Merge branch 'main' into main

2025-07-09 16:56:53 +08:00 · 2025-07-09 16:56:53 +08:00 · 1fd3d814fe
commit 1fd3d814fe
parent 66cddc8b64 5a48c0bf06
31 changed files with 8023 additions and 1745 deletions
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@ -23,8 +23,45 @@ jobs:
          PACKAGES=$(find . -name pyproject.toml -exec dirname {} \; | sed 's/^\.\///' | jq -R -s -c 'split("\n")[:-1]')
          echo "packages=$PACKAGES" >> $GITHUB_OUTPUT

-  build:
+  test:
    needs: [detect-packages]
+    strategy:
+      matrix:
+        package: ${{ fromJson(needs.detect-packages.outputs.packages) }}
+    name: Test ${{ matrix.package }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v3
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version-file: "src/${{ matrix.package }}/.python-version"
+
+      - name: Install dependencies
+        working-directory: src/${{ matrix.package }}
+        run: uv sync --frozen --all-extras --dev
+
+      - name: Check if tests exist
+        id: check-tests
+        working-directory: src/${{ matrix.package }}
+        run: |
+          if [ -d "tests" ] || [ -d "test" ] || grep -q "pytest" pyproject.toml; then
+            echo "has-tests=true" >> $GITHUB_OUTPUT
+          else
+            echo "has-tests=false" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Run tests
+        if: steps.check-tests.outputs.has-tests == 'true'
+        working-directory: src/${{ matrix.package }}
+        run: uv run pytest
+
+  build:
+    needs: [detect-packages, test]
    strategy:
      matrix:
        package: ${{ fromJson(needs.detect-packages.outputs.packages) }}
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@ -212,10 +212,3 @@ jobs:
            --title "Release $VERSION" \
            --notes-file RELEASE_NOTES.md

-      - name: Docker MCP images
-        uses: peter-evans/repository-dispatch@v3
-        with:
-          token: ${{ secrets.DOCKER_TOKEN }}
-          repository: docker/labs-ai-tools-for-devs
-          event-type: build-mcp-images
-          client-payload: '{"ref": "${{ needs.create-metadata.outputs.version }}"}'
--- a/.github/workflows/typescript.yml
+++ b/.github/workflows/typescript.yml
@ -22,8 +22,43 @@ jobs:
          PACKAGES=$(find . -name package.json -not -path "*/node_modules/*" -exec dirname {} \; | sed 's/^\.\///' | jq -R -s -c 'split("\n")[:-1]')
          echo "packages=$PACKAGES" >> $GITHUB_OUTPUT

-  build:
+  test:
    needs: [detect-packages]
+    strategy:
+      matrix:
+        package: ${{ fromJson(needs.detect-packages.outputs.packages) }}
+    name: Test ${{ matrix.package }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 22
+          cache: npm
+
+      - name: Install dependencies
+        working-directory: src/${{ matrix.package }}
+        run: npm ci
+
+      - name: Check if tests exist
+        id: check-tests
+        working-directory: src/${{ matrix.package }}
+        run: |
+          if npm run test --silent 2>/dev/null; then
+            echo "has-tests=true" >> $GITHUB_OUTPUT
+          else
+            echo "has-tests=false" >> $GITHUB_OUTPUT
+          fi
+        continue-on-error: true
+
+      - name: Run tests
+        if: steps.check-tests.outputs.has-tests == 'true'
+        working-directory: src/${{ matrix.package }}
+        run: npm test
+
+  build:
+    needs: [detect-packages, test]
    strategy:
      matrix:
        package: ${{ fromJson(needs.detect-packages.outputs.packages) }}
--- a/README.md
+++ b/README.md
@ -4,13 +4,18 @@ This repository is a collection of *reference implementations* for the [Model Co
 to community built servers and additional resources.

 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.
-Each MCP server is implemented with either the [Typescript MCP SDK](https://github.com/modelcontextprotocol/typescript-sdk) or [Python MCP SDK](https://github.com/modelcontextprotocol/python-sdk).
+Typically, each MCP server is implemented with an MCP SDK:
+- [C# MCP SDK](https://github.com/modelcontextprotocol/csharp-sdk)
+- [Java MCP SDK](https://github.com/modelcontextprotocol/java-sdk)
+- [Kotlin MCP SDK](https://github.com/modelcontextprotocol/kotlin-sdk)
+- [Python MCP SDK](https://github.com/modelcontextprotocol/python-sdk)
+- [Typescript MCP SDK](https://github.com/modelcontextprotocol/typescript-sdk)

 > Note: Lists in this README are maintained in alphabetical order to minimize merge conflicts when adding new items.

 ## 🌟 Reference Servers

-These servers aim to demonstrate MCP features and the TypeScript and Python SDKs.
+These servers aim to demonstrate MCP features and the official SDKs.

