(); - expect(tool!.inputSchema.required).toEqual( - expect.arrayContaining(['thought', 'nextThoughtNeeded', 'thoughtNumber', 'totalThoughts']) - ); - }); - - it('rejects a call that omits nextThoughtNeeded', async () => { - const result = await client.callTool({ - name: 'sequentialthinking', - arguments: { thought: 't', thoughtNumber: 1, totalThoughts: 1 }, - }); - expect(result.isError).toBe(true); - expect(JSON.stringify(result.content)).toMatch(/nextThoughtNeeded/); - }); - - it.each(['True', 'FALSE', 'true', 'false'])('accepts the string %s', async (value) => { - const result = await client.callTool({ - name: 'sequentialthinking', - arguments: { thought: 't', nextThoughtNeeded: value, thoughtNumber: 1, totalThoughts: 1 }, - }); - expect(result.isError).toBeFalsy(); - }); - - it.each(['yes', '', '1'])('rejects the string %j', async (value) => { - const result = await client.callTool({ - name: 'sequentialthinking', - arguments: { thought: 't', nextThoughtNeeded: value, thoughtNumber: 1, totalThoughts: 1 }, - }); - expect(result.isError).toBe(true); - }); -}); diff --git a/src/sequentialthinking/__tests__/server-version.test.ts b/src/sequentialthinking/__tests__/server-version.test.ts deleted file mode 100644 index c7d7f5c..0000000 --- a/src/sequentialthinking/__tests__/server-version.test.ts +++ /dev/null @@ -1,57 +0,0 @@ -import { describe, it, expect } from 'vitest'; -import { createRequire } from 'node:module'; -import { existsSync } from 'node:fs'; -import path from 'node:path'; -import { fileURLToPath, pathToFileURL } from 'node:url'; -import { Client } from '@modelcontextprotocol/sdk/client/index.js'; -import { StdioClientTransport } from '@modelcontextprotocol/sdk/client/stdio.js'; -import { resolvePackageVersion, SERVER_VERSION } from '../version.js'; - -const packageJson = createRequire(import.meta.url)('../package.json') as { version: string }; -const packageRoot = path.join(path.dirname(fileURLToPath(import.meta.url)), '..'); -const distVersionPath = path.join(packageRoot, 'dist', 'version.js'); -const distIndexPath = path.join(packageRoot, 'dist', 'index.js'); - -describe('server version', () => { - it('uses package.json version instead of a hardcoded string', () => { - expect(SERVER_VERSION).toBe(packageJson.version); - expect(resolvePackageVersion()).toBe(packageJson.version); - expect(SERVER_VERSION).not.toBe('0.2.0'); - }); - - // CI runs `npm test` before the dedicated build job. `npm ci` usually - // materializes dist/ via prepare, but that is not guaranteed (e.g. local - // `rm -rf dist && npm test`, or install with --ignore-scripts). - it.skipIf(!existsSync(distVersionPath))( - 'resolves package.json from the dist layout after build', - async () => { - const distModule = (await import(pathToFileURL(distVersionPath).href)) as { - SERVER_VERSION: string; - }; - expect(distModule.SERVER_VERSION).toBe(packageJson.version); - }, - ); - - it.skipIf(!existsSync(distIndexPath))( - 'stdio initialize reports package.json version in serverInfo', - async () => { - const transport = new StdioClientTransport({ - command: process.execPath, - args: [distIndexPath], - cwd: packageRoot, - stderr: 'pipe', - }); - const client = new Client({ name: 'version-smoke', version: '0.0.0' }); - - try { - await client.connect(transport); - const serverInfo = client.getServerVersion(); - expect(serverInfo?.name).toBe('sequential-thinking-server'); - expect(serverInfo?.version).toBe(packageJson.version); - expect(serverInfo?.version).not.toBe('0.2.0'); - } finally { - await client.close(); - } - }, - ); -}); diff --git a/src/sequentialthinking/index.ts b/src/sequentialthinking/index.ts index 1ae09d1..809086a 100644 --- a/src/sequentialthinking/index.ts +++ b/src/sequentialthinking/index.ts @@ -4,21 +4,10 @@ import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; import { z } from "zod"; import { SequentialThinkingServer } from './lib.js'; -import { SERVER_VERSION } from './version.js'; - -/** Safe boolean coercion that correctly handles string "false". A union+transform, - * not z.preprocess (whose input type is `unknown`), so toJSONSchema keeps this required. */ -const coercedBoolean = z.union([z.boolean(), z.string()]).transform((val, ctx) => { - if (typeof val === "boolean") return val; - if (val.toLowerCase() === "true") return true; - if (val.toLowerCase() === "false") return false; - ctx.addIssue({ code: "custom", message: `Expected boolean or "true"/"false" string, received "${val}"` }); - return z.NEVER; -}); const server = new McpServer({ name: "sequential-thinking-server", - version: SERVER_VERSION, + version: "0.2.0", }); const thinkingServer = new SequentialThinkingServer(); @@ -83,20 +72,14 @@ You should: 11. Only set nextThoughtNeeded to false when truly done and a satisfactory answer is reached`, inputSchema: { thought: z.string().describe("Your current thinking step"), - nextThoughtNeeded: coercedBoolean.describe("Whether another thought step is needed"), - thoughtNumber: z.coerce.number().int().min(1).describe("Current thought number (numeric value, e.g., 1, 2, 3)"), - totalThoughts: z.coerce.number().int().min(1).describe("Estimated total thoughts needed (numeric value, e.g., 5, 10)"), - isRevision: coercedBoolean.optional().describe("Whether this revises previous thinking"), - revisesThought: z.coerce.number().int().min(1).optional().describe("Which thought is being reconsidered"), - branchFromThought: z.coerce.number().int().min(1).optional().describe("Branching point thought number"), + nextThoughtNeeded: z.boolean().describe("Whether another thought step is needed"), + thoughtNumber: z.number().int().min(1).describe("Current thought number (numeric value, e.g., 1, 2, 3)"), + totalThoughts: z.number().int().min(1).describe("Estimated total thoughts needed (numeric value, e.g., 5, 10)"), + isRevision: z.boolean().optional().describe("Whether this revises previous thinking"), + revisesThought: z.number().int().min(1).optional().describe("Which thought is being reconsidered"), + branchFromThought: z.number().int().min(1).optional().describe("Branching point thought number"), branchId: z.string().optional().describe("Branch identifier"), - needsMoreThoughts: coercedBoolean.optional().describe("If more thoughts are needed") - }, - annotations: { - readOnlyHint: true, - destructiveHint: false, - idempotentHint: true, - openWorldHint: false, + needsMoreThoughts: z.boolean().optional().describe("If more thoughts are needed") }, outputSchema: { thoughtNumber: z.number(), diff --git a/src/sequentialthinking/package.json b/src/sequentialthinking/package.json index a668a47..b21cfb0 100644 --- a/src/sequentialthinking/package.json +++ b/src/sequentialthinking/package.json @@ -2,9 +2,9 @@ "name": "@modelcontextprotocol/server-sequential-thinking", "version": "0.6.2", "description": "MCP server for sequential thinking and problem solving", - "license": "SEE LICENSE IN LICENSE", + "license": "MIT", "mcpName": "io.github.modelcontextprotocol/server-sequential-thinking", - "author": "Model Context Protocol a Series of LF Projects, LLC.", + "author": "Anthropic, PBC (https://anthropic.com)", "homepage": "https://modelcontextprotocol.io", "bugs": "https://github.com/modelcontextprotocol/servers/issues", "repository": { @@ -25,17 +25,16 @@ "test": "vitest run --coverage" }, "dependencies": { - "@modelcontextprotocol/sdk": "^1.30.0", + "@modelcontextprotocol/sdk": "^1.25.2", "chalk": "^5.3.0", - "yargs": "^17.7.2", - "zod": "^4.0.0" + "yargs": "^17.7.2" }, "devDependencies": { "@types/node": "^22", "@types/yargs": "^17.0.32", - "@vitest/coverage-v8": "^4.1.8", - "shx": "^0.4.0", + "@vitest/coverage-v8": "^2.1.8", + "shx": "^0.3.4", "typescript": "^5.3.3", - "vitest": "^4.1.8" + "vitest": "^2.1.8" } -} +} \ No newline at end of file diff --git a/src/sequentialthinking/version.ts b/src/sequentialthinking/version.ts deleted file mode 100644 index 1ab7d8f..0000000 --- a/src/sequentialthinking/version.ts +++ /dev/null @@ -1,33 +0,0 @@ -import { createRequire } from 'node:module'; -import path from 'node:path'; -import { fileURLToPath } from 'node:url'; - -/** - * Resolve this package's version from package.json. - * - * Works both from source (`src/sequentialthinking/`) and from the published - * layout (`dist/`), where package.json lives one directory up. - */ -export function resolvePackageVersion(): string { - const require = createRequire(import.meta.url); - const moduleDir = path.dirname(fileURLToPath(import.meta.url)); - const candidates = [ - path.join(moduleDir, 'package.json'), - path.join(moduleDir, '..', 'package.json'), - ]; - - for (const candidate of candidates) { - try { - const pkg = require(candidate) as { version?: string }; - if (pkg.version) { - return pkg.version; - } - } catch { - // Try the next candidate when running from dist/ or source. - } - } - - throw new Error('Could not locate package.json for server version'); -} - -export const SERVER_VERSION = resolvePackageVersion(); diff --git a/src/time/Dockerfile b/src/time/Dockerfile index c928732..ac5f752 100644 --- a/src/time/Dockerfile +++ b/src/time/Dockerfile @@ -11,8 +11,9 @@ ENV UV_COMPILE_BYTECODE=1 ENV UV_LINK_MODE=copy # Install the project's dependencies using the lockfile and settings -COPY uv.lock pyproject.toml ./ RUN --mount=type=cache,target=/root/.cache/uv \ + --mount=type=bind,source=uv.lock,target=uv.lock \ + --mount=type=bind,source=pyproject.toml,target=pyproject.toml \ uv sync --locked --no-install-project --no-dev --no-editable # Then, add the rest of the project source code and install it @@ -26,10 +27,6 @@ FROM python:3.12-slim-bookworm WORKDIR /app COPY --from=uv /root/.local /root/.local - -RUN if ! id -u app >/dev/null 2>&1; then \ - useradd -rUM -s /usr/sbin/nologin app; \ - fi COPY --from=uv --chown=app:app /app/.venv /app/.venv # Place executables in the environment at the front of the path diff --git a/src/time/README.md b/src/time/README.md index 9a2c1c4..93d6fca 100644 --- a/src/time/README.md +++ b/src/time/README.md @@ -4,10 +4,6 @@ A Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection. -Source: https://github.com/modelcontextprotocol/servers/tree/main/src/time - -Requires MCP Python SDK 1.x (`mcp>=1.29.0,<2`). SDK 2.0 renamed APIs this server uses. The port to v2 is in progress. - ### Available Tools - `get_current_time` - Get current time in a specific timezone or system timezone. @@ -27,10 +23,6 @@ Requires MCP Python SDK 1.x (`mcp>=1.29.0,<2`). SDK 2.0 renamed APIs this server When using [`uv`](https://docs.astral.sh/uv/) no specific installation is needed. We will use [`uvx`](https://docs.astral.sh/uv/guides/tools/) to directly run *mcp-server-time*. -```bash -uvx mcp-server-time -``` - ### Using PIP Alternatively you can install `mcp-server-time` via pip: diff --git a/src/time/pyproject.toml b/src/time/pyproject.toml index e6400d5..2b8c6ed 100644 --- a/src/time/pyproject.toml +++ b/src/time/pyproject.toml @@ -17,16 +17,12 @@ classifiers = [ "Programming Language :: Python :: 3.10", ] dependencies = [ - "mcp>=1.29.0,<2", + "mcp>=1.0.0", "pydantic>=2.0.0", "tzdata>=2024.2", - "tzlocal>=5.3.1", + "tzlocal>=5.3.1" ] -[project.urls] -Repository = "https://github.com/modelcontextprotocol/servers/tree/main/src/time" -Issues = "https://github.com/modelcontextprotocol/servers/issues" - [project.scripts] mcp-server-time = "mcp_server_time:main" diff --git a/src/time/src/mcp_server_time/server.py b/src/time/src/mcp_server_time/server.py index 2cb0926..746d78d 100644 --- a/src/time/src/mcp_server_time/server.py +++ b/src/time/src/mcp_server_time/server.py @@ -8,7 +8,7 @@ from tzlocal import get_localzone_name # ← returns "Europe/Paris", etc. from mcp.server import Server from mcp.server.stdio import stdio_server -from mcp.types import Tool, ToolAnnotations, TextContent, ImageContent, EmbeddedResource, ErrorData, INVALID_PARAMS +from mcp.types import Tool, TextContent, ImageContent, EmbeddedResource from mcp.shared.exceptions import McpError from pydantic import BaseModel @@ -54,7 +54,7 @@ def get_zoneinfo(timezone_name: str) -> ZoneInfo: try: return ZoneInfo(timezone_name) except Exception as e: - raise McpError(ErrorData(code=INVALID_PARAMS, message=f"Invalid timezone: {str(e)}")) + raise McpError(f"Invalid timezone: {str(e)}") class TimeServer: @@ -131,7 +131,7 @@ async def serve(local_timezone: str | None = None) -> None: return [ Tool( name=TimeTools.GET_CURRENT_TIME.value, - description="Get current time in a specific timezone", + description="Get current time in a specific timezones", 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