{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_u5sz2uryxhqs","handle":"swagger-mcp-2","url":"https://wellknown.network/agents/swagger-mcp-2","links":{"self":"https://wellknown.network/agents/swagger-mcp-2/record.json","html":"https://wellknown.network/agents/swagger-mcp-2","markdown":"https://wellknown.network/agents/swagger-mcp-2/record.md","api":"https://wellknown.network/api/v1/agents/swagger-mcp-2","status":"https://wellknown.network/api/v1/agents/swagger-mcp-2/status","claim":"https://wellknown.network/agents/swagger-mcp-2/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/swagger-mcp-2/claim.json","badge":"https://wellknown.network/agents/swagger-mcp-2/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:swagger-mcp-2","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"swagger-mcp","summary":"MCP server for Swagger/OpenAPI integration","description":"# Swagger MCP\n\nAutomatically convert a Swagger/OpenAPI specification into an MCP server for use with Windsurf, Cursor, or other tools.\n\n## Quickstart\n\nInstall from PyPI using pipx (recommended):\n```bash\nbrew install pipx\npipx ensurepath\npipx install --force swagger-mcp\n```\n\nAlternatively, install from source:\n```bash\ngit clone https://github.com/context-labs/swagger-mcp.git\ncd swagger-mcp\npipx install -e . --force\n```\n\nConfirm the installation succeeded:\n```bash\nwhich swagger-mcp\nwhich swagger-mcp-sample-server\n```\n\nSpin up a sample \"products and product categories\" API on your local machine on port 9000:\n```bash\nswagger-mcp-sample-server\n```\n\nVisit [http://localhost:9000/docs](http://localhost:9000/docs) to confirm the sample server is running.\n\nWe'll use this sample server to show how to configure an MCP server in Windsurf.\n\n**Make sure the sample server is running before following the Windsurf or Cursor instructions below.**\n\n### Windsurf\nStart an MCP Server in Windsurf (Windsurf Settings -> Settings -> Windsurf Settings -> Cascade -> Add Server -> Add Custom Server):\n```json\n{\n  \"mcpServers\": {\n    \"product-mcp\": {\n      \"command\": \"swagger-mcp\",\n      \"args\": [\n        \"--spec\",\n        \"http://localhost:9000/openapi.json\",\n        \"--name\",\n        \"Product MCP\",\n        \"--server-url\",\n        \"http://localhost:9000\"\n      ]\n    }\n  }\n}\n```\n\nThat's it! Your API is now accessible through Windsurf, Cursor, or other tools as a set of AI-friendly tools.\n\nAsk your AI agent to list, create, update, and delete products and categories.\n\n![Demo](images/furniture.gif)\n\n### Cursor (>=v0.46)\n\nSupport for Cursor is still in beta as Cursor MCP integration matures.  Windsurf is currently the preferred experience.\n\n```json\n{\n  \"mcpServers\": {\n    \"product mcp\": {\n      \"command\": \"swagger-mcp\",\n      \"args\": [\n        \"--spec\",\n        \"http://localhost:9000/openapi.json\",\n        \"--name\",\n        \"Product MCP\",\n        \"--server-url\",\n        \"http://localhost:9000\",\n    …","publisher":null,"homepage":"https://github.com/context-labs/swagger-mcp","repository":"https://github.com/context-labs/swagger-mcp","version":"0.1.3","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:swagger-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.apis","name":"API Access","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"swagger-mcp","registry":"pypi","observedAt":"2026-09-10T13:21:43.292Z","publishedAt":"2025-03-27T17:57:20.584654Z","latestVersion":"0.1.3"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"swagger-mcp","url":"https://pypi.org/project/swagger-mcp/","firstSeenAt":"2026-09-10T13:20:17.614Z","fetchedAt":"2026-09-10T13:20:17.614Z","normalizedAt":"2026-09-10T13:20:17.614Z"}]},"firstSeenAt":"2026-09-10T13:20:17.614Z","updatedAt":"2026-09-10T13:21:43.292Z"}