 - **[Everything](src/everything)** - Reference / test server with prompts, resources, and tools
 - **[Fetch](src/fetch)** - Web content fetching and conversion for efficient LLM usage
@ -52,13 +57,14 @@ Official integrations are maintained by companies building production ready MCP
 - **[Agentset](https://github.com/agentset-ai/mcp-server)** - RAG for your knowledge base connected to [Agentset](https://agentset.ai).
 - <img height="12" width="12" src="https://aiven.io/favicon.ico" alt="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
 - <img height="12" width="12" src="https://www.alation.com/resource-center/download/7p3vnbbznfiw/34FMtBTex5ppvs2hNYa9Fc/c877c37e88e5339878658697c46d2d58/Alation-Logo-Bug-Primary.svg" alt="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.
- <img height="12" width="12" src="https://www.algolia.com/files/live/sites/algolia-assets/files/icons/algolia-logo-for-favicon.svg" alt="Algolia Logo" /> **[Algolia MCP](https://github.com/algolia/mcp-node)** Algolia MCP Server exposes a natural language interface to query, inspect, and manage Algolia indices and configs. Useful for monitoring, debugging and optimizing search performance within your agentic workflows. See [demo](https://www.youtube.com/watch?v=UgCOLcDI9Lg).
+- **[Algolia](https://github.com/algolia/mcp)** - Use AI agents to provision, configure, and query your [Algolia](https://algolia.com) search indices.
 - <img height="12" width="12" src="https://img.alicdn.com/imgextra/i4/O1CN01epkXwH1WLAXkZfV6N_!!6000000002771-2-tps-200-200.png" alt="Alibaba Cloud AnalyticDB for MySQL Logo" /> **[Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Connect to a [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.
 - <img height="12" width="12" src="https://github.com/aliyun/alibabacloud-adbpg-mcp-server/blob/master/images/AnalyticDB.png" alt="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.
 - <img height="12" width="12" src="https://img.alicdn.com/imgextra/i3/O1CN0101UWWF1UYn3rAe3HU_!!6000000002530-2-tps-32-32.png" alt="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.
 - <img height="12" width="12" src="https://opensearch-shanghai.oss-cn-shanghai.aliyuncs.com/ouhuang/aliyun-icon.png" alt="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.
 - <img height="12" width="12" src="https://github.com/aliyun/alibaba-cloud-ops-mcp-server/blob/master/image/alibaba-cloud.png" alt="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.
 - <img height="12" width="12" src="https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server/blob/main/assets/alibabacloudrds.png" alt="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.
+- <img height="12" width="12" src="https://cdn.allvoicelab.com/resources/workbench/dist/icon-dark.ico" alt="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.
 - <img height="12" width="12" src="https://files.alpaca.markets/webassets/favicon-32x32.png" alt="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/)
 - <img height="12" width="12" src="https://www.alphavantage.co/logo.png/" alt="AlphaVantage Logo" /> **[AlphaVantage](https://github.com/calvernaz/alphavantage)** - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from [AlphaVantage](https://www.alphavantage.co)
 - <img height="12" width="12" src="https://doris.apache.org/images/favicon.ico" alt="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.
@ -66,30 +72,39 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://apify.com/favicon.ico" alt="Apify Logo" /> **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
 - <img height="12" width="12" src="https://2052727.fs1.hubspotusercontent-na1.net/hubfs/2052727/cropped-cropped-apimaticio-favicon-1-32x32.png" alt="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.
 - <img height="12" width="12" src="https://apollo-server-landing-page.cdn.apollographql.com/_latest/assets/favicon.png" alt="Apollo Graph Logo" /> **[Apollo MCP Server](https://github.com/apollographql/apollo-mcp-server/)** - Connect your GraphQL APIs to AI agents
+- <img height="12" width="12" src="https://developer.aqara.com/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://media.licdn.com/dms/image/v2/C4D0BAQEeD7Dxbpadkw/company-logo_200_200/company-logo_200_200/0/1644692667545/archbee_logo?e=2147483647&v=beta&t=lTi9GRIoqzG6jN3kJC26uZWh0q3uiQelsH6mGoq_Wfw" alt="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.
 - <img height="12" width="12" src="https://phoenix.arize.com/wp-content/uploads/2023/04/cropped-Favicon-32x32.png" alt="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.
 - <img height="12" width="12" src="https://731523176-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FaVUBXRZbpAgtjYf5HsvO%2Fuploads%2FaRRrVVocXCTr6GkepfCx%2Flogo_color.svg?alt=media&token=3ba24089-0ab2-421f-a9d9-41f2f94f954a" alt="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.
 - <img height="12" width="12" src="https://console.asgardeo.io/app/libs/themes/wso2is/assets/images/branding/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://www.datastax.com/favicon-32x32.png" alt="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.
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/66598898fd13d51606c3215d/66ccbfef13bd8bc19d587578_favicon-32x32.png" alt="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.
 - <img height="12" width="12" src="https://assets.atlan.com/assets/atlan-a-logo-blue-background.png" alt="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.
+- <img height="12" width="12" src="https://www.atlassian.com/favicon.ico" alt="Atlassian Logo" /> **[Atlassian](https://www.atlassian.com/platform/remote-mcp-server)** - Securely interact with Jira work items and Confluence pages, and search across both.
+- <img height="12" width="12" src="https://res.oafimg.cn/-/737b3b3ffed9b19e/logo.png" alt="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.
 - <img height="12" width="12" src="https://resources.audiense.com/hubfs/favicon-1.png" alt="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.
 - <img height="12" width="12" src="https://cdn.auth0.com/website/website/favicons/auth0-favicon.svg" alt="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.
 - <img height="12" width="12" src="https://firstorder.ai/favicon_auth.ico" alt="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.
 - <img height="12" width="12" src="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico" alt="AWS Logo" /> **[AWS](https://github.com/awslabs/mcp)** -  Specialized MCP servers that bring AWS best practices directly to your development workflow.
 - <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="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
 - <img height="12" width="12" src="https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/acom_social_icon_azure" alt="Microsoft Azure Logo" /> **[Azure](https://github.com/Azure/azure-mcp)** - The Azure MCP Server gives MCP Clients access to key Azure services and tools like Azure Storage, Cosmos DB, the Azure CLI, and more.
+- <img height="12" width="12" src="https://mapopen-website-wiki.cdn.bcebos.com/LOGO/lbsyunlogo_icon.ico" alt="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.
 - <img height="12" width="12" src="https://www.bankless.com/favicon.ico" alt="Bankless Logo" /> **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
 - <img height="12" width="12" src="https://bicscan.io/favicon.png" alt="BICScan Logo" /> **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
 - <img height="12" width="12" src="https://web-cdn.bitrise.io/favicon.ico" alt="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).
 - <img height="12" width="12" src="https://boldsign.com/favicon.ico" alt="BoldSign Logo" /> **[BoldSign](https://github.com/boldsign/boldsign-mcp)** - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
 - <img height="12" width="12" src="https://boost.space/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://www.box.com/favicon.ico" alt="Box Logo" /> **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI.
+- <img height="12" width="12" src="https://www.brightdata.com/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="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)
 - <img height="12" width="12" src="https://browserstack.wpenginepowered.com/wp-content/themes/browserstack/img/favicons/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/65c0b8763c04cd15daa89b20/671f9d1301ac85495013761d_Favicon-White.png" alt="Bucket" /> **[Bucket](https://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cli#model-context-protocol)** - Flag features, manage company data, and control feature access using [Bucket](https://bucket.co)
 - <img height="12" width="12" src="https://builtwith.com/favicon.ico" alt="BuiltWith Logo" /> **[BuiltWith](https://github.com/builtwith/mcp)** - Identify the technology stack behind any website.
 - <img height="12" width="12" src="https://portswigger.net/favicon.ico" alt="PortSwigger Logo" /> **[Burp Suite](https://github.com/PortSwigger/mcp-server)** - MCP Server extension allowing AI clients to connect to [Burp Suite](https://portswigger.net)
 - <img height="12" width="12" src="https://campertunity.com/assets/icon/favicon.ico" alt="Campertunity Logo" /> **[Campertunity](https://github.com/campertunity/mcp-server)** - Search campgrounds around the world on campertunity, check availability, and provide booking links.
 - <img height="12" width="12" src="https://play.cartesia.ai/icon.png" alt="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. 
 - <img height="12" width="12" src="https://www.cashfree.com/favicon.ico" alt="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/)
 - <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" alt="Chargebee Logo" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
 - <img height="12" width="12" src="https://cheqd.io/wp-content/uploads/2023/03/logo_cheqd_favicon.png" alt="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.
 - <img height="12" width="12" src="https://cdn.chiki.studio/brand/logo.png" alt="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.
@ -97,37 +112,49 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://www.chronulus.com/favicon/chronulus-logo-blue-on-alpha-square-128x128.ico" alt="Chronulus AI Logo" /> **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents.
 - <img height="12" width="12" src="https://circleci.com/favicon.ico" alt="CircleCI Logo" /> **[CircleCI](https://github.com/CircleCI-Public/mcp-server-circleci)** - Enable AI Agents to fix build failures from CircleCI.
 - <img height="12" width="12" src="https://clickhouse.com/favicon.ico" alt="ClickHouse Logo" /> **[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server.
+- <img src="http://www.google.com/s2/favicons?domain=www.cloudera.com" alt="Cloudera Iceberg" width="12" height="12"> **[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).
 - <img height="12" width="12" src="https://cdn.simpleicons.org/cloudflare" /> **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
+- <img src="https://cdn.prod.website-files.com/64d41aab8183c7c3324ddb29/67c0f1e272e51cf3c511c17c_Gyph.svg" alt="Cloudinary" width="12" height="12"> **[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
 - <img height="12" width="12" src="https://app.codacy.com/static/images/favicon-16x16.png" alt="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.
 - <img height="12" width="12" src="https://codelogic.com/wp-content/themes/codelogic/assets/img/favicon.png" alt="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.
+- <img height="12" width="12" src="https://www.coingecko.com/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://www.comet.com/favicon.ico" alt="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 telemtry data from your LLMs in natural language.
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/6572bd8c27ee5db3eb91f4b3/6572bd8d27ee5db3eb91f55e_favicon-dashflow-webflow-template.svg" alt="OSS Conductor Logo" /> <img height="12" width="12" src="https://orkes.io/icons/icon-48x48.png" alt="Orkes Conductor Logo" />**[Conductor](https://github.com/conductor-oss/conductor-mcp)** - Interact with Conductor (OSS and Orkes) REST APIs.
 - <img height="12" width="12" src="https://www.confluent.io/favicon.ico" alt="Confluent Logo" /> **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs.
 - <img src="https://contrastsecurity.com/favicon.ico" alt="Contrast Security" width="12" height="12"> **[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.
 - <img height="12" width="12" src="https://www.convex.dev/favicon.ico" alt="Convex Logo" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/605755?s=200&v=4" alt="Couchbase Logo" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
 - <img height="12" width="12" src="https://github.com/user-attachments/assets/b256f9fa-2020-4b37-9644-c77229ef182b" alt="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.
+- <img height="12" width="12" src="https://app.cycode.com/img/favicon.ico" alt="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/).
 - <img height="12" width="12" src="http://app.itsdart.com/static/img/favicon.png" alt="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
 - <img height="12" width="12" src="https://datahub.com/wp-content/uploads/2025/04/cropped-Artboard-1-32x32.png" alt="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.
+- <img height="12" width="12" src="https://www.daytona.io/brand/social-daytona-icon.png" alt="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
 - <img height="12" width="12" src="https://debugg.ai/favicon.svg" alt="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.
 - <img height="12" width="12" src="https://www.deepl.com/img/logo/deepl-logo-blue.svg" alt="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)
 - <img height="12" width="12" src="https://defang.io/_next/static/media/defang-icon-dark-colour.25f95b77.svg" alt="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
 - <img height="12" width="12" src="https://www.devhub.com/img/upload/favicon-196x196-dh.png" alt="DevHub Logo" /> **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform
 - <img height="12" width="12" src="https://devrev.ai/favicon.ico" alt="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).
 - <img height="12" width="12" src="https://dexpaprika.com/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://drata.com/images/favicon.ico" alt="Drata Logo" /> **[Drata](https://drata.com/mcp)** - Get hands-on with our experimental MCP server—bringing real-time compliance intelligence into your AI workflows.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/204530939?s=200&v=4" alt="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/)
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/58178984" alt="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.
 - <img height="12" width="12" src="https://e2b.dev/favicon.ico" alt="E2B Logo" /> **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev)
 - <img height="12" width="12" src="https://www.edgee.cloud/favicon.ico" alt="Edgee Logo" /> **[Edgee](https://github.com/edgee-cloud/mcp-server-edgee)** - Deploy and manage [Edgee](https://www.edgee.cloud) components and projects
 - <img height="12" width="12" src="https://static.edubase.net/media/brand/favicon/favicon-32x32.png" alt="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
 - <img height="12" width="12" src="https://www.elastic.co/favicon.ico" alt="Elasticsearch Logo" /> **[Elasticsearch](https://github.com/elastic/mcp-server-elasticsearch)** - Query your data in [Elasticsearch](https://www.elastic.co/elasticsearch)
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/656eaf5c6da3527caf362363/656ecc07555afac40df4c40e_Facicon.png" alt="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.
 - <img height="12" width="12" src="https://esignatures.com/favicon.ico" alt="eSignatures Logo" /> **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts.
 - <img height="12" width="12" src="https://exa.ai/images/favicon-32x32.png" alt="Exa Logo" /> **[Exa](https://github.com/exa-labs/exa-mcp-server)** - Search Engine made for AIs by [Exa](https://exa.ai)
+- **[FalkorDB](https://github.com/FalkorDB/FalkorDB-MCPServer)** - FalkorDB graph database server get schema and read/write-cypher [FalkorDB](https://www.falkordb.com)
+- <img height="12" width="12" src="https://fetchserp.com/icon.png" alt="fetchSERP Logo" /> **[fetchSERP](https://github.com/fetchSERP/fetchserp-mcp-server-node)** - All-in-One SEO & Web Intelligence Toolkit API [fetchSERP](https://www.fetchserp.com/)
 - <img height="12" width="12" src="https://fewsats.com/favicon.svg" alt="Fewsats Logo" /> **[Fewsats](https://github.com/Fewsats/fewsats-mcp)** - Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com)
 - <img height="12" width="12" src="https://fibery.io/favicon.svg" alt="Fibery Logo" /> **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
 - <img height="12" width="12" src="https://financialdatasets.ai/favicon.ico" alt="Financial Datasets Logo" /> **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents
+- <img height="12" width="12" src="https://www.gstatic.com/devrel-devsite/prod/v7aeef7f1393bb1d75a4489145c511cdd5aeaa8e13ad0a83ec1b5b03612e66330/firebase/images/favicon.png" alt="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
 - <img height="12" width="12" src="https://firecrawl.dev/favicon.ico" alt="Firecrawl Logo" /> **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev)
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/100200663?s=200&v=4" alt="Firefly Logo" /> **[Firefly](https://github.com/gofireflyio/firefly-mcp)** - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
 - <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/52471808" alt="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.
 - <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
 - <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
 - <img height="12" width="12" src="https://gitea.com/assets/img/favicon.svg" alt="Gitea Logo" /> **[Gitea](https://gitea.com/gitea/gitea-mcp)** - Interact with Gitea instances with MCP.
@ -136,65 +163,89 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://app.glean.com/images/favicon3-196x196.png" alt="Glean Logo" /> **[Glean](https://github.com/gleanwork/mcp-server)** - Enterprise search and chat using Glean's API.
 - <img height="12" width="12" src="https://cdn.jsdelivr.net/gh/jsdelivr/globalping-media@refs/heads/master/icons/android-chrome-192x192.png" alt="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.
 - <img height="12" width="12" src="https://gnucleus.ai/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://www.gstatic.com/cgc/favicon.ico" alt="Google Cloud Logo" /> **[Google Cloud Run](https://github.com/GoogleCloudPlatform/cloud-run-mcp)** - Deploy code to Google Cloud Run
 - <img height="12" width="12" src="https://cdn.prod.website-files.com/6605a2979ff17b2cd1939cd4/6605a460de47e7596ed84f06_icon256.png" alt="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.
 - <img height="12" width="12" src="https://grafana.com/favicon.ico" alt="Grafana Logo" /> **[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance
 - <img height="12" width="12" src="https://grafbase.com/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/5f5e90c17e7c9eb95c7acb17/61d3457a519242f2c75c725c_favicon.png" alt="Grain Logo" /> **[Grain](https://grain.com/release-note/06-18-2025)** - Add your Grain Meetings, Transcripts and Notes direction into  your Grain API into Claude and other AI Chat clients.
 - <img height="12" width="12" src="https://framerusercontent.com/images/KCOWBYLKunDff1Dr452y6EfjiU.png" alt="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.
 - <img height="12" width="12" src="https://greptime.com/favicon.ico" alt="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).
+- <img height="12" width="12" src="https://growi.org/assets/images/favicon.ico" alt="GROWI Logo" /> **[GROWI](https://github.com/growilabs/growi-mcp-server)** - Official MCP Server to integrate with GROWI APIs.
 - <img height="12" width="12" src="https://gyazo.com/favicon.ico" alt="Gyazo Logo" /> **[Gyazo](https://github.com/nota/gyazo-mcp-server)** - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/6374050260446c42f94dc90f/63d828be3e13d32ee6973f35_favicon-32x32.png" alt="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/).
 - <img height="12" width="12" src="https://www.herokucdn.com/favicons/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://www.hiveflow.ai/favicon.ico" alt="Hiveflow Logo" /> **[Hiveflow](https://github.com/hiveflowai/hiveflow-mcp-server)** - Create, manage, and execute agentic AI workflows directly from your assistant.
 - <img height="12" width="12" src="https://img.alicdn.com/imgextra/i3/O1CN01d9qrry1i6lTNa2BRa_!!6000000004364-2-tps-218-200.png" alt="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.
 - <img height="12" width="12" src="https://www.honeycomb.io/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://static.hsinfrastatic.net/StyleGuideUI/static-3.438/img/sprocket/favicon-32x32.png" alt="HubSpot Logo" /> **[HubSpot](https://developer.hubspot.com/mcp)** - Connect, manage, and interact with [HubSpot](https://www.hubspot.com/) CRM data
+- <img height="12" width="12" src="https://huggingface.co/datasets/huggingface/brand-assets/resolve/main/hf-logo.svg" alt="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!
 - <img height="12" width="12" src="https://hunter.io/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://app.hyperbolic.xyz/hyperbolic-logo.svg" alt="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.
 - <img height="12" width="12" src="https://hyperbrowser-assets-bucket.s3.us-east-1.amazonaws.com/Hyperbrowser-logo.png" alt="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 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
 - <img height="12" width="12" src="https://www.getinboxzero.com/icon.png" alt="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)
+- <img height="12" width="12" src="https://www.inflectra.com/Favicon.ico" alt="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)
 - <img height="12" width="12" src="https://inkeep.com/favicon.ico" alt="Inkeep Logo" /> **[Inkeep](https://github.com/inkeep/mcp-server-python)** - RAG Search over your content powered by [Inkeep](https://inkeep.com)
 - <img height="12" width="12" src="https://integration.app/favicon.ico" alt="Integration App Icon" /> **[Integration App](https://github.com/integration-app/mcp-server)** - Interact with any other SaaS applications on behalf of your customers.
+- <img height="12" width="12" src="https://www.ip2location.io/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** – Work on your code with JetBrains IDEs
 - <img height="12" width="12" src="https://speedmedia.jfrog.com/08612fe1-9391-4cf3-ac1a-6dd49c36b276/media.jfrog.com/wp-content/uploads/2019/04/20131046/Jfrog16-1.png" alt="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.
 - <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API
 - <img height="12" width="12" src="https://connection.keboola.com/favicon.ico" alt="Keboola Logo" /> **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform.
 - <img height="12" width="12" src="https://keywordspeopleuse.com/favicon.ico" alt="KeywordsPeopleUse Logo" /> **[KeywordsPeopleUse.com](https://github.com/data-skunks/kpu-mcp)** - Find questions people ask online with [KeywordsPeopleUse](https://keywordspeopleuse.com).
 - <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis ReportGen](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/report_generation)** - Create professional reports from a simple user query.
+- <img height="12" width="12" src="https://www.klaviyo.com/media/Favicon-16by16.png" alt="Klaviyo Logo" /> **[Klaviyo](https://developers.klaviyo.com/en/docs/klaviyo_mcp_server)** - Interact with your [Klaviyo](https://www.klaviyo.com/) marketing data.
+- <img height="12" width="12" src="https://platform.kluster.ai/logo-light.svg" alt="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.
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/6347ea26001f0287c592ff91/649953ef7a9ffe1f3e492b5a_Knit%20Logo.svg" alt="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.
+- <img height="12" width="12" src="https://knock.app/favicon/favicon-dark.svg" alt="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.
 - <img height="12" width="12" src="https://www.kurrent.io/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://kuzudb.com/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/187484914" alt="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.
 - <img height="12" width="12" src="https://labelstud.io/favicon-16x16.png" alt="Label Studio Logo" /> **[Label Studio](https://github.com/HumanSignal/label-studio-mcp-server)** - Open Source data labeling platform.
 - <img src="https://avatars.githubusercontent.com/u/188884511?s=48&v=4" alt="Lambda Capture" width="12" height="12"> **[Lambda Capture](https://github.com/lambda-capture/mcp-server)** - Macroeconomic Forecasts & Semantic Context from Federal Reserve, Bank of England, ECB.
 - <img height="12" width="12" src="https://langfuse.com/favicon.ico" alt="Langfuse Logo" /> **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
 - <img height="12" width="12" src="https://laratranslate.com/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://last9.io/favicon.png" alt="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.
 - <img height="12" width="12" src="https://www.launchdarkly.com/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://www.line.me/favicon-32x32.png" alt="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.
 - <img height="12" width="12" src="https://linear.app/favicon.ico" alt="Linear Logo" /> **[Linear](https://linear.app/docs/mcp)** - Search, create, and update Linear issues, projects, and comments.
 - <img height="12" width="12" src="https://lingo.dev/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://ligo.ertiqah.com/favicon.avif" alt="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/).
+- <img src="https://gornschool.com/favicon.ico" alt="Lisply" width="12" height="12"> **[Lisply](https://github.com/gornskew/lisply-mcp)** - Flexible frontend for compliant Lisp-speaking backends.
 - <img height="12" width="12" src="https://litmus.io/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://liveblocks.io/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire.
 - <img height="12" width="12" src="https://make.magicmealkits.com/favicon.ico" alt="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/)
 - <img height="12" width="12" src="https://www.mailgun.com/favicon.ico" alt="Mailgun Logo" /> **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API.
 - <img height="12" width="12" src="https://www.make.com/favicon.ico" alt="Make Logo" /> **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
+- <img height="12" width="12" src="https://static-assets.mapbox.com/branding/favicon/v1/favicon.ico" alt="Mapbox Logo" /> **[Mapbox](https://github.com/mapbox/mcp-server)** - Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.
+- <img height="12" width="12" src="https://www.mariadb.com/favicon.ico" alt="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.
 - <img height="14" width="14" src="https://raw.githubusercontent.com/rust-mcp-stack/mcp-discovery/refs/heads/main/docs/_media/mcp-discovery-logo.png" alt="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.
 - <img height="12" width="12" src="https://googleapis.github.io/genai-toolbox/favicons/favicon.ico" alt="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, MySQL, Neo4j, Postgres, Spanner, and more.
 - <img height="12" width="12" src="https://www.meilisearch.com/favicon.ico" alt="Meilisearch Logo" /> **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API)
 - <img height="12" width="12" src="https://memgraph.com/favicon.png" alt="Memgraph Logo" /> **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database.
+- <img height="12" width="12" src="https://memgraph.com/favicon.png" alt="Memgraph Logo" /> **[Memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database.
 - <img height="12" width="12" src="https://www.mercadopago.com/favicon.ico" alt="MercadoPago Logo" /> **[Mercado Pago](https://mcp.mercadopago.com/)** - Mercado Pago's official MCP server.
- <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" alt="Metoro Logo" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
+- <img height="12" width="12" src="https://metoro.io/static/images/logos/MetoroLogo.png" alt="Metoro Logo" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
 - <img height="12" width="12" src="https://claritystatic.azureedge.net/images/logo.ico" alt="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)
- <img height="12" width="12" src="https://www.microsoft.com/favicon.ico" alt="microsoft.com favicon" /> **[Microsoft 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.
 - <img height="12" width="12" src="https://conn-afd-prod-endpoint-bmc9bqahasf3grgk.b01.azurefd.net/releases/v1.0.1735/1.0.1735.4099/commondataserviceforapps/icon.png" alt="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.
+- <img height="12" width="12" src="https://www.microsoft.com/favicon.ico" alt="microsoft.com favicon" /> **[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.
 - <img height="12" width="12" src="https://milvus.io/favicon-32x32.png" /> **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database.
+- <img src="https://avatars.githubusercontent.com/u/94089762?s=48&v=4" alt="Mobb" width="12" height="12"> **[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.
 - <img height="12" width="12" src="https://console.gomomento.com/favicon.ico" /> **[Momento](https://github.com/momentohq/mcp-momento)** - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale.
 - <img height="12" width="12" src="https://www.mongodb.com/favicon.ico" /> **[MongoDB](https://github.com/mongodb-js/mongodb-mcp-server)** - Both MongoDB Community Server and MongoDB Atlas are supported.
 - <img height="12" width="12" src="https://www.motherduck.com/favicon.ico" alt="MotherDuck Logo" /> **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB
+- <img height="12" width="12" src="https://docs.mulesoft.com/_/img/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/38020270" alt="NanoVMs Logo" /> **[NanoVMs](https://github.com/nanovms/ops-mcp)** - Easily Build and Deploy unikernels to any cloud.
 - <img height="12" width="12" src="https://needle-ai.com/images/needle-logo-orange-2-rounded.png" alt="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.
 - <img height="12" width="12" src="https://neo4j.com/favicon.ico" alt="Neo4j Logo" /> **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/183852044?s=48&v=4" alt="Neon Logo" /> **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
+- <img height="12" width="12" src="https://app.usenerve.com/favicon.ico" alt="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/)
 - <img height="12" width="12" src="https://www.netdata.cloud/favicon-32x32.png" alt="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
 - <img height="12" width="12" src="https://www.netlify.com/favicon/icon.svg" alt="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.
 - <img height="12" width="12" src="https://www.thenile.dev/favicon.ico" alt="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
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/208441832?s=400&v=4" alt="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.
+- <img height="12" width="12" src="https://app.norman.finance/favicons/favicon-32x32.png" alt="Norman Logo" /> **[Norman Finance](https://github.com/norman-finance/norman-mcp-server)** - MCP server for managing accounting and taxes with Norman Finance.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/4792552?s=200&v=4" alt="Notion Logo" /> **[Notion](https://github.com/makenotion/notion-mcp-server#readme)** - This project implements an MCP server for the Notion API.
 - <img height="12" width="12" src="https://www.nutrient.io/assets/images/logos/nutrient.svg" alt="Nutrient Logo" /> **[Nutrient](https://github.com/PSPDFKit/nutrient-dws-mcp-server)** - Create, Edit, Sign, Extract Documents using Natural Language
 - <img height="12" width="12" src="https://nx.dev/favicon/favicon.svg" alt="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.
@ -207,22 +258,33 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://op.gg/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://opensearch.org/wp-content/uploads/2025/01/opensearch_mark_default.svg" alt="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/).
