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FastMCP Development Guidelines
Audience: LLM-driven engineering agents and human developers
FastMCP is a comprehensive Python framework (Python ≥3.10) for building Model Context Protocol (MCP) servers and clients. This is the actively maintained v2.0 providing a complete toolkit for the MCP ecosystem.
Required Development Workflow
CRITICAL: Always run these commands in sequence before committing:
uv sync # Install dependencies
uv run pre-commit run --all-files # Ruff + Prettier + Pyright
uv run pytest # Run full test suite
All three must pass - this is enforced by CI. Alternative: just build && just typecheck && just test
Tests must pass and lint/typing must be clean before committing.
Repository Structure
| Path | Purpose |
|---|---|
src/fastmcp/ |
Library source code (Python ≥ 3.10) |
├─server/ |
Server implementation, FastMCP, auth, networking |
│ ├─auth/ |
Authentication providers (Bearer, JWT, WorkOS) |
│ └─middleware/ |
Error handling, logging, rate limiting |
├─client/ |
High-level client SDK + transports |
│ └─auth/ |
Client authentication (Bearer, OAuth) |
├─tools/ |
Tool implementations + ToolManager |
├─resources/ |
Resources, templates + ResourceManager |
├─prompts/ |
Prompt templates + PromptManager |
├─cli/ |
FastMCP CLI commands (run, dev, install) |
├─contrib/ |
Community contributions (bulk caller, mixins) |
├─experimental/ |
Experimental features (new OpenAPI parser) |
└─utilities/ |
Shared utilities (logging, JSON schema, HTTP) |
tests/ |
Comprehensive pytest suite with markers |
docs/ |
Mintlify documentation (published to gofastmcp.com) |
examples/ |
Runnable demo servers (echo, smart_home, atproto) |
Core MCP Objects
When modifying MCP functionality, changes typically need to be applied across all object types:
- Tools (
src/tools/+ToolManager) - Resources (
src/resources/+ResourceManager) - Resource Templates (
src/resources/+ResourceManager) - Prompts (
src/prompts/+PromptManager)
Testing Best Practices
Always Use In-Memory Transport
Pass FastMCP servers directly to clients for testing:
mcp = FastMCP("TestServer")
@mcp.tool
def greet(name: str) -> str:
return f"Hello, {name}!"
# Direct connection - no network complexity
async with Client(mcp) as client:
result = await client.call_tool("greet", {"name": "World"})
Only use HTTP transport when explicitly testing network features:
# Network testing only
async with Client(transport=StreamableHttpTransport(server_url)) as client:
result = await client.ping()
Development Rules
Git & CI
- Pre-commit hooks are required (run automatically on commits)
- Never amend commits to fix pre-commit failures
- Apply PR labels: bugs/breaking/enhancements/features
- Improvements = enhancements (not features) unless specified
Commit Messages and Agent Attribution
- NEVER include agent attribution in commit messages or PR titles/descriptions (no "🤖 Generated with [tool]", "with Claude", etc.)
- Agent attribution is ONLY allowed in Co-authored-by lines in commits
- Keep commit messages brief - ideally just headlines, not detailed messages
- Focus on what changed, not how or why
Code Standards
- Python ≥ 3.10 with full type annotations
- Follow existing patterns and maintain consistency
- Use
# type: ignore[attr-defined]in tests for MCP results instead of type assertions - Each feature needs corresponding tests
Documentation
- Uses Mintlify framework
- Files must be in docs.json to be included
- Never modify
docs/python-sdk/**(auto-generated)
Key Tools & Commands
Environment Setup
git clone <repo>
cd fastmcp
uv sync # Installs all deps including dev tools
Validation Commands (Run Frequently)
- Linting:
uv run ruff check(or with--fix) - Type Checking:
uv run pyright - All Checks:
uv run pre-commit run --all-files
Testing
- Standard:
uv run pytest - Integration:
uv run pytest -m "integration" - Excluding markers:
uv run pytest -m "not integration and not client_process"
CLI Usage
- Run server:
uv run fastmcp run server.py - Development:
uv run fastmcp dev server.py(with Inspector UI) - Help:
uv run fastmcp --help
Critical Patterns
Error Handling
- Never use bare
except- be specific with exception types - Use
# type: ignore[attr-defined]in tests for MCP results
Build Issues (Common Solutions)
- Dependencies: Always
uv syncfirst - Pre-commit fails: Run
uv run pre-commit run --all-filesto see failures - Type errors: Use
uv run pyrightdirectly, checkpyproject.tomlconfig - Test timeouts: Default 3s - optimize or mark as integration tests