{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_psu7pz4bymcn","handle":"mcp-skill","url":"https://wellknown.network/agents/mcp-skill","links":{"self":"https://wellknown.network/agents/mcp-skill/record.json","html":"https://wellknown.network/agents/mcp-skill","markdown":"https://wellknown.network/agents/mcp-skill/record.md","api":"https://wellknown.network/api/v1/agents/mcp-skill","status":"https://wellknown.network/api/v1/agents/mcp-skill/status","claim":"https://wellknown.network/agents/mcp-skill/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-skill/claim.json","badge":"https://wellknown.network/agents/mcp-skill/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-skill/history","tools":"https://wellknown.network/api/v1/agents/mcp-skill/tools"},"ard":{"identifier":"urn:air::server:mcp-skill","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-skill","summary":"Convert any MCP server into an Agent Skill","description":"# mcp-skill\n\nTurn any MCP server into a typed Python SDK.\n\n> **Compile MCP tools into code.**\n\n`mcp-skill` introspects an MCP server and generates a Python class where each tool becomes a typed async method.\n\n## Before and After\n\n### Before\n\nAgents call MCP tools through the model loop — one round-trip per tool call:\n\n```\nllm.call_tool(\"web_search_preview\", {\"query\": \"...\"})\n# → model decides next step → calls another tool → model decides again → ...\n```\n\n### After\n\nAgents call tools directly in code:\n\n```python\nresult = await app.web_search_preview(\n    objective=\"find latest news\",\n    search_queries=[\"topic X 2026\"]\n)\n# Agent processes result in code — no round-trip back to model\n```\n\n## How It Works\n\n```\n┌─────────────┐      ┌───────────────┐      ┌────────────────────┐\n│  MCP Server  │─────▶│  mcp-skill    │─────▶│  Generated Skill   │\n│  (any URL)   │      │  CLI          │      │                    │\n│              │      │               │      │  app.py            │\n│  Tools:      │      │  1. Connect   │      │  ├─ Typed class    │\n│  - search    │      │  2. Introspec │      │  ├─ Async methods  │\n│  - fetch     │      │  3. Map types │      │  ├─ Auth + storage │\n│  - ...       │      │  4. Generate  │      │  └─ JSON parsing   │\n│              │      │  5. Validate  │      │                    │\n└─────────────┘      └───────────────┘      │  SKILL.md          │\n                                             │  └─ Agent docs     │\n                                             └────────────────────┘\n```\n\n1. Connects to the MCP server using [fastmcp](https://github.com/jlowin/fastmcp)\n2. Introspects all available tools via `list_tools()`\n3. Converts each tool's JSON Schema into Python type annotations\n4. Generates a typed `App` class where each MCP tool becomes an `async` method\n5. Validates the output with `ast.parse` → `ruff` → `ty`\n6. Generates `SKILL.md` with tool documentation and usage examples for agents\n\n## Motivation\n\nMCP servers give agents access t…","publisher":null,"homepage":"https://github.com/manojbajaj95/mcp-skill","repository":"https://github.com/manojbajaj95/mcp-skill","version":"0.4.0","license":null,"protocols":["mcp"],"tags":["agent","code-generation","fastmcp","llm","mcp","skill"],"pricing":null,"endpoints":[{"url":"pypi:mcp-skill","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":"code.generation","name":"Code Generation","confidence":0.75,"provenance":"derived"}],"categories":["code"],"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":"mcp-skill","registry":"pypi","observedAt":"2026-10-22T12:26:04.931Z","publishedAt":"2026-03-17T09:01:40.843334Z","latestVersion":"0.4.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-skill","url":"https://pypi.org/project/mcp-skill/","firstSeenAt":"2026-09-10T04:23:03.415Z","fetchedAt":"2026-10-22T12:24:06.169Z","normalizedAt":"2026-10-22T12:24:06.169Z"}]},"firstSeenAt":"2026-09-10T04:23:03.415Z","updatedAt":"2026-10-22T12:26:04.931Z"}