fastmcp

Build production MCP servers using fastmcp with complete architecture including storage backends, middleware, OAuth authentication, and error prevention patterns. The skill provides battle-tested configurations that reduce development time from hours to minutes while eliminating 25 common errors like circular imports and misconfigured authentication.

Yes. Use fastmcp to wrap existing API endpoints with secure OAuth authentication, connection pooling, and rate limiting. The skill automates server generation with token storage, middleware chains, and error handling built in, eliminating manual configuration work.

fastmcp supports memory, disk, and Redis storage backends configurable per-server. Choose the backend matching your deployment context—memory for development, disk for single-machine production, or Redis for distributed cloud environments with shared state.

fastmcp prevents 25 deployment pitfalls including circular imports, storage misconfiguration, OAuth token leaks, and cloud-specific failures. Use module-level server exports, PyPI-only dependencies, and the skill's preventive middleware patterns to deploy reliably.

Yes. fastmcp integrates with OpenAPI to automatically expose tools, resources, and prompts to LLMs. Map existing OpenAPI specs directly into MCP servers without manual tool definition, reducing token usage and setup complexity.

Manual MCP development requires 50-70k tokens and produces 8-15 errors; fastmcp reduces this to 3-5k tokens with zero errors. The skill delivers 90-95% token savings and eliminates debugging cycles through production-ready patterns and validation.