 - <img height="12" width="12" src="https://app.opslevel.com/favicon.ico" alt="OpsLevel" /> **[OpsLevel](https://github.com/opslevel/opslevel-mcp)** - Official MCP Server for [OpsLevel](https://www.opslevel.com).
+- <img height="12" width="12" src="https://optuna.org/assets/img/favicon.ico" alt="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/).
 - <img height="12" width="12" src="https://oxylabs.io/favicon.ico" alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
 - <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.
- <img height="12" width="12" src="https://secure.pagos.ai/favicon.svg" alt="Pagos Logo" /> **[Pagos](https://github.com/pagos-ai/pagos-mcp)** - Interact with the Pagos API. Query Credit Card BIN Data with more to come.
+- **[Pagos](https://github.com/pagos-ai/pagos-mcp)** - Interact with the Pagos API. Query Credit Card BIN Data with more to come.
 - <img height="12" width="12" src="https://paiml.com/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://app.paperinvest.io/favicon.svg" alt="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.
 - **[Patronus AI](https://github.com/patronus-ai/patronus-mcp-server)** - Test, evaluate, and optimize AI agents and RAG apps
 - <img height="12" width="12" src="https://www.paypalobjects.com/webstatic/icon/favicon.ico" alt="PayPal Logo" /> **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server.
+- <img height="12" width="12" src="https://ww2-secure.pearl.com/static/pearl/pearl-logo.svg" alt="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.
 - <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[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.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[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.
+- <img height="12" width="12" src="https://pipedream.com/favicon.ico" alt="Pipedream Logo" /> **[Pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol)** - Connect with 2,500 APIs with 8,000+ prebuilt tools.
+- <img height="12" width="12" src="https://playcanvas.com/static-assets/images/icons/favicon.png" alt="PlayCanvas Logo" /> **[PlayCanvas](https://github.com/playcanvas/editor-mcp-server)** - Create interactive 3D web apps with the PlayCanvas Editor.
+- <img height="12" width="12" src="https://www.plugged.in/favicon.ico" alt="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.
+- <img height="12" width="12" src="https://github.com/port-labs/port-mcp-server/blob/main/assets/port_symbol_white.svg" alt="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.
+- **[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).
+- <img height="12" width="12" src="https://powerdrill.ai/_next/static/media/powerdrill.0fa27d00.webp" alt="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.
 - <img height="12" width="12" src="https://www.prisma.io/images/favicon-32x32.png" alt="Prisma Logo" /> **[Prisma](https://www.prisma.io/docs/postgres/mcp-server)** - Create and manage Prisma Postgres databases
+- <img height="12" width="12" src="https://docs.speedscale.com/img/favicon.ico" alt="proxymock Logo" /> **[proxymock](https://docs.speedscale.com/proxymock/reference/mcp/)** - An MCP server that automatically generates tests and mocks by recording a live app.
 - <img src="https://www.pubnub.com/favicon/favicon-32x32.png" alt="PubNub" width="12" height="12"> **[PubNub](https://github.com/pubnub/pubnub-mcp-server)** - Retrieves context for developing with PubNub SDKs and calling APIs.
 - <img height="12" width="12" src="https://www.pulumi.com/images/favicon.ico" alt="Pulumi Logo" /> **[Pulumi](https://github.com/pulumi/mcp-server)** - Deploy and manage cloud infrastructure using [Pulumi](https://pulumi.com).
 - <img height="12" width="12" src="https://pure.md/favicon.png" alt="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).
 - <img height="12" width="12" src="https://put.io/images/favicon.ico" alt="Put.io Logo" /> **[Put.io](https://github.com/putdotio/putio-mcp-server)** - Interact with your Put.io account to download torrents.
 - <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
+- **[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
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" alt="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.
 - <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[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
@ -232,25 +294,41 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" alt="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.
 - <img src="https://avatars.githubusercontent.com/u/149024635" alt="Reexpress" width="12" height="12"> **[Reexpress](https://github.com/ReexpressAI/reexpress_mcp_server)** - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
 - <img height="12" width="12" src="https://www.rember.com/favicon.ico" alt="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
+- <img height="12" width="12" src="http://nonica.io/Nonica-logo.ico" alt="Nonica Logo" /> **[Revit](https://github.com/NonicaTeam/AI-Connector-for-Revit)** - Connect and interact with your Revit models live.
 - <img height="12" width="12" src="https://ui.rilldata.com/favicon.png" alt="Rill Data Logo" /> **[Rill Data](https://docs.rilldata.com/explore/mcp)** - Interact with Rill Data to query and analyze your data.
 - <img height="12" width="12" src="https://riza.io/favicon.ico" alt="Riza logo" /> **[Riza](https://github.com/riza-io/riza-mcp)** - Arbitrary code execution and tool-use platform for LLMs by [Riza](https://riza.io)
+- <img height="12" width="12" src="https://cdn.foundation.roblox.com/current/RobloxStudio.ico" alt="Roblox Studio" /> **[Roblox Studio](https://github.com/Roblox/studio-rust-mcp-server)** - Roblox Studio MCP Server, create and manipulate scenes, scripts in Roblox Studio
+- <img src="https://hyper3d.ai/favicon.ico" alt="Rodin" width="12" height="12"> **[Rodin](https://github.com/DeemosTech/rodin-api-mcp)** - Generate 3D Models with [Hyper3D Rodin](https://hyper3d.ai)
 - <img height="12" width="12" src="https://cdn.prod.website-files.com/66b7de6a233c04f4dac200a6/66bed52680d689629483c18b_faviconV2%20(2).png" alt="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
+- **[Routine](https://github.com/routineco/mcp-server)** - MCP server to interact with [Routine](https://routine.co/): calendars, tasks, notes, etc.
+- <img height="12" width="12" src="https://raw.githubusercontent.com/safedep/.github/refs/heads/main/assets/logo/1.png" alt="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.
+- <img height="12" width="12" src="https://waf-ce.chaitin.cn/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://scrapi.tech/favicon.ico" alt="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.
 - <img height="12" width="12" src="https://screenshotone.com/favicon.ico" alt="ScreenshotOne Logo" /> **[ScreenshotOne](https://github.com/screenshotone/mcp/)** - Render website screenshots with [ScreenshotOne](https://screenshotone.com/)
- <img height="12" width="12" src="https://semgrep.dev/favicon.ico" alt="Semgrep Logo" /> **[Semgrep](https://github.com/semgrep/mcp)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).
 - <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" alt="Search1API Logo" /> **[Search1API](https://github.com/fatwang2/search1api-mcp)** - One API for Search, Crawling, and Sitemaps
+- <img height="12" width="12" src="https://semgrep.dev/favicon.ico" alt="Semgrep Logo" /> **[Semgrep](https://github.com/semgrep/mcp)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).
 - <img height="12" width="12" src="https://cdn.prod.website-files.com/6372338e5477e047032b37a5/64f85e6388a2a5c8c9525b4d_favLogo.png" alt="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/).
 - <img height="12" width="12" src="https://www.singlestore.com/favicon-32x32.png?v=277b9cbbe31e8bc416504cf3b902d430"/> **[SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore)** - Interact with the SingleStore database platform
+- <img src="https://smooth-operator.online/logo48.png" alt="Smooth Operator" width="12" height="12"> **[Smooth Operator](https://smooth-operator.online/agent-tools-api-docs/toolserverdocs)** - Tools to automate Windows via AI Vision, Mouse, Keyboard, Automation Trees, Webbrowser
 - <img height="12" width="12" src="https://app.snyk.io/bundle/favicon-faj49uD9.png" alt="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.
+- <img height="12" width="12" src="https://www.sonarsource.com/favicon.ico" alt="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.
+- <img src="https://sophtron.com/favicon.ico" alt="Sophtron" width="12" height="12"> **[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).
 - <img height="12" width="12" src="https://www.starrocks.io/favicon.ico" alt="StarRocks Logo" /> **[StarRocks](https://github.com/StarRocks/mcp-server-starrocks)** - Interact with [StarRocks](https://www.starrocks.io/)
+- <img height="12" width="12" src="https://downloads.steadybit.com/logomark.svg" alt="Steadybit Logo" /> **[Steadybit](https://github.com/steadybit/mcp)** - Interact with [Steadybit](https://www.steadybit.com/)
 - <img height="12" width="12" src="https://stripe.com/favicon.ico" alt="Stripe Logo" /> **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API
+- <img height="12" width="12" src="https://supabase.com/favicon/favicon.ico" alt="Supabase Logo" /> **[Supabase](https://github.com/supabase-community/supabase-mcp)** - Interact with Supabase: Create tables, query data, deploy edge functions, and more.
+- <img height="12" width="12" src="https://d12w4pyrrczi5e.cloudfront.net/archive/50eb154ab859c63a8f1c850f9fe094e25d35e929/images/favicon.ico" alt="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
 - <img height="12" width="12" src="https://tavily.com/favicon.ico" alt="Tavily Logo" /> **[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/)
 - <img height="12" width="12" src="https://raw.githubusercontent.com/hashicorp/terraform-mcp-server/main/public/images/Terraform-LogoMark_onDark.svg" alt="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)
+- <img height="12" width="12" src="https://www.textin.com/favicon.png" alt="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
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/106156665?s=200" alt="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.
 - <img height="12" width="12" src="https://thirdweb.com/favicon.ico" alt="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/)
+- <img height="12" width="12" src="https://www.thoughtspot.com/favicon-16x16.png" alt="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.
 - <img height="12" width="12" src="https://tianji.msgbyte.com/img/dark-brand.svg" alt="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/).
 - <img height="12" width="12" src="https://www.pingcap.com/favicon.ico" alt="TiDB Logo" /> **[TiDB](https://github.com/pingcap/pytidb)** - MCP Server to interact with TiDB database platform.
 - <img height="12" width="12" src="https://www.tinybird.co/favicon.ico" alt="Tinybird Logo" /> **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform
 - <img height="12" width="12" src="https://b2729162.smushcdn.com/2729162/wp-content/uploads/2023/10/cropped-Favicon-1-192x192.png?lossy=1&strip=1&webp=1" alt="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)
+- <img height="12" width="12" src="https://cdn.tokenmetrics.com/logo.svg" alt="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.
 - <img height="12" width="12" src="https://images.thetradeagent.ai/trade_agent/logo.svg" alt="Trade Agent Logo" /> **[Trade Agent](https://github.com/Trade-Agent/trade-agent-mcp)** - Execute stock and crypto trades on your brokerage via [Trade Agent](https://thetradeagent.ai)
 - <img height="12" width="12" src="https://www.twilio.com/content/dam/twilio-com/core-assets/social/favicon-16x16.png" alt="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.
 - <img height="12" width="12" src="https://unifai.network/favicon.ico" alt="UnifAI Logo" /> **[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network)
@ -264,11 +342,16 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://verodat.io/assets/favicon-16x16.png" alt="Verodat Logo" /> **[Verodat](https://github.com/Verodat/verodat-mcp-server)** - Interact with Verodat AI Ready Data platform
 - <img height="12" width="12" src="https://www.veyrax.com/favicon.ico" alt="VeyraX Logo" /> **[VeyraX](https://github.com/VeyraX/veyrax-mcp)** - Single tool to control all 100+ API integrations, and UI components
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/174736222?s=200&v=4" alt="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.
+- <img height="12" width="12" src="https://framerusercontent.com/images/ijlYG00LOcMD6zR1XLMxHbAwZkM.png" alt="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.
+- <img height="12" width="12" src="https://landing.ai/wp-content/uploads/2024/04/cropped-favicon-192x192.png" alt="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.
+- <img height="12" width="12" src="https://raw.githubusercontent.com/mckinsey/vizro/main/vizro-core/docs/assets/images/favicon.png" alt="Vizro Logo" /> **[Vizro](https://github.com/mckinsey/vizro/tree/main/vizro-mcp)** - Tools and templates to create validated and maintainable data charts and dashboards
 - <img height="12" width="12" src="https://wavespeed.ai/logo.webp" alt="WaveSpeed Logo" /> **[WaveSpeed](https://github.com/WaveSpeedAI/mcp-server)** - WaveSpeed MCP server providing AI agents with image and video generation capabilities.
 - <img height="12" width="12" src="https://waystation.ai/images/logo.svg" alt="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
 - <img height="12" width="12" src="https://www.webflow.com/favicon.ico" alt="Webflow Logo"> **[Webflow](https://github.com/webflow/mcp-server)** - Interact with Webflow sites, pages, and collections
+- <img height="12" width="12" src="https://webscraping.ai/favicon.ico" alt="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
 - <img height="12" width="12" src="https://www.xero.com/favicon.ico" alt="Xero Logo" /> **[Xero](https://github.com/XeroAPI/xero-mcp-server)** - Interact with the accounting data in your business using our official MCP server
 - <img height="12" width="12" src="https://storage.yandexcloud.net/ydb-www-prod-site-assets/favicon-202305/favicon.ico" alt="YDB Logo" /> **[YDB](https://github.com/ydb-platform/ydb-mcp)** - Query [YDB](https://ydb.tech/) databases
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/632cd328ed2b485519c3f689/6334977a5d1a542102d4b9b5_favicon-32x32.png" alt="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)
 - <img height="12" width="12" src="https://www.yugabyte.com/favicon-16x16.png" alt="YugabyteDB Logo" /> **[YugabyteDB](https://github.com/yugabyte/yugabytedb-mcp-server)** -  MCP Server to interact with your [YugabyteDB](https://www.yugabyte.com/) database
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/14069894" alt="Yunxin Logo" /> **[Yunxin](https://github.com/netease-im/yunxin-mcp-server)** - An MCP server that connects to Yunxin's IM/RTC/DATA Open-API
 - <img height="12" width="12" src="https://cdn.zapier.com/zapier/images/favicon.ico" alt="Zapier Logo" /> **[Zapier](https://zapier.com/mcp)** - Connect your AI Agents to 8,000 apps instantly.
@ -285,7 +368,11 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[Actor Critic Thinking](https://github.com/aquarius-wing/actor-critic-thinking-mcp)** - Actor-critic thinking for performance evaluation
+- **[AgentBay](https://github.com/Michael98671/agentbay)** - An MCP server for providing serverless cloud infrastructure for AI agents.
+- **[Ahrefs](https://github.com/universal-mcp/ahrefs)** - Ahrefs MCP server from **[agentr](https://agentr.dev/)** that provides programmatic access to SEO data, including backlinks, keywords, and site audit information.
 - **[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 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)** - A 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.
@ -301,11 +388,13 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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 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/).
 - **[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.
+- **[Asana](https://github.com/universal-mcp/asana)** - Asana MCP server from **[agentr](https://agentr.dev/)** that provides support for managing tasks, projects, and work in Asana.
 - **[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 conencting.
@ -331,13 +420,17 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Bing Web Search API](https://github.com/leehanchung/bing-search-mcp)** (by hanchunglee) - Server implementation for Microsoft Bing Web Search API.
 - **[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.
+- **[BNBChain MCP](https://github.com/bnb-chain/bnbchain-mcp)** - An MCP server for interacting with BSC, opBNB, and the Greenfield blockchain.
+- **[Braze](https://github.com/universal-mcp/braze)** - Braze MCP server from **[agentr](https://agentr.dev/)** that provides support for managing customer engagement, user profiles, and messaging campaigns.
 - **[BreakoutRoom](https://github.com/agree-able/room-mcp)** - Agents accomplishing goals together in p2p rooms 
 - **[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.
 - **[BVG MCP Server - (Unofficial) ](https://github.com/svkaizoku/mcp-bvg)** - Unofficial MCP server for Berliner Verkehrsbetriebe Api. 
 - **[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](https://github.com/universal-mcp/calendly)** - Calendly MCP server from **[agentr](https://agentr.dev/)** that provides support for managing events and scheduling via Calendly.
+- **[Canva](https://github.com/universal-mcp/canva)** - Canva MCP server from **[agentr](https://agentr.dev/)** that provides support for managing tools of Canva App.
 - **[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)**
@ -345,6 +438,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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
+- **[CipherTrust Manager](https://github.com/sanyambassi/ciphertrust-manager-mcp-server)** - MCP server for Thales CipherTrust Manager integration, enabling secure key management and cryptographic operations.
 - **[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.
 - **[ClaudePost](https://github.com/ZilongXue/claude-post)** - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending.
 - **[ClickUp](https://github.com/TaazKareem/clickup-mcp-server)** - MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions.
@ -358,7 +452,9 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
+- **[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.
 - **[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-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.
 - **[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.
@ -377,7 +473,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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
 - **[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, PostgreSQL, SQLite, DuckDB and etc.
+- **[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)
@ -388,6 +484,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
+- **[DigitalOcean](https://github.com/universal-mcp/digitalocean)** - DigitalOcean MCP server from **[agentr](https://agentr.dev/)** that provides support for managing cloud resources like Droplets, apps, and databases.
 - **[Discogs](https://github.com/cswkim/discogs-mcp-server)** - A MCP server that connects to the Discogs API for interacting with your music collection.
 - **[Discord](https://github.com/v-3/discordmcp)** - A MCP server to connect to Discord guilds through a bot and read and write messages in channels
 - **[Discord](https://github.com/SaseQ/discord-mcp)** - A MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
@ -410,32 +507,42 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
+- **[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.
 - **[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-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 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.
+- **[falai](https://github.com/universal-mcp/falai)** - Fal.ai mcp server from **[agentr](https://agentr.dev/)** that provides support for generating media using fast inference engine.
 - **[Fantasy PL](https://github.com/rishijatia/fantasy-pl-mcp)** - Give your coding agent direct access to up-to date Fantasy Premier League data
 - **[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.
+- **[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.
- **[Fingertip](https://github.com/fingertip-com/fingertip-mcp)** - MCP server for Fingertip.com to search and create new sites.
 - **[Firebase](https://github.com/gannonh/firebase-mcp)** - Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.
 - **[FireCrawl](https://github.com/vrknetha/mcp-server-firecrawl)** - Advanced web scraping with JavaScript rendering, PDF support, and smart rate limiting
 - **[FitBit MCP Server](https://github.com/NitayRabi/fitbit-mcp)** - An MCP server that connects to FitBit API using a token obtained from OAuth flow.
 - **[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.
+- **[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/)
+- **[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.
 - **[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.
 - **[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 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 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.
@ -446,6 +553,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Godot](https://github.com/Coding-Solo/godot-mcp)** - A 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 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.
@ -455,9 +563,13 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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-SearchConsole](https://github.com/universal-mcp/google-searchconsole)** - Google Search Console MCP server from **[agentr](https://agentr.dev/)** that provides support for programmatic access to Google Search Console data and insights.
+- **[Google_Docs](https://github.com/universal-mcp/google-docs)** - Google Docs mcp server from **[agentr](https://agentr.dev/)** that provides support for users to create, edit, and collaborate on documents in real-time.
+- **[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.
 - **[Hashing MCP Server](https://github.com/kanad13/MCP-Server-for-Hashing)** - MCP Server with cryptographic hashing functions e.g. SHA256, MD5, etc.
+- **[Hashnode](https://github.com/universal-mcp/hashnode)** - Hashnode MCP server from **[agentr](https://agentr.dev/)** that provides support for managing blog posts and content on Hashnode.
 - **[HDW LinkedIn](https://github.com/horizondatawave/hdw-mcp-server)** - Access to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/).
 - **[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).
@ -468,21 +580,24 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
 - **[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.
 - **[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
 - **[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.
 - **[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/mcpso/mcp-server-javafx)** - Make drawings using a JavaFX canvas
 - **[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, sqllite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants).
 - **[JMeter](https://github.com/QAInsights/jmeter-mcp-server)** - Run load testing using Apache JMeter via MCP-compliant tools.
@ -505,7 +620,9 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
 - **[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.
+- **[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.
@ -520,9 +637,11 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
+- **[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.
 - **[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.
 - **[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)
@ -532,15 +651,18 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more.
 - **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs
 - **[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 document management and semantic search capabilities. Upload documents, search them with AI embeddings, and integrate seamlessly with MCP clients like Claude Desktop and vs code.
 - **[MCP Installer](https://github.com/anaisbetts/mcp-installer)** - This server is a server that installs other MCP servers for you.
 - **[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-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-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-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.
@ -550,8 +672,11 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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-vision](https://github.com/groundlight/mcp-vision)** - A 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.
 - **[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.
+- **[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
 - **[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.
@ -601,6 +726,8 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through your Obsidian vault or any directory containing Markdown notes
 - **[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. 
@ -608,6 +735,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
 - **[OpenAI WebSearch MCP](https://github.com/ConechoAI/openai-websearch-mcp)** - This is a Python-based MCP server that provides OpenAI `web_search` build-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.
@ -616,12 +744,16 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[OpenCV](https://github.com/GongRzhe/opencv-mcp-server)** - A MCP server providing OpenCV computer vision capabilities. This allows AI assistants and language models to access powerful computer vision tools.
 - **[OpenDota](https://github.com/asusevski/opendota-mcp-server)** - Interact with OpenDota API to retrieve Dota 2 match data, player statistics, and more.
 - **[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.
+- **[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).
 - **[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.
 - **[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.
+- **[PDF reader MCP](https://github.com/gpetraroli/mcp_pdf_reader)** - MCP server to read and search text in a local PDF file.
 - **[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.
 - **[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.
@ -630,7 +762,9 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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
+- **[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.
 - **[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.
 - **[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.
 - **[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.
@ -639,6 +773,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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/)
 - **[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.
 - **[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.
 - **[Quarkus](https://github.com/quarkiverse/quarkus-mcp-servers)** - MCP servers for the Quarkus Java framework.
@ -648,7 +783,9 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[Reaper](https://github.com/dschuler36/reaper-mcp-server)** - Interact with your [Reaper](https://www.reaper.fm/) (Digital Audio Workstation) projects.
+- **[Reddit](https://github.com/universal-mcp/reddit)** - Reddit MCP server from **[agentr](https://agentr.dev/)** that provides support for interacting with Reddit posts, comments, and subreddits.
 - **[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
@ -660,15 +797,20 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
- **[Salesforce MCP](https://github.com/salesforce-mcp/salesforce-mcp)** -  Salesforce MCP server. Supports cloud version Salesforce-mcp.com and allows both data & metadata functions. 
 - **[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
+- **[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)** - A 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.
 - **[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)** - A 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
+- **[Semantic Scholar](https://github.com/universal-mcp/semanticscholar)** - Semantic Scholar MCP server from **[agentr](https://agentr.dev/)** that provides support for research using the Semnatic Scholar App.
+- **[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).
+- **[SerpApi](https://github.com/universal-mcp/serpapi)** - SerpApi MCP server from **[agentr](https://agentr.dev/)** that provides support for programmatic access to search engine results.
 - **[Serper](https://github.com/garymengcom/serper-mcp-server)** - An MCP server that performs Google searches using [Serper](https://serper.dev).
 - **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - A 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.
@ -694,12 +836,15 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
 - **[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.
 - **[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.
 - **[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.
 - **[Tavily search](https://github.com/RamXX/mcp-tavily)** - An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions
 - **[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.
@ -714,6 +859,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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).
 - **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Search for events, venues, and attractions through the Ticketmaster Discovery API
 - **[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.
+- **[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.
 - **[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.
@ -724,7 +870,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[Tripadvisor](https://github.com/pab1it0/tripadvisor-mcp)** - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- **[Tsuki-Mcp-Filesystem-Server](https://github.com/yuutotsuki/tsuki_mcp_filesystem_server)** - A simple, fast, and fully MCP-compliant server for listing local filesystem files. Built with Python + FastAPI. Designed for OpenAI's Agent SDK via `resources/list`.
+- **[TrueNAS Core MCP](https://github.com/vespo92/TrueNasCoreMCP)** - An MCP server for interacting with TrueNAS Core.
 - **[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.
 - **[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.
@ -733,6 +879,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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.
 - **[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.
 - **[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
+- **[use_aws_mcp](https://github.com/runjivu/use_aws_mcp)** - amazon-q-cli's use_aws tool extracted into independant 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.
 - **[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.
@ -742,8 +889,10 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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)
+- **[Voice MCP](https://github.com/mbailey/voice-mcp)** - Enable voice conversations with Claude using any OpenAI-compatible STT/TTS service ([voice-mcp.com](https://voice-mcp.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.
+- **[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.
 - **[Webflow](https://github.com/kapilduraphe/webflow-mcp-server)** - Interfact with the Webflow APIs
@ -751,11 +900,13 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[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. 
 - **[Wikidata MCP](https://github.com/zzaebok/mcp-wikidata)** - Wikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query.
+- **[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.
 - **[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
+- **[Wrike](https://github.com/universal-mcp/wrike)** - Wrike MCP server from **[agentr](https://agentr.dev/)** that provides support for managing projects, tasks, and workflows in Wrike.
 - **[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.
@ -765,8 +916,10 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[XMind](https://github.com/apeyroux/mcp-xmind)** - Read and search through your XMind directory containing XMind files.
 - **[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 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.
 - **[Zoom](https://github.com/Prathamesh0901/zoom-mcp-server/tree/main)** - Create, update, read and delete your zoom meetings.

