{"id":"prefecthq-fastmcp","name":"fastmcp","homepage":"https://gofastmcp.com","repo_url":"https://github.com/PrefectHQ/fastmcp","category":"devtools","subcategories":[],"tags":["mcp","python","agents","model-context-protocol","tooling","framework","llms","sdk","server","client"],"what_it_does":"FastMCP is a Python framework for building MCP (Model Context Protocol) servers (exposing tools/resources/prompts) and connecting to MCP servers with clients. It focuses on turning Python functions into MCP tools with automatic schema/validation/documentation generation, and handling MCP transport/authentication/lifecycle details for you.","use_cases":["Expose Python business logic as MCP tools to LLMs","Build MCP servers quickly from typed Python functions","Connect an agent/app to remote MCP servers (via URL/local/CLI-style workflows)","Create interactive “apps”/tool UIs rendered within the conversation","Prototype-to-production MCP integrations with consistent tool schemas"],"not_for":["Direct REST/GraphQL API building (this is MCP tooling, not a conventional web API framework)","Use where you need a managed hosted service with vendor SLA (FastMCP is a library/framework)","Situations requiring strict guarantees about specific authentication schemes unless you configure/verify MCP transport/auth behavior in your deployment"],"best_when":"You want to implement MCP tool servers in Python with minimal boilerplate and automatic schema/validation/documentation from function signatures and docstrings.","avoid_when":"You only need a standard HTTP/JSON API surface, or you cannot control/secure the runtime environment where your MCP server will execute tool functions.","alternatives":["Model Context Protocol SDKs in other languages","Low-level MCP protocol implementations (if you want maximum control over protocol details)","Custom MCP server code (building MCP tool schemas/handlers manually)"],"af_score":60.8,"security_score":50.2,"reliability_score":42.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-29T13:08:33.580413+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":true,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["MCP transport negotiation and authentication (details not specified in provided README)"],"oauth":false,"scopes":false,"notes":"The README indicates that authentication and protocol lifecycle are managed by the framework when connecting to servers, but it does not document specific auth mechanisms (e.g., API keys vs OAuth) or scope models in the provided content."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"As a Python library, pricing is typically $0 for the package itself; the README mentions optional hosting (Prefect Horizon) but does not provide pricing details in the provided content."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":60.8,"security_score":50.2,"reliability_score":42.5,"mcp_server_quality":85.0,"documentation_accuracy":80.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":60.0,"rate_limit_clarity":0.0,"tls_enforcement":60.0,"auth_strength":50.0,"scope_granularity":30.0,"dependency_hygiene":65.0,"secret_handling":50.0,"security_notes":"The provided materials do not explicitly state TLS enforcement requirements, auth mechanisms, scope granularity, or secret-handling practices. The manifest shows dependencies for web (httpx/uvicorn/websockets) and auth libraries (authlib, azure-identity as optional), but without code-level or documentation-level security guarantees in the provided content, scores are necessarily mid-range.","uptime_documented":0.0,"version_stability":70.0,"breaking_changes_history":60.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP tool execution can have side effects; ensure your tool implementations are safe for re-execution if the agent retries.","Transport/auth details are managed by the framework, but agents should still validate configuration for remote MCP server connections in their deployment environment."]}}