⚙️工作流自动化 MCP 推荐

Validate Kubernetes manifests, Helm charts, Kustomize overlays, and FluxCD resources

Public Spotify metadata, lyrics and podcasts for LLM agents. No API key, read-only.

Search, read, and edit any MediaWiki wiki. Works with Wikipedia, Fandom, and more.

Schedule and publish to 10 social platforms: LinkedIn, X, Instagram, TikTok, YouTube, and more.

GNOME Wayland desktop automation via AT-SPI discovery and Mutter input.

MCP server for Telegram userbot — messages, media, reactions, polls & more. Built on GramJS/MTProto.

MCP server for developer documentation, generated by doc2mcp.

Catch AI-hallucinated (slopsquatted) npm imports in generated code before npm install.

Fonto (FontoXML) documentation for AI tools. Converts DITA XML to Markdown on demand.

Search 367k+ verified businesses; earn cashback when an agent routes a real purchase.

Associative key-graph memory for LLM agents — recall by association, not vector similarity.

Text Intelligence delivers robust NLP capabilities without the hassle of authentication or

Search engine for AI agents to find MCP servers, A2A agents, and skills on their own.

Discover Lake Michigan charter captains & boats, check availability, get quotes, and book.

Confidential AI execution with a post-quantum receipt on every job — verifiable by anyone.

Privacy-first OSINT scanner: breaches, credentials, Shodan, username sweep. Scored PDF report.

Discover what websites across the agentic web can do — query the capabilities.txt registry.

Multi-account Gmail MCP server — read, search, draft, and label across every inbox.

eBay Browse API MCP server — buy-side listing search and price intelligence.

Web search, crawl, scrape & extract with agent-browser, SearXNG, Tavily, DuckDuckGo, Bing & more

MCP memory server for AI coding assistants. Windows Service, ONNX embeddings, SQLite vector search.

Indian River County GIS — Indian River County, Florida open geospatial data (ArcGIS).

City of Roanoke GIS — Roanoke, Virginia open geospatial data (ArcGIS).

City of Peterborough GIS — Peterborough, Ontario (Canada) open geospatial data (ArcGIS).

City of Albuquerque GIS — Albuquerque, New Mexico open geospatial data (ArcGIS).

Lincoln & Lancaster County GIS — Lincoln, Nebraska open geospatial data (ArcGIS).

City of Cupertino GIS — Cupertino, California open geospatial data (ArcGIS).

Dukes County GIS — Dukes County, Massachusetts open geospatial data (ArcGIS).

Lancaster County GIS — Lancaster County, Pennsylvania open geospatial data (ArcGIS).

Lake County GIS — Lake County, Illinois open geospatial data (ArcGIS).

Debug PWAs in your real browser via MCP: service-worker, cache, installability & framework state.

City of Peachtree Corners GIS — Peachtree Corners, Georgia open geospatial data (ArcGIS).

Berks County GIS — Berks County, Pennsylvania open geospatial data (ArcGIS).

MCP server for NVIDIA NIM - 50+ LLMs, multimodal, image gen, embeddings, reranking

Cumberland County GIS — Cumberland County, North Carolina open geospatial data (ArcGIS).

City of Pflugerville GIS — Pflugerville, Texas open geospatial data (ArcGIS).

Fauquier County GIS — Fauquier County, Virginia open geospatial data (ArcGIS).

City of Lakeland GIS — Lakeland, Florida open geospatial data (ArcGIS).

Mono County GIS — Mono County & Mammoth Lakes, California open geospatial data (ArcGIS).

Chester County GIS — Chester County, Pennsylvania open geospatial data (ArcGIS).

Wikidata SPARQL MCP — Wikidata Query Service

RCSB PDB MCP — experimentally determined macromolecular structures.

Photon MCP — OSM geocoder

OWASP MCP — keyless.

OSRM MCP — routing via the public demo server

mempool.space MCP — Bitcoin block explorer + mempool/fee stats