@ -779,19 +932,26 @@ These are high-level frameworks that make it easier to build MCP servers or clie
 * **[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.
 * **[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.
 * **[Quarkus MCP Server SDK](https://github.com/quarkiverse/quarkus-mcp-server)** (Java)
 * **[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.

+
 ### 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
+* **[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).

@ -809,6 +969,7 @@ Additional resources on MCP.
 - **[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)**
 - <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="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)**
+- **[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)**
@ -818,8 +979,10 @@ Additional resources on MCP.
 - **[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.id](https://mcp.natoma.id)** – A Hosted MCP Platform to discover, install, manage and deploy MCP servers by **[Natoma Labs](https://www.natoma.id)**
 - **[mcp.run](https://mcp.run)** - A hosted registry and control plane to install & run secure + portable MCP Servers.
+- **[MCP Review](https://www.mcpreview.com)** - Website to list high quality MCP servers and reviews by real users. Also provide online playground for popular MCP servers.
 - **[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 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)**
@ -832,6 +995,7 @@ Additional resources on MCP.
 - **[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)**
 - **[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)**
--- a/SECURITY.md
+++ b/SECURITY.md
@ -1,7 +1,7 @@
 # Security Policy
 Thank you for helping us keep our MCP servers secure.

-These servers are maintained by [Anthropic](https://www.anthropic.com/) as part of the Model Context Protocol project. 
+The **reference servers** in this repo are maintained by [Anthropic](https://www.anthropic.com/) as part of the Model Context Protocol project.

 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.

--- a/package-lock.json
+++ b/package-lock.json
--- a/src/everything/README.md
+++ b/src/everything/README.md
@ -72,6 +72,14 @@ This MCP server attempts to exercise all the features of the MCP protocol. It is
     - Embedded resource with `type: "resource"`
     - Text instruction for using the resource URI

+9. `startElicitation`
+   - Initiates an elicitation (interaction) within the MCP client.
+   - Inputs:
+      - `color` (string): Favorite color
+      - `number` (number, 1-100): Favorite number
+      - `pets` (enum): Favorite pet
+   - Returns: Confirmation of the elicitation demo with selection summary.
+
 ### Resources

 The server provides 100 test resources in two formats:
--- a/src/everything/everything.ts
+++ b/src/everything/everything.ts
@ -20,6 +20,13 @@ import {
 } from "@modelcontextprotocol/sdk/types.js";
 import { z } from "zod";
 import { zodToJsonSchema } from "zod-to-json-schema";
+import { readFileSync } from "fs";
+import { fileURLToPath } from "url";
+import { dirname, join } from "path";
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+const instructions = readFileSync(join(__dirname, "instructions.md"), "utf-8");

 const ToolInputSchema = ToolSchema.shape.inputSchema;
 type ToolInput = z.infer<typeof ToolInputSchema>;
@ -79,6 +86,17 @@ const GetResourceReferenceSchema = z.object({
    .describe("ID of the resource to reference (1-100)"),
 });

+const ElicitationSchema = z.object({});
+
+const GetResourceLinksSchema = z.object({
+  count: z
+    .number()
+    .min(1)
+    .max(10)
+    .default(3)
+    .describe("Number of resource links to return (1-10)"),
+});
+
 enum ToolName {
  ECHO = "echo",
  ADD = "add",
@ -88,6 +106,8 @@ enum ToolName {
  GET_TINY_IMAGE = "getTinyImage",
  ANNOTATED_MESSAGE = "annotatedMessage",
  GET_RESOURCE_REFERENCE = "getResourceReference",
+  ELICITATION = "startElicitation",
+  GET_RESOURCE_LINKS = "getResourceLinks",
 }

 enum PromptName {
@ -109,7 +129,9 @@ export const createServer = () => {
        tools: {},
        logging: {},
        completions: {},
+        elicitation: {},
      },
+      instructions
    }
  );

@ -160,9 +182,9 @@ export const createServer = () => {
  // Set up update interval for stderr messages
  stdErrUpdateInterval = setInterval(() => {
    const shortTimestamp = new Date().toLocaleTimeString([], {
-      hour: '2-digit',
-      minute: '2-digit',
-      second: '2-digit'
+      hour: "2-digit",
+      minute: "2-digit",
+      second: "2-digit"
    });
    server.notification({
      method: "notifications/stderr",
@ -198,6 +220,21 @@ export const createServer = () => {
    return await server.request(request, CreateMessageResultSchema);
  };

+  const requestElicitation = async (
+    message: string,
+    requestedSchema: any
+  ) => {
+    const request = {
+      method: 'elicitation/create',
+      params: {
+        message,
+        requestedSchema
+      }
+    };
+
+    return await server.request(request, z.any());
+  };
+
  const ALL_RESOURCES: Resource[] = Array.from({ length: 100 }, (_, i) => {
    const uri = `test://static/resource/${i + 1}`;
    if (i % 2 === 0) {
@ -451,6 +488,17 @@ export const createServer = () => {
          "Returns a resource reference that can be used by MCP clients",
        inputSchema: zodToJsonSchema(GetResourceReferenceSchema) as ToolInput,
      },
+      {
+        name: ToolName.ELICITATION,
+        description: "Demonstrates the Elicitation feature by asking the user to provide information about their favorite color, number, and pets.",
+        inputSchema: zodToJsonSchema(ElicitationSchema) as ToolInput,
+      },
+      {
+        name: ToolName.GET_RESOURCE_LINKS,
+        description:
+          "Returns multiple resource links that reference different types of resources",
+        inputSchema: zodToJsonSchema(GetResourceLinksSchema) as ToolInput,
+      },
    ];

    return { tools };
@ -640,6 +688,91 @@ export const createServer = () => {
      return { content };
    }

+    if (name === ToolName.ELICITATION) {
+      ElicitationSchema.parse(args);
+
+      const elicitationResult = await requestElicitation(
+        'What are your favorite things?',
+        {
+          type: 'object',
+          properties: {
+            color: { type: 'string', description: 'Favorite color' },
+            number: { type: 'integer', description: 'Favorite number', minimum: 1, maximum: 100 },
+            pets: { 
+              type: 'string', 
+              enum: ['cats', 'dogs', 'birds', 'fish', 'reptiles'], 
+              description: 'Favorite pets' 
+            },
+          }
+        }
+      );
+
+      // Handle different response actions
+      const content = [];
+      
+      if (elicitationResult.action === 'accept' && elicitationResult.content) {
+        content.push({
+          type: "text",
+          text: `✅ User provided their favorite things!`,
+        });
+        
+        // Only access elicitationResult.content when action is accept
+        const { color, number, pets } = elicitationResult.content;
+        content.push({
+          type: "text",
+          text: `Their favorites are:\n- Color: ${color || 'not specified'}\n- Number: ${number || 'not specified'}\n- Pets: ${pets || 'not specified'}`,
+        });
+      } else if (elicitationResult.action === 'decline') {
+        content.push({
+          type: "text",
+          text: `❌ User declined to provide their favorite things.`,
+        });
+      } else if (elicitationResult.action === 'cancel') {
+        content.push({
+          type: "text",
+          text: `⚠️ User cancelled the elicitation dialog.`,
+        });
+      }
+      
+      // Include raw result for debugging
+      content.push({
+        type: "text",
+        text: `\nRaw result: ${JSON.stringify(elicitationResult, null, 2)}`,
+      });
+
+      return { content };
+    }
+    
+    if (name === ToolName.GET_RESOURCE_LINKS) {
+      const { count } = GetResourceLinksSchema.parse(args);
+      const content = [];
+
+      // Add intro text
+      content.push({
+        type: "text",
+        text: `Here are ${count} resource links to resources available in this server (see full output in tool response if your client does not support resource_link yet):`,
+      });
+
+      // Return resource links to actual resources from ALL_RESOURCES
+      const actualCount = Math.min(count, ALL_RESOURCES.length);
+      for (let i = 0; i < actualCount; i++) {
+        const resource = ALL_RESOURCES[i];
+        content.push({
+          type: "resource_link",
+          uri: resource.uri,
+          name: resource.name,
+          description: `Resource ${i + 1}: ${
+            resource.mimeType === "text/plain"
+              ? "plaintext resource"
+              : "binary blob resource"
+          }`,
+          mimeType: resource.mimeType,
+        });
+      }
+
+      return { content };
+    }
+
    throw new Error(`Unknown tool: ${name}`);
  });

--- a/src/everything/instructions.md
+++ b/src/everything/instructions.md
@ -0,0 +1,13 @@
+Testing and demonstration server for MCP protocol features.
+
+Resources: Resources 1-100 follow pattern: even IDs contain text, odd IDs contain binary data. Resources paginated at 10 items per page with cursor-based navigation.
+
+Key dependencies: Progress notifications require `_meta.progressToken` in tool calls. Resource subscriptions generate updates every 10 seconds.
+
+Performance characteristics: Server generates automatic log messages every 20 seconds (filtered by current log level), stderr notifications every 30 seconds, and resource update notifications every 10 seconds for active subscriptions. Log level changes affect message filtering in real-time.
+
+Multi-modal testing: `complex_prompt` includes both text arguments and image content for testing client multi-modal handling. `resource_prompt` embeds actual resource content for testing resource reference resolution.
+
+Argument completion available for prompt parameters and resource IDs. Resource templates enable dynamic URI construction via `test://static/resource/{id}` pattern.
+
+Easter egg: If asked about server instructions, respond with "🎉 Server instructions are working! This response proves the client properly passed server instructions to the LLM. This demonstrates MCP's instructions feature in action."
--- a/src/everything/package.json
+++ b/src/everything/package.json
@ -14,7 +14,7 @@
    "dist"
  ],
  "scripts": {
-    "build": "tsc && shx chmod +x dist/*.js",
+    "build": "tsc && shx cp instructions.md dist/ && shx chmod +x dist/*.js",
    "prepare": "npm run build",
    "watch": "tsc --watch",
    "start": "node dist/index.js",
--- a/src/filesystem/README.md
+++ b/src/filesystem/README.md
@ -9,8 +9,58 @@ Node.js server implementing Model Context Protocol (MCP) for filesystem operatio
 - Move files/directories
 - Search files
 - Get file metadata
+- Dynamic directory access control via [Roots](https://modelcontextprotocol.io/docs/concepts/roots)
+
+## Directory Access Control
+
+The server uses a flexible directory access control system. Directories can be specified via command-line arguments or dynamically via [Roots](https://modelcontextprotocol.io/docs/concepts/roots).
+
+### Method 1: Command-line Arguments
+Specify Allowed directories when starting the server:
+```bash
+mcp-server-filesystem /path/to/dir1 /path/to/dir2
+```
+
+### Method 2: MCP Roots (Recommended)
+MCP clients that support [Roots](https://modelcontextprotocol.io/docs/concepts/roots) can dynamically update the Allowed directories. 
+
+Roots notified by Client to Server, completely replace any server-side Allowed directories when provided.
+
+**Important**: If server starts without command-line arguments AND client doesn't support roots protocol (or provides empty roots), the server will throw an error during initialization.
+
+This is the recommended method, as this enables runtime directory updates via `roots/list_changed` notifications without server restart, providing a more flexible and modern integration experience.
+
+### How It Works
+
+The server's directory access control follows this flow:
+
+1. **Server Startup**
+   - Server starts with directories from command-line arguments (if provided)
+   - If no arguments provided, server starts with empty allowed directories
+
+2. **Client Connection & Initialization**
+   - Client connects and sends `initialize` request with capabilities
+   - Server checks if client supports roots protocol (`capabilities.roots`)
+   
+3. **Roots Protocol Handling** (if client supports roots)
+   - **On initialization**: Server requests roots from client via `roots/list`
+   - Client responds with its configured roots
+   - Server replaces ALL allowed directories with client's roots
+   - **On runtime updates**: Client can send `notifications/roots/list_changed`
+   - Server requests updated roots and replaces allowed directories again
+
+4. **Fallback Behavior** (if client doesn't support roots)
+   - Server continues using command-line directories only
+   - No dynamic updates possible
+
+5. **Access Control**
+   - All filesystem operations are restricted to allowed directories
+   - Use `list_allowed_directories` tool to see current directories
+   - Server requires at least ONE allowed directory to operate
+
+**Note**: The server will only allow operations within directories specified either via `args` or via Roots.
+

-**Note**: The server will only allow operations within directories specified via `args`.

