Best FastAPI MCP Servers
FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3.7+ based on standard Python type hints.
Why this server?
Allows for zero-spec extraction to generate OpenAPI specifications directly from FastAPI source code.
AlicenseBqualityAmaintenanceOne workspace for every AI coding assistant. Governance tools for API lint, diff, persistent ledger, multi-model deliberation, security audit, and test verification. Works with Claude Code, Codex, Cursor, and Gemini CLI.22101,25821MITWhy this server?
Provides access to Scout APM performance monitoring data for FastAPI applications, including traces, errors, endpoint metrics, and performance insights

Scout Monitoring MCPofficial
AlicenseAqualityBmaintenanceEnables AI assistants to access Scout Monitoring performance and error data through Scout's API. Provides traces, errors, metrics, and insights for Rails, Django, FastAPI, Laravel and other applications to help identify and fix performance issues like N+1 queries, slow endpoints, and memory bloat.1330MITWhy this server?
Probes and analyzes FastAPI backend endpoints to diagnose blank pages, empty data, and contract mismatches, providing root cause and fix hints.

qa-probeofficial
AlicenseAqualityAmaintenanceProbes your live API and classifies why each endpoint failed (root cause, evidence, and a calibrated confidence level), exposed over MCP so your AI assistant debugs from evidence instead of guessing. Works with FastAPI, Express, Next.js, tRPC, and GraphQL.8322Apache 2.0Why this server?
Exposes OpenVSP automation capabilities through a REST API with endpoints for inspecting geometries, modifying parameters, and running VSPAero analyses.
AlicenseAqualityDmaintenanceEnables automated geometry editing and aerodynamic analysis using OpenVSP and VSPAero through natural language. Provides tools to modify aircraft geometry parameters and run computational fluid dynamics simulations programmatically.436MITWhy this server?
Analyzes FastAPI projects, including static test-client route evidence for test planning.
AlicenseAqualityAmaintenanceocal-first, read-only MCP server that audits repository test architecture across ten language ecosystems. It returns deterministic evidence-backed findings, blockers, rankings, and repository-native test plans without modifying source files.219141MITWhy this server?
Provides tools to interact with a FastAPI-based video enhancement service, allowing users to create and manage video enhancement tasks, upload videos, and retrieve results.

@avclabs.ai/enhance-mcpofficial
AlicenseAqualityDmaintenanceEnables video enhancement through MCP tools for creating tasks, querying status, and synchronous enhancement, supporting URL or local file inputs.342Apache 2.0Why this server?
Integration with FastAPI backend to secure AI agent interactions via the GSEP security pipeline.
Why this server?
Powers the web interface and API endpoints to manage providers and tools through a user-friendly UI
AlicenseAqualityFmaintenanceA universal MCP server that exposes all UTCP-registered tools to MCP clients while providing a web interface for tool management.729203MITWhy this server?
Provides search capabilities for FastAPI documentation, allowing users to retrieve up-to-date code examples and API references.

xenodocs-mcp-serverofficial
AlicenseAqualityCmaintenanceFetches up-to-date, version-specific documentation and code examples for any library, preventing outdated or hallucinated API usage in LLM responses.2MIT