- Go 98.6%
- Python 0.6%
- TypeScript 0.6%
- JavaScript 0.2%
| Filename | Latest commit message | Latest commit date |
|---|---|---|
Simplify variant dispatch and session by replacing per-method boilerplate with generic handlers backed by reflect. ## Motivation and Context The dispatcher and backend session had separate handler functions for every MCP method (ListTools, ListResources, CallTool, Subscribe, etc.), each following an identical pattern: extract params, inject metadata, call inner handler, cast result. This meant ~250 lines of near-identical code across dispatch.go and session.go, and every new MCP method required adding another copy. ## How Has This Been Tested? All existing unit and integration tests pass (go test -v ./...) ## Breaking Changes None. All changes are internal to the variants package. Public API is unchanged. ## Types of changes Refactor (non-breaking change which fixes an issue) |
||
| .github/workflows | ||
| conformance | ||
| go/sdk | ||
| python/sdk | ||
| typescript/sdk | ||
| .gitignore | ||
| LICENSE | ||
| README.md | ||
MCP Variants (Experimental Extension)
Status: Experimental. This work is for prototyping and feedback only, and is not an accepted or official MCP extension.
This repository provides a multi-language reference implementation of the variants proposal for the Model Context Protocol (MCP), as described in SEP-2053.
Implementations
| Language | Directory | Package | Status |
|---|---|---|---|
| Go | go/sdk/ |
github.com/modelcontextprotocol/experimental-ext-variants/go/sdk |
Planned |
| Python | python/sdk/ |
mcp-ext-variants |
Planned |
| TypeScript | typescript/sdk/ |
@ext-modelcontextprotocol/variants |
Planned |
Examples (Go)
The Go implementation includes runnable example servers under go/sdk/examples/server/:
model-optimized/
Same tools, different descriptions per LLM family.
https://github.com/user-attachments/assets/5bb60cd2-291f-4940-abfe-f53852d35470
github/
Different tool sets per variant with custom ranking.
https://github.com/user-attachments/assets/d770ac55-e988-4d89-bdf8-bcb3cf1e2e53
research/
Context budget management via description verbosity.
trading/
API versioning, lifecycle statuses, and deprecation info.
variants-stdio/
Minimal single-variant setup.
CI/CD
This monorepo uses path-based CI workflows to efficiently test only what changes:
How It Works
-
Language-specific workflows (
python.yml,go.yml,typescript.yml)- Only trigger when their language directory or workflow file changes
- Run all tests, linting, and checks for that language
-
Status check workflow (
status-check.yml)- Runs on every PR to verify required checks passed
- Determines what needs to pass based on which files changed
- This is the only required check in branch protection
Examples
- Change
python/sdk/file.py→ Only Python CI runs → PR requires Python checks to pass - Change both Go and TypeScript files → Both CIs run → PR requires both to pass
- Change only
README.md→ No language CIs run → PR can merge immediately
Forcing All Checks
To run all language checks regardless of changed files:
- In a PR: Comment
/test all(only works for repo owners/members/collaborators) - Manually: Use GitHub Actions UI or CLI to trigger individual workflows
Adding New Required Checks
-
Add your check to the appropriate language workflow (e.g.,
python.yml):python-security-scan: name: "Security Scan" runs-on: ubuntu-latest steps: - name: Run security checks run: # your commands here -
Update the status check in
.github/workflows/status-check.yml:const requiredChecks = { python: [ 'Python CI / Linting', 'Python CI / Unit Tests (3.10)', // ... existing checks ... 'Python CI / Security Scan' // ← Add your new check ], -
Submit PR - Your new check is now required for all relevant changes!
License
Apache License 2.0 - See LICENSE file for details
Resources
- Variants Proposal Specification (SEP-2053) - Full specification and design details
- Model Context Protocol