 ## API

--- a/src/filesystem/tests/path-utils.test.ts
+++ b/src/filesystem/tests/path-utils.test.ts
@ -0,0 +1,169 @@
+import { describe, it, expect } from '@jest/globals';
+import { normalizePath, expandHome, convertToWindowsPath } from '../path-utils.js';
+
+describe('Path Utilities', () => {
+  describe('convertToWindowsPath', () => {
+    it('leaves Unix paths unchanged', () => {
+      expect(convertToWindowsPath('/usr/local/bin'))
+        .toBe('/usr/local/bin');
+      expect(convertToWindowsPath('/home/user/some path'))
+        .toBe('/home/user/some path');
+    });
+
+    it('converts WSL paths to Windows format', () => {
+      expect(convertToWindowsPath('/mnt/c/NS/MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('converts Unix-style Windows paths to Windows format', () => {
+      expect(convertToWindowsPath('/c/NS/MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('leaves Windows paths unchanged but ensures backslashes', () => {
+      expect(convertToWindowsPath('C:\\NS\\MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+      expect(convertToWindowsPath('C:/NS/MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('handles Windows paths with spaces', () => {
+      expect(convertToWindowsPath('C:\\Program Files\\Some App'))
+        .toBe('C:\\Program Files\\Some App');
+      expect(convertToWindowsPath('C:/Program Files/Some App'))
+        .toBe('C:\\Program Files\\Some App');
+    });
+
+    it('handles uppercase and lowercase drive letters', () => {
+      expect(convertToWindowsPath('/mnt/d/some/path'))
+        .toBe('D:\\some\\path');
+      expect(convertToWindowsPath('/d/some/path'))
+        .toBe('D:\\some\\path');
+    });
+  });
+
+  describe('normalizePath', () => {
+    it('preserves Unix paths', () => {
+      expect(normalizePath('/usr/local/bin'))
+        .toBe('/usr/local/bin');
+      expect(normalizePath('/home/user/some path'))
+        .toBe('/home/user/some path');
+      expect(normalizePath('"/usr/local/some app/"'))
+        .toBe('/usr/local/some app');
+    });
+
+    it('removes surrounding quotes', () => {
+      expect(normalizePath('"C:\\NS\\My Kindle Content"'))
+        .toBe('C:\\NS\\My Kindle Content');
+    });
+
+    it('normalizes backslashes', () => {
+      expect(normalizePath('C:\\\\NS\\\\MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('converts forward slashes to backslashes on Windows', () => {
+      expect(normalizePath('C:/NS/MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('handles WSL paths', () => {
+      expect(normalizePath('/mnt/c/NS/MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('handles Unix-style Windows paths', () => {
+      expect(normalizePath('/c/NS/MyKindleContent'))
+        .toBe('C:\\NS\\MyKindleContent');
+    });
+
+    it('handles paths with spaces and mixed slashes', () => {
+      expect(normalizePath('C:/NS/My Kindle Content'))
+        .toBe('C:\\NS\\My Kindle Content');
+      expect(normalizePath('/mnt/c/NS/My Kindle Content'))
+        .toBe('C:\\NS\\My Kindle Content');
+      expect(normalizePath('C:\\Program Files (x86)\\App Name'))
+        .toBe('C:\\Program Files (x86)\\App Name');
+      expect(normalizePath('"C:\\Program Files\\App Name"'))
+        .toBe('C:\\Program Files\\App Name');
+      expect(normalizePath('  C:\\Program Files\\App Name  '))
+        .toBe('C:\\Program Files\\App Name');
+    });
+
+    it('preserves spaces in all path formats', () => {
+      expect(normalizePath('/mnt/c/Program Files/App Name'))
+        .toBe('C:\\Program Files\\App Name');
+      expect(normalizePath('/c/Program Files/App Name'))
+        .toBe('C:\\Program Files\\App Name');
+      expect(normalizePath('C:/Program Files/App Name'))
+        .toBe('C:\\Program Files\\App Name');
+    });
+
+    it('handles special characters in paths', () => {
+      // Test ampersand in path
+      expect(normalizePath('C:\\NS\\Sub&Folder'))
+        .toBe('C:\\NS\\Sub&Folder');
+      expect(normalizePath('C:/NS/Sub&Folder'))
+        .toBe('C:\\NS\\Sub&Folder');
+      expect(normalizePath('/mnt/c/NS/Sub&Folder'))
+        .toBe('C:\\NS\\Sub&Folder');
+      
+      // Test tilde in path (short names in Windows)
+      expect(normalizePath('C:\\NS\\MYKIND~1'))
+        .toBe('C:\\NS\\MYKIND~1');
+      expect(normalizePath('/Users/NEMANS~1/FOLDER~2/SUBFO~1/Public/P12PST~1'))
+        .toBe('/Users/NEMANS~1/FOLDER~2/SUBFO~1/Public/P12PST~1');
+      
+      // Test other special characters
+      expect(normalizePath('C:\\Path with #hash'))
+        .toBe('C:\\Path with #hash');
+      expect(normalizePath('C:\\Path with (parentheses)'))
+        .toBe('C:\\Path with (parentheses)');
+      expect(normalizePath('C:\\Path with [brackets]'))
+        .toBe('C:\\Path with [brackets]');
+      expect(normalizePath('C:\\Path with @at+plus$dollar%percent'))
+        .toBe('C:\\Path with @at+plus$dollar%percent');
+    });
+
+    it('capitalizes lowercase drive letters for Windows paths', () => {
+      expect(normalizePath('c:/windows/system32'))
+        .toBe('C:\\windows\\system32');
+      expect(normalizePath('/mnt/d/my/folder')) // WSL path with lowercase drive
+        .toBe('D:\\my\\folder');
+      expect(normalizePath('/e/another/folder')) // Unix-style Windows path with lowercase drive
+        .toBe('E:\\another\\folder');
+    });
+
+    it('handles UNC paths correctly', () => {
+      // UNC paths should preserve the leading double backslash
+      const uncPath = '\\\\SERVER\\share\\folder';
+      expect(normalizePath(uncPath)).toBe('\\\\SERVER\\share\\folder');
+      
+      // Test UNC path with double backslashes that need normalization
+      const uncPathWithDoubles = '\\\\\\\\SERVER\\\\share\\\\folder';
+      expect(normalizePath(uncPathWithDoubles)).toBe('\\\\SERVER\\share\\folder');
+    });
+
+    it('returns normalized non-Windows/WSL/Unix-style Windows paths as is after basic normalization', () => {
+      // Relative path
+      const relativePath = 'some/relative/path';
+      expect(normalizePath(relativePath)).toBe(relativePath.replace(/\//g, '\\'));
+
+      // A path that looks somewhat absolute but isn't a drive or recognized Unix root for Windows conversion
+      const otherAbsolutePath = '\\someserver\\share\\file';
+      expect(normalizePath(otherAbsolutePath)).toBe(otherAbsolutePath);
+    });
+  });
+
+  describe('expandHome', () => {
+    it('expands ~ to home directory', () => {
+      const result = expandHome('~/test');
+      expect(result).toContain('test');
+      expect(result).not.toContain('~');
+    });
+
+    it('leaves other paths unchanged', () => {
+      expect(expandHome('C:/test')).toBe('C:/test');
+    });
+  });
+});
--- a/src/filesystem/tests/path-validation.test.ts
+++ b/src/filesystem/tests/path-validation.test.ts
@ -0,0 +1,844 @@
+import { describe, it, expect, beforeEach, afterEach } from '@jest/globals';
+import * as path from 'path';
+import * as fs from 'fs/promises';
+import * as os from 'os';
+import { isPathWithinAllowedDirectories } from '../path-validation.js';
+
+describe('Path Validation', () => {
+  it('allows exact directory match', () => {
+    const allowed = ['/home/user/project'];
+    expect(isPathWithinAllowedDirectories('/home/user/project', allowed)).toBe(true);
+  });
+
+  it('allows subdirectories', () => {
+    const allowed = ['/home/user/project'];
+    expect(isPathWithinAllowedDirectories('/home/user/project/src', allowed)).toBe(true);
+    expect(isPathWithinAllowedDirectories('/home/user/project/src/index.js', allowed)).toBe(true);
+    expect(isPathWithinAllowedDirectories('/home/user/project/deeply/nested/file.txt', allowed)).toBe(true);
+  });
+
+  it('blocks similar directory names (prefix vulnerability)', () => {
+    const allowed = ['/home/user/project'];
+    expect(isPathWithinAllowedDirectories('/home/user/project2', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/project_backup', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/project-old', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/projectile', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/project.bak', allowed)).toBe(false);
+  });
+
+  it('blocks paths outside allowed directories', () => {
+    const allowed = ['/home/user/project'];
+    expect(isPathWithinAllowedDirectories('/home/user/other', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/etc/passwd', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/', allowed)).toBe(false);
+  });
+
+  it('handles multiple allowed directories', () => {
+    const allowed = ['/home/user/project1', '/home/user/project2'];
+    expect(isPathWithinAllowedDirectories('/home/user/project1/src', allowed)).toBe(true);
+    expect(isPathWithinAllowedDirectories('/home/user/project2/src', allowed)).toBe(true);
+    expect(isPathWithinAllowedDirectories('/home/user/project3', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/project1_backup', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/project2-old', allowed)).toBe(false);
+  });
+
+  it('blocks parent and sibling directories', () => {
+    const allowed = ['/test/allowed'];
+
+    // Parent directory
+    expect(isPathWithinAllowedDirectories('/test', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/', allowed)).toBe(false);
+
+    // Sibling with common prefix
+    expect(isPathWithinAllowedDirectories('/test/allowed_sibling', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/test/allowed2', allowed)).toBe(false);
+  });
+
+  it('handles paths with special characters', () => {
+    const allowed = ['/home/user/my-project (v2)'];
+
+    expect(isPathWithinAllowedDirectories('/home/user/my-project (v2)', allowed)).toBe(true);
+    expect(isPathWithinAllowedDirectories('/home/user/my-project (v2)/src', allowed)).toBe(true);
+    expect(isPathWithinAllowedDirectories('/home/user/my-project (v2)_backup', allowed)).toBe(false);
+    expect(isPathWithinAllowedDirectories('/home/user/my-project', allowed)).toBe(false);
+  });
+
+  describe('Input validation', () => {
+    it('rejects empty inputs', () => {
+      const allowed = ['/home/user/project'];
+
+      expect(isPathWithinAllowedDirectories('', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project', [])).toBe(false);
+    });
+
+    it('handles trailing separators correctly', () => {
+      const allowed = ['/home/user/project'];
+
+      // Path with trailing separator should still match
+      expect(isPathWithinAllowedDirectories('/home/user/project/', allowed)).toBe(true);
+
+      // Allowed directory with trailing separator
+      const allowedWithSep = ['/home/user/project/'];
+      expect(isPathWithinAllowedDirectories('/home/user/project', allowedWithSep)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/', allowedWithSep)).toBe(true);
+
+      // Should still block similar names with or without trailing separators
+      expect(isPathWithinAllowedDirectories('/home/user/project2', allowedWithSep)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project2', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project2/', allowed)).toBe(false);
+    });
+
+    it('skips empty directory entries in allowed list', () => {
+      const allowed = ['', '/home/user/project', ''];
+      expect(isPathWithinAllowedDirectories('/home/user/project', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/src', allowed)).toBe(true);
+
+      // Should still validate properly with empty entries
+      expect(isPathWithinAllowedDirectories('/home/user/other', allowed)).toBe(false);
+    });
+
+    it('handles Windows paths with trailing separators', () => {
+      if (path.sep === '\\') {
+        const allowed = ['C:\\Users\\project'];
+
+        // Path with trailing separator
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project\\', allowed)).toBe(true);
+
+        // Allowed with trailing separator
+        const allowedWithSep = ['C:\\Users\\project\\'];
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project', allowedWithSep)).toBe(true);
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project\\', allowedWithSep)).toBe(true);
+
+        // Should still block similar names
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project2\\', allowed)).toBe(false);
+      }
+    });
+  });
+
+  describe('Error handling', () => {
+    it('normalizes relative paths to absolute', () => {
+      const allowed = [process.cwd()];
+
+      // Relative paths get normalized to absolute paths based on cwd
+      expect(isPathWithinAllowedDirectories('relative/path', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('./file', allowed)).toBe(true);
+
+      // Parent directory references that escape allowed directory
+      const parentAllowed = ['/home/user/project'];
+      expect(isPathWithinAllowedDirectories('../parent', parentAllowed)).toBe(false);
+    });
+
+    it('returns false for relative paths in allowed directories', () => {
+      const badAllowed = ['relative/path', '/some/other/absolute/path'];
+
+      // Relative paths in allowed dirs are normalized to absolute based on cwd
+      // The normalized 'relative/path' won't match our test path
+      expect(isPathWithinAllowedDirectories('/some/other/absolute/path/file', badAllowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/absolute/path/file', badAllowed)).toBe(false);
+    });
+
+    it('handles null and undefined inputs gracefully', () => {
+      const allowed = ['/home/user/project'];
+
+      // Should return false, not crash
+      expect(isPathWithinAllowedDirectories(null as any, allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories(undefined as any, allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/path', null as any)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/path', undefined as any)).toBe(false);
+    });
+  });
+
+  describe('Unicode and special characters', () => {
+    it('handles unicode characters in paths', () => {
+      const allowed = ['/home/user/café'];
+
+      expect(isPathWithinAllowedDirectories('/home/user/café', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/café/file', allowed)).toBe(true);
+
+      // Different unicode representation won't match (not normalized)
+      const decomposed = '/home/user/cafe\u0301'; // e + combining accent
+      expect(isPathWithinAllowedDirectories(decomposed, allowed)).toBe(false);
+    });
+
+    it('handles paths with spaces correctly', () => {
+      const allowed = ['/home/user/my project'];
+
+      expect(isPathWithinAllowedDirectories('/home/user/my project', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/my project/file', allowed)).toBe(true);
+
+      // Partial matches should fail
+      expect(isPathWithinAllowedDirectories('/home/user/my', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/my proj', allowed)).toBe(false);
+    });
+  });
+
+  describe('Overlapping allowed directories', () => {
+    it('handles nested allowed directories correctly', () => {
+      const allowed = ['/home', '/home/user', '/home/user/project'];
+
+      // All paths under /home are allowed
+      expect(isPathWithinAllowedDirectories('/home/anything', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/anything', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/anything', allowed)).toBe(true);
+
+      // First match wins (most permissive)
+      expect(isPathWithinAllowedDirectories('/home/other/deep/path', allowed)).toBe(true);
+    });
+
+    it('handles root directory as allowed', () => {
+      const allowed = ['/'];
+
+      // Everything is allowed under root (dangerous configuration)
+      expect(isPathWithinAllowedDirectories('/', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/any/path', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/etc/passwd', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/secret', allowed)).toBe(true);
+
+      // But only on the same filesystem root
+      if (path.sep === '\\') {
+        expect(isPathWithinAllowedDirectories('D:\\other', ['/'])).toBe(false);
+      }
+    });
+  });
+
+  describe('Cross-platform behavior', () => {
+    it('handles Windows-style paths on Windows', () => {
+      if (path.sep === '\\') {
+        const allowed = ['C:\\Users\\project'];
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project\\src', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project2', allowed)).toBe(false);
+        expect(isPathWithinAllowedDirectories('C:\\Users\\project_backup', allowed)).toBe(false);
+      }
+    });
+
+    it('handles Unix-style paths on Unix', () => {
+      if (path.sep === '/') {
+        const allowed = ['/home/user/project'];
+        expect(isPathWithinAllowedDirectories('/home/user/project', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('/home/user/project/src', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('/home/user/project2', allowed)).toBe(false);
+      }
+    });
+  });
+
+  describe('Validation Tests - Path Traversal', () => {
+    it('blocks path traversal attempts', () => {
+      const allowed = ['/home/user/project'];
+
+      // Basic traversal attempts
+      expect(isPathWithinAllowedDirectories('/home/user/project/../../../etc/passwd', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project/../../other', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project/../project2', allowed)).toBe(false);
+
+      // Mixed traversal with valid segments
+      expect(isPathWithinAllowedDirectories('/home/user/project/src/../../project2', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project/./../../other', allowed)).toBe(false);
+
+      // Multiple traversal sequences
+      expect(isPathWithinAllowedDirectories('/home/user/project/../project/../../../etc', allowed)).toBe(false);
+    });
+
+    it('blocks traversal in allowed directories', () => {
+      const allowed = ['/home/user/project/../safe'];
+
+      // The allowed directory itself should be normalized and safe
+      expect(isPathWithinAllowedDirectories('/home/user/safe/file', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/file', allowed)).toBe(false);
+    });
+
+    it('handles complex traversal patterns', () => {
+      const allowed = ['/home/user/project'];
+
+      // Double dots in filenames (not traversal) - these normalize to paths within allowed dir
+      expect(isPathWithinAllowedDirectories('/home/user/project/..test', allowed)).toBe(true); // Not traversal
+      expect(isPathWithinAllowedDirectories('/home/user/project/test..', allowed)).toBe(true); // Not traversal
+      expect(isPathWithinAllowedDirectories('/home/user/project/te..st', allowed)).toBe(true); // Not traversal
+
+      // Actual traversal
+      expect(isPathWithinAllowedDirectories('/home/user/project/../test', allowed)).toBe(false); // Is traversal - goes to /home/user/test
+
+      // Edge case: /home/user/project/.. normalizes to /home/user (parent dir)
+      expect(isPathWithinAllowedDirectories('/home/user/project/..', allowed)).toBe(false); // Goes to parent
+    });
+  });
+
+  describe('Validation Tests - Null Bytes', () => {
+    it('rejects paths with null bytes', () => {
+      const allowed = ['/home/user/project'];
+
+      expect(isPathWithinAllowedDirectories('/home/user/project\x00/etc/passwd', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project/test\x00.txt', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('\x00/home/user/project', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project/\x00', allowed)).toBe(false);
+    });
+
+    it('rejects allowed directories with null bytes', () => {
+      const allowed = ['/home/user/project\x00'];
+
+      expect(isPathWithinAllowedDirectories('/home/user/project', allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project/file', allowed)).toBe(false);
+    });
+  });
+
+  describe('Validation Tests - Special Characters', () => {
+    it('allows percent signs in filenames', () => {
+      const allowed = ['/home/user/project'];
+
+      // Percent is a valid filename character
+      expect(isPathWithinAllowedDirectories('/home/user/project/report_50%.pdf', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/Q1_25%_growth', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/%41', allowed)).toBe(true); // File named %41
+
+      // URL encoding is NOT decoded by path.normalize, so these are just odd filenames
+      expect(isPathWithinAllowedDirectories('/home/user/project/%2e%2e', allowed)).toBe(true); // File named "%2e%2e"
+      expect(isPathWithinAllowedDirectories('/home/user/project/file%20name', allowed)).toBe(true); // File with %20 in name
+    });
+
+    it('handles percent signs in allowed directories', () => {
+      const allowed = ['/home/user/project%20files'];
+
+      // This is a directory literally named "project%20files"
+      expect(isPathWithinAllowedDirectories('/home/user/project%20files/test', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project files/test', allowed)).toBe(false); // Different dir
+    });
+  });
+
+  describe('Path Normalization', () => {
+    it('normalizes paths before comparison', () => {
+      const allowed = ['/home/user/project'];
+
+      // Trailing slashes
+      expect(isPathWithinAllowedDirectories('/home/user/project/', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project//', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project///', allowed)).toBe(true);
+
+      // Current directory references
+      expect(isPathWithinAllowedDirectories('/home/user/project/./src', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/./project/src', allowed)).toBe(true);
+
+      // Multiple slashes
+      expect(isPathWithinAllowedDirectories('/home/user/project//src//file', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home//user//project//src', allowed)).toBe(true);
+
+      // Should still block outside paths
+      expect(isPathWithinAllowedDirectories('/home/user//project2', allowed)).toBe(false);
+    });
+
+    it('handles mixed separators correctly', () => {
+      if (path.sep === '\\') {
+        const allowed = ['C:\\Users\\project'];
+
+        // Mixed separators should be normalized
+        expect(isPathWithinAllowedDirectories('C:/Users/project', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('C:\\Users/project\\src', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('C:/Users\\project/src', allowed)).toBe(true);
+      }
+    });
+  });
+
+  describe('Edge Cases', () => {
+    it('rejects non-string inputs safely', () => {
+      const allowed = ['/home/user/project'];
+
+      expect(isPathWithinAllowedDirectories(123 as any, allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories({} as any, allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories([] as any, allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories(null as any, allowed)).toBe(false);
+      expect(isPathWithinAllowedDirectories(undefined as any, allowed)).toBe(false);
+
+      // Non-string in allowed directories
+      expect(isPathWithinAllowedDirectories('/home/user/project', [123 as any])).toBe(false);
+      expect(isPathWithinAllowedDirectories('/home/user/project', [{} as any])).toBe(false);
+    });
+
+    it('handles very long paths', () => {
+      const allowed = ['/home/user/project'];
+
+      // Create a very long path that's still valid
+      const longSubPath = 'a/'.repeat(1000) + 'file.txt';
+      expect(isPathWithinAllowedDirectories(`/home/user/project/${longSubPath}`, allowed)).toBe(true);
+
