Individual skill

fastmcp

Production patterns for FastMCP Python MCP servers. Use when writing, improving, or debugging FastMCP Python code — tool schema design, multi-operation tools, pre-formatted output, Context usage, middleware, lifespan and startup/shutdown hooks, partial failure handling, running and deploying, async patterns, in-process testing with fastmcp.Client, and common mistakes. Do NOT activate for general questions about what MCP is, MCP concepts, or building an MCP server from scratch (use mcp-builder for that).

packages/autoskills/skills-registry/fastmcp/SKILL.md

Source commit 077b6ea6d747b3f392314bc47e7bb5285f1159b1

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Nov 5, 2026

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