{"adoption": {"forks": 2274, "observed_at": "2026-08-28T04:11:47.685908+00:00", "stars": 27399}, "canonical_url": "https://ross.abutalabs.com/products/fastmcp", "card": {"archived": false, "artifact_type": "framework", "description": "🚀 The fast, Pythonic way to build MCP servers and clients.", "domain": ["large-language-models", "developer-tools", "apis", "backend"], "enriched": true, "function": ["mcp", "agent-framework", "api-framework", "auth", "sdk", "cli"], "health_score": 100, "homepage": "https://gofastmcp.com", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["PrefectHQ/fastmcp"], "name": "PrefectHQ/fastmcp", "platform": ["python", "cross-platform", "cli", "self-hosted"], "pushed_at": "2026-08-26T23:12:32+00:00", "repo": "PrefectHQ/fastmcp", "stars": 27399, "tags": ["model-context-protocol", "mcp-servers", "mcp-clients", "llm-tools", "tool-schema-generation", "pythonic-api", "prefab-ui", "ai-agents", "docker"], "topics": ["model-context-protocol", "fastmcp", "mcp", "agents", "llms", "mcp-clients", "mcp-servers", "mcp-tools", "python"], "urls": [], "use_cases": ["build an mcp server in python", "expose python functions as llm tools", "connect an mcp client to a remote server", "add tools to claude desktop or cursor", "build interactive ui apps for mcp tools", "deploy a production mcp server with auth", "migrate mcp servers to the latest protocol version"], "what_it_is": "FastMCP is a Python framework for building Model Context Protocol (MCP) servers, clients, and interactive applications. It turns ordinary Python functions into MCP tools with automatic schema generation, validation, transport negotiation, and authentication.", "when_to_avoid": ["you need a non-Python language (a separate TypeScript port exists)", "you only need the minimal low-level MCP SDK rather than a full framework", "you require a fully stable release of the newest major version (v4 is beta)"], "when_to_choose": ["you want the de facto standard, high-level Python API for MCP with best practices built in", "you need servers, clients, and interactive apps from one coherent framework", "you want automatic schema generation, validation, and transport handling", "you need protocol-version negotiation across MCP eras in one deployment"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/fastmcp", "repo": "PrefectHQ/fastmcp", "role": "main", "score": 83}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:47.685908+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:54:32.796773+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b55bd9e736a0b59fee8bf58b1a6d9b11599c76b0a5d0bd5931be136e46e8d55e", "fetched_at": "2026-08-28T04:11:47.685908+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PrefectHQ/fastmcp"}, {"content_hash": "998b58b0f51be9bb55d23f50c88006489095eada562e7a09070212e20a2ce369", "fetched_at": "2026-08-29T07:51:47.882729+00:00", "kind": "homepage", "missing": false, "url": "https://gofastmcp.com"}, {"content_hash": "b5656b0a98b6d5babed908b07ba8a31f63d84ec490565a2ea1f47c7381bef134", "fetched_at": "2026-08-29T07:51:47.892677+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/whats-new"}, {"content_hash": "1d73eed87e7216cd7cbd745aa732703a43a0ef9dcd2479d62974ed0851ee970b", "fetched_at": "2026-08-29T07:51:47.895373+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/installation"}, {"content_hash": "73d5bb513fb0780c2b807f34742cef58e402b04eee91d6aba91b90d7392bee32", "fetched_at": "2026-08-29T07:51:47.897544+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/getting-started/quickstart"}, {"content_hash": "6589b94ef6b00021617f88d5fd818c1159163c5af110cf5d7adae376da467ace", "fetched_at": "2026-08-29T07:51:47.899773+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/apps/quickstart"}, {"content_hash": "4d720e2631189b336b88fba75173573da2f7c530551bcd8121262f6ffea5c1d5", "fetched_at": "2026-08-29T07:51:47.905526+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fastmcp/json"}, {"content_hash": "3e8724bf6711ac660a8f4b8706e71ee791e70437020457bc08188977f319f5a3", "fetched_at": "2026-08-29T07:51:47.901731+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/integrations/mcp-json-configuration"}, {"content_hash": "be69289eaef7bbde06b0dc33ddfbe345511d662ddfde38a1ba62b99f590567e8", "fetched_at": "2026-08-29T07:51:47.903575+00:00", "kind": "site_page", "missing": false, "url": "https://gofastmcp.com/more/faq"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 45, "rhythm": 85}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 642, "days_push": 7, "days_rel": 23, "gap_med": 2, "n_releases_24m": 96}, "score": 83, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}