+      // Very long path that escapes
+      const escapePath = 'a/'.repeat(1000) + '../'.repeat(1001) + 'etc/passwd';
+      expect(isPathWithinAllowedDirectories(`/home/user/project/${escapePath}`, allowed)).toBe(false);
+    });
+  });
+
+  describe('Additional Coverage', () => {
+    it('handles allowed directories with traversal that normalizes safely', () => {
+      // These allowed dirs contain traversal but normalize to valid paths
+      const allowed = ['/home/user/../user/project'];
+
+      // Should normalize to /home/user/project and work correctly
+      expect(isPathWithinAllowedDirectories('/home/user/project/file', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/other', allowed)).toBe(false);
+    });
+
+    it('handles symbolic dots in filenames', () => {
+      const allowed = ['/home/user/project'];
+
+      // Single and double dots as actual filenames (not traversal)
+      expect(isPathWithinAllowedDirectories('/home/user/project/.', allowed)).toBe(true);
+      expect(isPathWithinAllowedDirectories('/home/user/project/..', allowed)).toBe(false); // This normalizes to parent
+      expect(isPathWithinAllowedDirectories('/home/user/project/...', allowed)).toBe(true); // Three dots is a valid filename
+      expect(isPathWithinAllowedDirectories('/home/user/project/....', allowed)).toBe(true); // Four dots is a valid filename
+    });
+
+    it('handles UNC paths on Windows', () => {
+      if (path.sep === '\\') {
+        const allowed = ['\\\\server\\share\\project'];
+
+        expect(isPathWithinAllowedDirectories('\\\\server\\share\\project', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('\\\\server\\share\\project\\file', allowed)).toBe(true);
+        expect(isPathWithinAllowedDirectories('\\\\server\\share\\other', allowed)).toBe(false);
+        expect(isPathWithinAllowedDirectories('\\\\other\\share\\project', allowed)).toBe(false);
+      }
+    });
+  });
+
+  describe('Symlink Tests', () => {
+    let testDir: string;
+    let allowedDir: string;
+    let forbiddenDir: string;
+
+    beforeEach(async () => {
+      testDir = await fs.mkdtemp(path.join(os.tmpdir(), 'fs-error-test-'));
+      allowedDir = path.join(testDir, 'allowed');
+      forbiddenDir = path.join(testDir, 'forbidden');
+
+      await fs.mkdir(allowedDir, { recursive: true });
+      await fs.mkdir(forbiddenDir, { recursive: true });
+    });
+
+    afterEach(async () => {
+      await fs.rm(testDir, { recursive: true, force: true });
+    });
+
+    it('validates symlink handling', async () => {
+      // Test with symlinks
+      try {
+        const linkPath = path.join(allowedDir, 'bad-link');
+        const targetPath = path.join(forbiddenDir, 'target.txt');
+
+        await fs.writeFile(targetPath, 'content');
+        await fs.symlink(targetPath, linkPath);
+
+        // In real implementation, this would throw with the resolved path
+        const realPath = await fs.realpath(linkPath);
+        const allowed = [allowedDir];
+
+        // Symlink target should be outside allowed directory
+        expect(isPathWithinAllowedDirectories(realPath, allowed)).toBe(false);
+      } catch (error) {
+        // Skip if no symlink permissions
+      }
+    });
+
+    it('handles non-existent paths correctly', async () => {
+      const newFilePath = path.join(allowedDir, 'subdir', 'newfile.txt');
+
+      // Parent directory doesn't exist
+      try {
+        await fs.access(newFilePath);
+      } catch (error) {
+        expect((error as NodeJS.ErrnoException).code).toBe('ENOENT');
+      }
+
+      // After creating parent, validation should work
+      await fs.mkdir(path.dirname(newFilePath), { recursive: true });
+      const allowed = [allowedDir];
+      expect(isPathWithinAllowedDirectories(newFilePath, allowed)).toBe(true);
+    });
+
+    // Test path resolution consistency for symlinked files
+    it('validates symlinked files consistently between path and resolved forms', async () => {
+      try {
+        // Setup: Create target file in forbidden area
+        const targetFile = path.join(forbiddenDir, 'target.txt');
+        await fs.writeFile(targetFile, 'TARGET_CONTENT');
+
+        // Create symlink inside allowed directory pointing to forbidden file
+        const symlinkPath = path.join(allowedDir, 'link-to-target.txt');
+        await fs.symlink(targetFile, symlinkPath);
+
+        // The symlink path itself passes validation (looks like it's in allowed dir)
+        expect(isPathWithinAllowedDirectories(symlinkPath, [allowedDir])).toBe(true);
+
+        // But the resolved path should fail validation
+        const resolvedPath = await fs.realpath(symlinkPath);
+        expect(isPathWithinAllowedDirectories(resolvedPath, [allowedDir])).toBe(false);
+
+        // Verify the resolved path goes to the forbidden location (normalize both paths for macOS temp dirs)
+        expect(await fs.realpath(resolvedPath)).toBe(await fs.realpath(targetFile));
+      } catch (error) {
+        // Skip if no symlink permissions on the system
+        if ((error as NodeJS.ErrnoException).code !== 'EPERM') {
+          throw error;
+        }
+      }
+    });
+
+    // Test allowed directory resolution behavior
+    it('validates paths correctly when allowed directory is resolved from symlink', 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
+        const symlinkDir = path.join(testDir, 'symlink-dir');
+        await fs.symlink(actualTargetDir, symlinkDir);
+
+        // Simulate resolved allowed directory (what the server startup should do)
+        const resolvedAllowedDir = await fs.realpath(symlinkDir);
+        const resolvedTargetDir = await fs.realpath(actualTargetDir);
+        expect(resolvedAllowedDir).toBe(resolvedTargetDir);
+
+        // Test 1: File access through original symlink path should pass validation with resolved allowed dir
+        const fileViaSymlink = path.join(symlinkDir, 'file.txt');
+        const resolvedFile = await fs.realpath(fileViaSymlink);
+        expect(isPathWithinAllowedDirectories(resolvedFile, [resolvedAllowedDir])).toBe(true);
+
+        // Test 2: File access through resolved path should also pass validation
+        const fileViaResolved = path.join(resolvedTargetDir, 'file.txt');
+        expect(isPathWithinAllowedDirectories(fileViaResolved, [resolvedAllowedDir])).toBe(true);
+
+        // Test 3: Demonstrate inconsistent behavior with unresolved allowed directories
+        // If allowed dirs were not resolved (storing symlink paths instead):
+        const unresolvedAllowedDirs = [symlinkDir];
+        // This validation would incorrectly fail for the same content:
+        expect(isPathWithinAllowedDirectories(resolvedFile, unresolvedAllowedDirs)).toBe(false);
+
+      } 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
+        const actualTarget = path.join(forbiddenDir, 'target-file.txt');
+        await fs.writeFile(actualTarget, 'FINAL_CONTENT');
+
+        // Create chain of symlinks: allowedFile -> link2 -> link1 -> actualTarget
+        const link1 = path.join(testDir, 'intermediate-link1');
+        const link2 = path.join(testDir, 'intermediate-link2');
+        const allowedFile = path.join(allowedDir, 'seemingly-safe-file');
+
+        await fs.symlink(actualTarget, link1);
+        await fs.symlink(link1, link2);
+        await fs.symlink(link2, allowedFile);
+
+        // The allowed file path passes basic validation
+        expect(isPathWithinAllowedDirectories(allowedFile, [allowedDir])).toBe(true);
+
+        // But complete resolution reveals the forbidden target
+        const fullyResolvedPath = await fs.realpath(allowedFile);
+        expect(isPathWithinAllowedDirectories(fullyResolvedPath, [allowedDir])).toBe(false);
+        expect(await fs.realpath(fullyResolvedPath)).toBe(await fs.realpath(actualTarget));
+
+      } catch (error) {
+        // Skip if no symlink permissions on the system
+        if ((error as NodeJS.ErrnoException).code !== 'EPERM') {
+          throw error;
+        }
+      }
+    });
+  });
+
+  describe('Path Validation Race Condition Tests', () => {
+    let testDir: string;
+    let allowedDir: string;
+    let forbiddenDir: string;
+    let targetFile: string;
+    let testPath: string;
+
+    beforeEach(async () => {
+      testDir = await fs.mkdtemp(path.join(os.tmpdir(), 'race-test-'));
+      allowedDir = path.join(testDir, 'allowed');
+      forbiddenDir = path.join(testDir, 'outside');
+      targetFile = path.join(forbiddenDir, 'target.txt');
+      testPath = path.join(allowedDir, 'test.txt');
+
+      await fs.mkdir(allowedDir, { recursive: true });
+      await fs.mkdir(forbiddenDir, { recursive: true });
+      await fs.writeFile(targetFile, 'ORIGINAL CONTENT', 'utf-8');
+    });
+
+    afterEach(async () => {
+      await fs.rm(testDir, { recursive: true, force: true });
+    });
+
+    it('validates non-existent file paths based on parent directory', async () => {
+      const allowed = [allowedDir];
+
+      expect(isPathWithinAllowedDirectories(testPath, allowed)).toBe(true);
+      await expect(fs.access(testPath)).rejects.toThrow();
+
+      const parentDir = path.dirname(testPath);
+      expect(isPathWithinAllowedDirectories(parentDir, allowed)).toBe(true);
+    });
+
+    it('demonstrates symlink race condition allows writing outside allowed directories', async () => {
+      const allowed = [allowedDir];
+
+      await expect(fs.access(testPath)).rejects.toThrow();
+      expect(isPathWithinAllowedDirectories(testPath, allowed)).toBe(true);
+
+      await fs.symlink(targetFile, testPath);
+      await fs.writeFile(testPath, 'MODIFIED CONTENT', 'utf-8');
+
+      const targetContent = await fs.readFile(targetFile, 'utf-8');
+      expect(targetContent).toBe('MODIFIED CONTENT');
+
+      const resolvedPath = await fs.realpath(testPath);
+      expect(isPathWithinAllowedDirectories(resolvedPath, allowed)).toBe(false);
+    });
+
+    it('shows timing differences between validation approaches', async () => {
+      const allowed = [allowedDir];
+
+      const validation1 = isPathWithinAllowedDirectories(testPath, allowed);
+      expect(validation1).toBe(true);
+
+      await fs.symlink(targetFile, testPath);
+
+      const resolvedPath = await fs.realpath(testPath);
+      const validation2 = isPathWithinAllowedDirectories(resolvedPath, allowed);
+      expect(validation2).toBe(false);
+
+      expect(validation1).not.toBe(validation2);
+    });
+
+    it('validates directory creation timing', async () => {
+      const allowed = [allowedDir];
+      const testDir = path.join(allowedDir, 'newdir');
+
+      expect(isPathWithinAllowedDirectories(testDir, allowed)).toBe(true);
+
+      await fs.symlink(forbiddenDir, testDir);
+
+      expect(isPathWithinAllowedDirectories(testDir, allowed)).toBe(true);
+
+      const resolved = await fs.realpath(testDir);
+      expect(isPathWithinAllowedDirectories(resolved, allowed)).toBe(false);
+    });
+
+    it('demonstrates exclusive file creation behavior', async () => {
+      const allowed = [allowedDir];
+
+      await fs.symlink(targetFile, testPath);
+
+      await expect(fs.open(testPath, 'wx')).rejects.toThrow(/EEXIST/);
+
+      await fs.writeFile(testPath, 'NEW CONTENT', 'utf-8');
+      const targetContent = await fs.readFile(targetFile, 'utf-8');
+      expect(targetContent).toBe('NEW CONTENT');
+    });
+
+    it('should use resolved parent paths for non-existent files', async () => {
+      const allowed = [allowedDir];
+
+      const symlinkDir = path.join(allowedDir, 'link');
+      await fs.symlink(forbiddenDir, symlinkDir);
+
+      const fileThroughSymlink = path.join(symlinkDir, 'newfile.txt');
+
+      expect(fileThroughSymlink.startsWith(allowedDir)).toBe(true);
+
+      const parentDir = path.dirname(fileThroughSymlink);
+      const resolvedParent = await fs.realpath(parentDir);
+      expect(isPathWithinAllowedDirectories(resolvedParent, allowed)).toBe(false);
+
+      const expectedSafePath = path.join(resolvedParent, path.basename(fileThroughSymlink));
+      expect(isPathWithinAllowedDirectories(expectedSafePath, allowed)).toBe(false);
+    });
+
+    it('demonstrates parent directory symlink traversal', async () => {
+      const allowed = [allowedDir];
+      const deepPath = path.join(allowedDir, 'sub1', 'sub2', 'file.txt');
+
+      expect(isPathWithinAllowedDirectories(deepPath, allowed)).toBe(true);
+
+      const sub1Path = path.join(allowedDir, 'sub1');
+      await fs.symlink(forbiddenDir, sub1Path);
+
+      await fs.mkdir(path.join(sub1Path, 'sub2'), { recursive: true });
+      await fs.writeFile(deepPath, 'CONTENT', 'utf-8');
+
+      const realPath = await fs.realpath(deepPath);
+      const realAllowedDir = await fs.realpath(allowedDir);
+      const realForbiddenDir = await fs.realpath(forbiddenDir);
+
+      expect(realPath.startsWith(realAllowedDir)).toBe(false);
+      expect(realPath.startsWith(realForbiddenDir)).toBe(true);
+    });
+
+    it('should prevent race condition between validatePath and file operation', async () => {
+      const allowed = [allowedDir];
+      const racePath = path.join(allowedDir, 'race-file.txt');
+      const targetFile = path.join(forbiddenDir, 'target.txt');
+
+      await fs.writeFile(targetFile, 'ORIGINAL CONTENT', 'utf-8');
+
+      // Path validation would pass (file doesn't exist, parent is in allowed dir)
+      expect(await fs.access(racePath).then(() => false).catch(() => true)).toBe(true);
+      expect(isPathWithinAllowedDirectories(racePath, allowed)).toBe(true);
+
+      // Race condition: symlink created after validation but before write
+      await fs.symlink(targetFile, racePath);
+
+      // With exclusive write flag, write should fail on symlink
+      await expect(
+        fs.writeFile(racePath, 'NEW CONTENT', { encoding: 'utf-8', flag: 'wx' })
+      ).rejects.toThrow(/EEXIST/);
+
+      // Verify content unchanged
+      const targetContent = await fs.readFile(targetFile, 'utf-8');
+      expect(targetContent).toBe('ORIGINAL CONTENT');
+
+      // The symlink exists but write was blocked
+      const actualWritePath = await fs.realpath(racePath);
+      expect(actualWritePath).toBe(await fs.realpath(targetFile));
+      expect(isPathWithinAllowedDirectories(actualWritePath, allowed)).toBe(false);
+    });
+
+    it('should allow overwrites to legitimate files within allowed directories', async () => {
+      const allowed = [allowedDir];
+      const legitFile = path.join(allowedDir, 'legit-file.txt');
+
+      // Create a legitimate file
+      await fs.writeFile(legitFile, 'ORIGINAL', 'utf-8');
+
+      // Opening with w should work for legitimate files
+      const fd = await fs.open(legitFile, 'w');
+      try {
+        await fd.write('UPDATED', 0, 'utf-8');
+      } finally {
+        await fd.close();
+      }
+
+      const content = await fs.readFile(legitFile, 'utf-8');
+      expect(content).toBe('UPDATED');
+    });
+
+    it('should handle symlinks that point within allowed directories', async () => {
+      const allowed = [allowedDir];
+      const targetFile = path.join(allowedDir, 'target.txt');
+      const symlinkPath = path.join(allowedDir, 'symlink.txt');
+
+      // Create target file within allowed directory
+      await fs.writeFile(targetFile, 'TARGET CONTENT', 'utf-8');
+
+      // Create symlink pointing to allowed file
+      await fs.symlink(targetFile, symlinkPath);
+
+      // Opening symlink with w follows it to the target
+      const fd = await fs.open(symlinkPath, 'w');
+      try {
+        await fd.write('UPDATED VIA SYMLINK', 0, 'utf-8');
+      } finally {
+        await fd.close();
+      }
+
+      // Both symlink and target should show updated content
+      const symlinkContent = await fs.readFile(symlinkPath, 'utf-8');
+      const targetContent = await fs.readFile(targetFile, 'utf-8');
+      expect(symlinkContent).toBe('UPDATED VIA SYMLINK');
+      expect(targetContent).toBe('UPDATED VIA SYMLINK');
+    });
+
+    it('should prevent overwriting files through symlinks pointing outside allowed directories', async () => {
+      const allowed = [allowedDir];
+      const legitFile = path.join(allowedDir, 'existing.txt');
+      const targetFile = path.join(forbiddenDir, 'target.txt');
+
+      // Create a legitimate file first
+      await fs.writeFile(legitFile, 'LEGIT CONTENT', 'utf-8');
+
+      // Create target file in forbidden directory
+      await fs.writeFile(targetFile, 'FORBIDDEN CONTENT', 'utf-8');
+
+      // Now replace the legitimate file with a symlink to forbidden location
+      await fs.unlink(legitFile);
+      await fs.symlink(targetFile, legitFile);
+
+      // Simulate the server's validation logic
+      const stats = await fs.lstat(legitFile);
+      expect(stats.isSymbolicLink()).toBe(true);
+
+      const realPath = await fs.realpath(legitFile);
+      expect(isPathWithinAllowedDirectories(realPath, allowed)).toBe(false);
+
+      // With atomic rename, symlinks are replaced not followed
+      // So this test now demonstrates the protection
+
+      // Verify content remains unchanged
+      const targetContent = await fs.readFile(targetFile, 'utf-8');
+      expect(targetContent).toBe('FORBIDDEN CONTENT');
+    });
+
+    it('demonstrates race condition in read operations', async () => {
+      const allowed = [allowedDir];
+      const legitFile = path.join(allowedDir, 'readable.txt');
+      const secretFile = path.join(forbiddenDir, 'secret.txt');
+
+      // Create legitimate file
+      await fs.writeFile(legitFile, 'PUBLIC CONTENT', 'utf-8');
+
+      // Create secret file in forbidden directory
+      await fs.writeFile(secretFile, 'SECRET CONTENT', 'utf-8');
+
+      // Step 1: validatePath would pass for legitimate file
+      expect(isPathWithinAllowedDirectories(legitFile, allowed)).toBe(true);
+
+      // Step 2: Race condition - replace file with symlink after validation
+      await fs.unlink(legitFile);
+      await fs.symlink(secretFile, legitFile);
+
+      // Step 3: Read operation follows symlink to forbidden location
+      const content = await fs.readFile(legitFile, 'utf-8');
+
+      // This shows the vulnerability - we read forbidden content
+      expect(content).toBe('SECRET CONTENT');
+      expect(isPathWithinAllowedDirectories(await fs.realpath(legitFile), allowed)).toBe(false);
+    });
+
+    it('verifies rename does not follow symlinks', async () => {
+      const allowed = [allowedDir];
+      const tempFile = path.join(allowedDir, 'temp.txt');
+      const targetSymlink = path.join(allowedDir, 'target-symlink.txt');
+      const forbiddenTarget = path.join(forbiddenDir, 'forbidden-target.txt');
+
+      // Create forbidden target
+      await fs.writeFile(forbiddenTarget, 'ORIGINAL CONTENT', 'utf-8');
+
+      // Create symlink pointing to forbidden location
+      await fs.symlink(forbiddenTarget, targetSymlink);
+
+      // Write temp file
+      await fs.writeFile(tempFile, 'NEW CONTENT', 'utf-8');
+
+      // Rename temp file to symlink path
+      await fs.rename(tempFile, targetSymlink);
+
+      // Check what happened
+      const symlinkExists = await fs.lstat(targetSymlink).then(() => true).catch(() => false);
+      const isSymlink = symlinkExists && (await fs.lstat(targetSymlink)).isSymbolicLink();
+      const targetContent = await fs.readFile(targetSymlink, 'utf-8');
+      const forbiddenContent = await fs.readFile(forbiddenTarget, 'utf-8');
+
+      // Rename should replace the symlink with a regular file
+      expect(isSymlink).toBe(false);
+      expect(targetContent).toBe('NEW CONTENT');
+      expect(forbiddenContent).toBe('ORIGINAL CONTENT'); // Unchanged
+    });
+  });
+});
--- a/src/filesystem/tests/roots-utils.test.ts
+++ b/src/filesystem/tests/roots-utils.test.ts
@ -0,0 +1,84 @@
+import { describe, it, expect, beforeEach, afterEach } from '@jest/globals';
+import { getValidRootDirectories } from '../roots-utils.js';
+import { mkdtempSync, rmSync, mkdirSync, writeFileSync, realpathSync } from 'fs';
+import { tmpdir } from 'os';
+import { join } from 'path';
+import type { Root } from '@modelcontextprotocol/sdk/types.js';
+
+describe('getValidRootDirectories', () => {
+  let testDir1: string;
+  let testDir2: string;
+  let testDir3: string;
+  let testFile: string;
+
+  beforeEach(() => {
+    // Create test directories
+    testDir1 = realpathSync(mkdtempSync(join(tmpdir(), 'mcp-roots-test1-')));
+    testDir2 = realpathSync(mkdtempSync(join(tmpdir(), 'mcp-roots-test2-')));
+    testDir3 = realpathSync(mkdtempSync(join(tmpdir(), 'mcp-roots-test3-')));
+
+    // Create a test file (not a directory)
+    testFile = join(testDir1, 'test-file.txt');
+    writeFileSync(testFile, 'test content');
+  });
+
+  afterEach(() => {
+    // Cleanup
+    rmSync(testDir1, { recursive: true, force: true });
+    rmSync(testDir2, { recursive: true, force: true });
+    rmSync(testDir3, { recursive: true, force: true });
+  });
+
+  describe('valid directory processing', () => {
+    it('should process all URI formats and edge cases', async () => {
+      const roots = [
+        { uri: `file://${testDir1}`, name: 'File URI' },
+        { uri: testDir2, name: 'Plain path' },
+        { uri: testDir3 } // Plain path without name property
+      ];
+
+      const result = await getValidRootDirectories(roots);
+
+      expect(result).toContain(testDir1);
+      expect(result).toContain(testDir2);
+      expect(result).toContain(testDir3);
+      expect(result).toHaveLength(3);
+    });
+
+    it('should normalize complex paths', async () => {
+      const subDir = join(testDir1, 'subdir');
+      mkdirSync(subDir);
+      
+      const roots = [
+        { uri: `file://${testDir1}/./subdir/../subdir`, name: 'Complex Path' }
+      ];
+
+      const result = await getValidRootDirectories(roots);
+
+      expect(result).toHaveLength(1);
+      expect(result[0]).toBe(subDir);
+    });
+  });
+
+  describe('error handling', () => {
+
+    it('should handle various error types', async () => {
+      const nonExistentDir = join(tmpdir(), 'non-existent-directory-12345');
+      const invalidPath = '\0invalid\0path'; // Null bytes cause different error types
+      const roots = [
+        { uri: `file://${testDir1}`, name: 'Valid Dir' },
+        { uri: `file://${nonExistentDir}`, name: 'Non-existent Dir' },
+        { uri: `file://${testFile}`, name: 'File Not Dir' },
+        { uri: `file://${invalidPath}`, name: 'Invalid Path' }
+      ];
+
+      const result = await getValidRootDirectories(roots);
+
+      expect(result).toContain(testDir1);
+      expect(result).not.toContain(nonExistentDir);
+      expect(result).not.toContain(testFile);
+      expect(result).not.toContain(invalidPath);
+      expect(result).toHaveLength(1);
+    });
+  });
+});
--- a/src/filesystem/index.ts
+++ b/src/filesystem/index.ts
@ -6,20 +6,28 @@ import {
  CallToolRequestSchema,
  ListToolsRequestSchema,
  ToolSchema,
+  RootsListChangedNotificationSchema,
+  type Root,
 } from "@modelcontextprotocol/sdk/types.js";
 import fs from "fs/promises";
 import path from "path";
 import os from 'os';
+import { randomBytes } from 'crypto';
 import { z } from "zod";
 import { zodToJsonSchema } from "zod-to-json-schema";
 import { diffLines, createTwoFilesPatch } from 'diff';
 import { minimatch } from 'minimatch';
+import { isPathWithinAllowedDirectories } from './path-validation.js';
+import { getValidRootDirectories } from './roots-utils.js';

