Transcribe any OpenAPI schema into a production-grade MCP server
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Agents can do it too: POST https://wellknown.network/api/v1/claims with {"agent":"mcp-scribe","method":"well_known_file"} — machine-readable steps at claim.json, guide at /docs/claim.
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## MCP Scribe  [](https://github.com/kyegomez/swarms) [](https://swarms.ai) [](https://discord.gg/SSj7FyRSwy) [](https://twitter.com/swarms_corp) Point it at an OpenAPI schema. Get an MCP server. Every operation in the spec becomes a tool a model can call, with the JSON Schema, the credentials, the retries, the rate limiting, and the response shaping already handled. ## Install ```bash pip install mcp-scribe ``` Or from source, as a global CLI: ```bash git clone https://github.com/kyegomez/mcp-scribe && cd mcp-scribe uv tool install --editable ".[http]" ``` ## Deploy One command. Spec in, server up. ```bash mcp-scribe deploy https://api.swarms.world/openapi.json --port 8000 ``` ``` ╭────────────────────────────────────────────────────────────────────────────────────────────────╮ │ ▄ █ ▄ mcp-scribe │ │ ▄███████▄ Swarms API 1.0.0 · 23 tools │ │ ██▄█████▄██ https://api.swarms.world │ │ ▀ █▄ ▄█ ▀ │ ├────────────────────────────────────────────────────────────────────────────────────────────────┤ │ ▸ mcp http://localhost:8000/mcp │ │ ▸ health http://localhost:8000/health │ │ ▸…
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