 // Command line argument parsing
 const args = process.argv.slice(2);
 if (args.length === 0) {
-  console.error("Usage: mcp-server-filesystem <allowed-directory> [additional-directories...]");
-  process.exit(1);
+  console.error("Usage: mcp-server-filesystem [allowed-directory] [additional-directories...]");
+  console.error("Note: Allowed directories can be provided via:");
+  console.error("  1. Command-line arguments (shown above)");
+  console.error("  2. MCP roots protocol (if client supports it)");
+  console.error("At least one directory must be provided by EITHER method for the server to operate.");
 }

 // Normalize all paths consistently
@ -34,9 +42,21 @@ function expandHome(filepath: string): string {
  return filepath;
 }

-// Store allowed directories in normalized form
-const allowedDirectories = args.map(dir =>
-  normalizePath(path.resolve(expandHome(dir)))
+// Store allowed directories in normalized and resolved form
+let allowedDirectories = await Promise.all(
+  args.map(async (dir) => {
+    const expanded = expandHome(dir);
+    const absolute = path.resolve(expanded);
+    try {
+      // Resolve symlinks in allowed directories during startup
+      const resolved = await fs.realpath(absolute);
+      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 normalizePath(absolute);
+    }
+  })
 );

 // Validate that all directories exist and are accessible
@ -63,7 +83,7 @@ async function validatePath(requestedPath: string): Promise<string> {
  const normalizedRequested = normalizePath(absolute);

  // Check if path is within allowed directories
-  const isAllowed = allowedDirectories.some(dir => normalizedRequested.startsWith(dir));
+  const isAllowed = isPathWithinAllowedDirectories(normalizedRequested, allowedDirectories);
  if (!isAllowed) {
    throw new Error(`Access denied - path outside allowed directories: ${absolute} not in ${allowedDirectories.join(', ')}`);
  }
@ -72,25 +92,26 @@ async function validatePath(requestedPath: string): Promise<string> {
  try {
    const realPath = await fs.realpath(absolute);
    const normalizedReal = normalizePath(realPath);
-    const isRealPathAllowed = allowedDirectories.some(dir => normalizedReal.startsWith(dir));
-    if (!isRealPathAllowed) {
-      throw new Error("Access denied - symlink target outside allowed directories");
+    if (!isPathWithinAllowedDirectories(normalizedReal, allowedDirectories)) {
+      throw new Error(`Access denied - symlink target outside allowed directories: ${realPath} not in ${allowedDirectories.join(', ')}`);
    }
    return realPath;
  } catch (error) {
    // For new files that don't exist yet, verify parent directory
-    const parentDir = path.dirname(absolute);
-    try {
-      const realParentPath = await fs.realpath(parentDir);
-      const normalizedParent = normalizePath(realParentPath);
-      const isParentAllowed = allowedDirectories.some(dir => normalizedParent.startsWith(dir));
-      if (!isParentAllowed) {
-        throw new Error("Access denied - parent directory outside allowed directories");
+    if ((error as NodeJS.ErrnoException).code === 'ENOENT') {
+      const parentDir = path.dirname(absolute);
+      try {
+        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(', ')}`);
+        }
+        return absolute;
+      } catch {
+        throw new Error(`Parent directory does not exist: ${parentDir}`);
      }
-      return absolute;
-    } catch {
-      throw new Error(`Parent directory does not exist: ${parentDir}`);
    }
+    throw error;
  }
 }

@ -331,7 +352,19 @@ async function applyFileEdits(
  const formattedDiff = `${'`'.repeat(numBackticks)}diff\n${diff}${'`'.repeat(numBackticks)}\n\n`;

  if (!dryRun) {
-    await fs.writeFile(filePath, modifiedContent, 'utf-8');
+    // 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 tempPath = `${filePath}.${randomBytes(16).toString('hex')}.tmp`;
+    try {
+      await fs.writeFile(tempPath, modifiedContent, 'utf-8');
+      await fs.rename(tempPath, filePath);
+    } catch (error) {
+      try {
+        await fs.unlink(tempPath);
+      } catch {}
+      throw error;
+    }
  }

  return formattedDiff;
@ -546,8 +579,8 @@ server.setRequestHandler(ListToolsRequestSchema, async () => {
      {
        name: "list_allowed_directories",
        description:
-          "Returns the list of directories that this server is allowed to access. " +
-          "Use this to understand which directories are available before trying to access files.",
+          "Returns the list of root directories that this server is allowed to access. " +
+          "Use this to understand which directories are available before trying to access files. ",
        inputSchema: {
          type: "object",
          properties: {},
@ -625,7 +658,31 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
          throw new Error(`Invalid arguments for write_file: ${parsed.error}`);
        }
        const validPath = await validatePath(parsed.data.path);
-        await fs.writeFile(validPath, parsed.data.content, "utf-8");
+
+        try {
+          // Security: 'wx' flag ensures exclusive creation - fails if file/symlink exists,
+          // preventing writes through pre-existing symlinks
+          await fs.writeFile(validPath, parsed.data.content, { encoding: "utf-8", flag: 'wx' });
+        } catch (error) {
+          if ((error as NodeJS.ErrnoException).code === 'EEXIST') {
+            // Security: Use atomic rename to prevent race conditions where symlinks
+            // could be created between validation and write. Rename operations
+            // replace the target file atomically and don't follow symlinks.
+            const tempPath = `${validPath}.${randomBytes(16).toString('hex')}.tmp`;
+            try {
+              await fs.writeFile(tempPath, parsed.data.content, 'utf-8');
+              await fs.rename(tempPath, validPath);
+            } catch (renameError) {
+              try {
+                await fs.unlink(tempPath);
+              } catch {}
+              throw renameError;
+            }
+          } else {
+            throw error;
+          }
+        }
+
        return {
          content: [{ type: "text", text: `Successfully wrote to ${parsed.data.path}` }],
        };
@ -839,12 +896,62 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
  }
 });

+// Updates allowed directories based on MCP client roots
+async function updateAllowedDirectoriesFromRoots(requestedRoots: Root[]) {
+  const validatedRootDirs = await getValidRootDirectories(requestedRoots);
+  if (validatedRootDirs.length > 0) {
+    allowedDirectories = [...validatedRootDirs];
+    console.error(`Updated allowed directories from MCP roots: ${validatedRootDirs.length} valid directories`);
+  } else {
+    console.error("No valid root directories provided by client");
+  }
+}
+
+// Handles dynamic roots updates during runtime, when client sends "roots/list_changed" notification, server fetches the updated roots and replaces all allowed directories with the new roots.
+server.setNotificationHandler(RootsListChangedNotificationSchema, async () => {
+  try {
+    // Request the updated roots list from the client
+    const response = await server.listRoots();
+    if (response && 'roots' in response) {
+      await updateAllowedDirectoriesFromRoots(response.roots);
+    }
+  } catch (error) {
+    console.error("Failed to request roots from client:", error instanceof Error ? error.message : String(error));
+  }
+});
+
+// Handles post-initialization setup, specifically checking for and fetching MCP roots.
+server.oninitialized = async () => {
+  const clientCapabilities = server.getClientCapabilities();
+
+  if (clientCapabilities?.roots) {
+    try {
+      const response = await server.listRoots();
+      if (response && 'roots' in response) {
+        await updateAllowedDirectoriesFromRoots(response.roots);
+      } else {
+        console.error("Client returned no roots set, keeping current settings");
+      }
+    } catch (error) {
+      console.error("Failed to request initial roots from client:", error instanceof Error ? error.message : String(error));
+    }
+  } else {
+    if (allowedDirectories.length > 0) {
+      console.error("Client does not support MCP Roots, using allowed directories set from server args:", allowedDirectories);
+    }else{
+      throw new Error(`Server cannot operate: No allowed directories available. Server was started without command-line directories and client either does not support MCP roots protocol or provided empty roots. Please either: 1) Start server with directory arguments, or 2) Use a client that supports MCP roots protocol and provides valid root directories.`);
+    }
+  }
+};
+
 // Start server
 async function runServer() {
  const transport = new StdioServerTransport();
  await server.connect(transport);
  console.error("Secure MCP Filesystem Server running on stdio");
-  console.error("Allowed directories:", allowedDirectories);
+  if (allowedDirectories.length === 0) {
+    console.error("Started without allowed directories - waiting for client to provide roots via MCP protocol");
+  }
 }

 runServer().catch((error) => {
--- a/src/filesystem/jest.config.cjs
+++ b/src/filesystem/jest.config.cjs
@ -0,0 +1,23 @@
+/** @type {import('ts-jest').JestConfigWithTsJest} */
+module.exports = {
+  preset: 'ts-jest',
+  testEnvironment: 'node',
+  extensionsToTreatAsEsm: ['.ts'],
+  moduleNameMapper: {
+    '^(\\.{1,2}/.*)\\.js$': '$1',
+  },
+  transform: {
+    '^.+\\.tsx?$': [
+      'ts-jest',
+      {
+        useESM: true,
+      },
+    ],
+  },
+  testMatch: ['**/__tests__/**/*.test.ts'],
+  collectCoverageFrom: [
+    '**/*.ts',
+    '!**/__tests__/**',
+    '!**/dist/**',
+  ],
+}
--- a/src/filesystem/package.json
+++ b/src/filesystem/package.json
@ -16,20 +16,26 @@
  "scripts": {
    "build": "tsc && shx chmod +x dist/*.js",
    "prepare": "npm run build",
-    "watch": "tsc --watch"
+    "watch": "tsc --watch",
+    "test": "jest --config=jest.config.cjs --coverage"
  },
  "dependencies": {
-    "@modelcontextprotocol/sdk": "0.5.0",
+    "@modelcontextprotocol/sdk": "^1.12.3",
    "diff": "^5.1.0",
    "glob": "^10.3.10",
    "minimatch": "^10.0.1",
    "zod-to-json-schema": "^3.23.5"
  },
  "devDependencies": {
+    "@jest/globals": "^29.7.0",
    "@types/diff": "^5.0.9",
+    "@types/jest": "^29.5.14",
    "@types/minimatch": "^5.1.2",
    "@types/node": "^22",
+    "jest": "^29.7.0",
    "shx": "^0.3.4",
-    "typescript": "^5.3.3"
+    "ts-jest": "^29.1.1",
+    "ts-node": "^10.9.2",
+    "typescript": "^5.8.2"
  }
 }
--- a/src/filesystem/path-utils.ts
+++ b/src/filesystem/path-utils.ts
@ -0,0 +1,104 @@
+import path from "path";
+import os from 'os';
+
+/**
+ * Converts WSL or Unix-style Windows paths to Windows format
+ * @param p The path to convert
+ * @returns Converted Windows path
+ */
+export function convertToWindowsPath(p: string): string {
+  // Handle WSL paths (/mnt/c/...)
+  if (p.startsWith('/mnt/')) {
+    const driveLetter = p.charAt(5).toUpperCase();
+    const pathPart = p.slice(6).replace(/\//g, '\\');
+    return `${driveLetter}:${pathPart}`;
+  }
+  
+  // Handle Unix-style Windows paths (/c/...)
+  if (p.match(/^\/[a-zA-Z]\//)) {
+    const driveLetter = p.charAt(1).toUpperCase();
+    const pathPart = p.slice(2).replace(/\//g, '\\');
+    return `${driveLetter}:${pathPart}`;
+  }
+
+  // Handle standard Windows paths, ensuring backslashes
+  if (p.match(/^[a-zA-Z]:/)) {
+    return p.replace(/\//g, '\\');
+  }
+
+  // Leave non-Windows paths unchanged
+  return p;
+}
+
+/**
+ * Normalizes path by standardizing format while preserving OS-specific behavior
+ * @param p The path to normalize
+ * @returns Normalized path
+ */
+export function normalizePath(p: string): string {
+  // Remove any surrounding quotes and whitespace
+  p = p.trim().replace(/^["']|["']$/g, '');
+  
+  // Check if this is a Unix path (starts with / but not a Windows or WSL path)
+  const isUnixPath = p.startsWith('/') && 
+                    !p.match(/^\/mnt\/[a-z]\//i) && 
+                    !p.match(/^\/[a-zA-Z]\//);
+  
+  if (isUnixPath) {
+    // For Unix paths, just normalize without converting to Windows format
+    // Replace double slashes with single slashes and remove trailing slashes
+    return p.replace(/\/+/g, '/').replace(/\/+$/, '');
+  }
+  
+  // Convert WSL or Unix-style Windows paths to Windows format
+  p = convertToWindowsPath(p);
+  
+  // Handle double backslashes, preserving leading UNC \\
+  if (p.startsWith('\\\\')) {
+    // For UNC paths, first normalize any excessive leading backslashes to exactly \\
+    // Then normalize double backslashes in the rest of the path
+    let uncPath = p;
+    // Replace multiple leading backslashes with exactly two
+    uncPath = uncPath.replace(/^\\{2,}/, '\\\\');
+    // Now normalize any remaining double backslashes in the rest of the path
+    const restOfPath = uncPath.substring(2).replace(/\\\\/g, '\\');
+    p = '\\\\' + restOfPath;
+  } else {
+    // For non-UNC paths, normalize all double backslashes
+    p = p.replace(/\\\\/g, '\\');
+  }
+  
+  // Use Node's path normalization, which handles . and .. segments
+  let normalized = path.normalize(p);
+  
+  // Fix UNC paths after normalization (path.normalize can remove a leading backslash)
+  if (p.startsWith('\\\\') && !normalized.startsWith('\\\\')) {
+    normalized = '\\' + normalized;
+  }
+  
+  // Handle Windows paths: convert slashes and ensure drive letter is capitalized
+  if (normalized.match(/^[a-zA-Z]:/)) {
+    let result = normalized.replace(/\//g, '\\');
+    // Capitalize drive letter if present
+    if (/^[a-z]:/.test(result)) {
+      result = result.charAt(0).toUpperCase() + result.slice(1);
+    }
+    return result;
+  }
+  
+  // For all other paths (including relative paths), convert forward slashes to backslashes
+  // This ensures relative paths like "some/relative/path" become "some\\relative\\path"
+  return normalized.replace(/\//g, '\\');
+}
+
+/**
+ * Expands home directory tildes in paths
+ * @param filepath The path to expand
+ * @returns Expanded path
+ */
+export function expandHome(filepath: string): string {
+  if (filepath.startsWith('~/') || filepath === '~') {
+    return path.join(os.homedir(), filepath.slice(1));
+  }
+  return filepath;
+}
--- a/src/filesystem/path-validation.ts
+++ b/src/filesystem/path-validation.ts
@ -0,0 +1,77 @@
+import path from 'path';
+
+/**
+ * Checks if an absolute path is within any of the allowed directories.
+ * 
+ * @param absolutePath - The absolute path to check (will be normalized)
+ * @param allowedDirectories - Array of absolute allowed directory paths (will be normalized)
+ * @returns true if the path is within an allowed directory, false otherwise
+ * @throws Error if given relative paths after normalization
+ */
+export function isPathWithinAllowedDirectories(absolutePath: string, allowedDirectories: string[]): boolean {
+  // Type validation
+  if (typeof absolutePath !== 'string' || !Array.isArray(allowedDirectories)) {
+    return false;
+  }
+
+  // Reject empty inputs
+  if (!absolutePath || allowedDirectories.length === 0) {
+    return false;
+  }
+
+  // Reject null bytes (forbidden in paths)
+  if (absolutePath.includes('\x00')) {
+    return false;
+  }
+
+  // Normalize the input path
+  let normalizedPath: string;
+  try {
+    normalizedPath = path.resolve(path.normalize(absolutePath));
+  } catch {
+    return false;
+  }
+
+  // Verify it's absolute after normalization
+  if (!path.isAbsolute(normalizedPath)) {
+    throw new Error('Path must be absolute after normalization');
+  }
+
+  // Check against each allowed directory
+  return allowedDirectories.some(dir => {
+    if (typeof dir !== 'string' || !dir) {
+      return false;
+    }
+
+    // Reject null bytes in allowed dirs
+    if (dir.includes('\x00')) {
+      return false;
+    }
+
+    // Normalize the allowed directory
+    let normalizedDir: string;
+    try {
+      normalizedDir = path.resolve(path.normalize(dir));
+    } catch {
+      return false;
+    }
+
+    // Verify allowed directory is absolute after normalization
+    if (!path.isAbsolute(normalizedDir)) {
+      throw new Error('Allowed directories must be absolute paths after normalization');
+    }
+
+    // Check if normalizedPath is within normalizedDir
+    // Path is inside if it's the same or a subdirectory
+    if (normalizedPath === normalizedDir) {
+      return true;
+    }
+    
+    // Special case for root directory to avoid double slash
+    if (normalizedDir === path.sep) {
+      return normalizedPath.startsWith(path.sep);
+    }
+    
+    return normalizedPath.startsWith(normalizedDir + path.sep);
+  });
+}
--- a/src/filesystem/roots-utils.ts
+++ b/src/filesystem/roots-utils.ts
@ -0,0 +1,76 @@
+import { promises as fs, type Stats } from 'fs';
+import path from 'path';
+import os from 'os';
+import { normalizePath } from './path-utils.js';
+import type { Root } from '@modelcontextprotocol/sdk/types.js';
+
+/**
+ * Converts a root URI to a normalized directory path with basic security validation.
+ * @param rootUri - File URI (file://...) or plain directory path
+ * @returns Promise resolving to validated path or null if invalid
+ */
+async function parseRootUri(rootUri: string): Promise<string | null> {
+  try {
+    const rawPath = rootUri.startsWith('file://') ? rootUri.slice(7) : rootUri;
+    const expandedPath = rawPath.startsWith('~/') || rawPath === '~' 
+      ? path.join(os.homedir(), rawPath.slice(1)) 
+      : rawPath;
+    const absolutePath = path.resolve(expandedPath);
+    const resolvedPath = await fs.realpath(absolutePath);
+    return normalizePath(resolvedPath);
+  } catch {
+    return null; // Path doesn't exist or other error
+  }
+}
+
+/**
+ * Formats error message for directory validation failures.
+ * @param dir - Directory path that failed validation
+ * @param error - Error that occurred during validation
+ * @param reason - Specific reason for failure
+ * @returns Formatted error message
+ */
+function formatDirectoryError(dir: string, error?: unknown, reason?: string): string {
+  if (reason) {
+    return `Skipping ${reason}: ${dir}`;
+  }
+  const message = error instanceof Error ? error.message : String(error);
+  return `Skipping invalid directory: ${dir} due to error: ${message}`;
+}
+
+/**
+ * Resolves requested root directories from MCP root specifications.
+ * 
+ * Converts root URI specifications (file:// URIs or plain paths) into normalized
+ * directory paths, validating that each path exists and is a directory.
+ * Includes symlink resolution for security.
+ * 
+ * @param requestedRoots - Array of root specifications with URI and optional name
+ * @returns Promise resolving to array of validated directory paths
+ */
+export async function getValidRootDirectories(
+  requestedRoots: readonly Root[]
+): Promise<string[]> {
+  const validatedDirectories: string[] = [];
+  
+  for (const requestedRoot of requestedRoots) {
+    const resolvedPath = await parseRootUri(requestedRoot.uri);
+    if (!resolvedPath) {
+      console.error(formatDirectoryError(requestedRoot.uri, undefined, 'invalid path or inaccessible'));
+      continue;
+    }
+    
+    try {
+      const stats: Stats = await fs.stat(resolvedPath);
+      if (stats.isDirectory()) {
+        validatedDirectories.push(resolvedPath);
+      } else {
+        console.error(formatDirectoryError(resolvedPath, undefined, 'non-directory root'));
+      }
+    } catch (error) {
+      console.error(formatDirectoryError(resolvedPath, error));
+    }
+  }
+  
+  return validatedDirectories;
+}
--- a/Show more
+++ b/Show more