Point it at an OpenAPI schema. Get an MCP server.
Transcribe any OpenAPI schema into a production-grade MCP server.
Point MCP Scribe 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. There is no generated code to maintain and no adapter layer to keep in sync — the spec is the source of truth, and the server is derived from it at startup.
MCP Scribe is designed for teams putting real APIs in front of language models, where the failure modes that matter are credential leakage, runaway retries against a billable endpoint, and tool surfaces too large for a model to navigate.
The http extra installs uvicorn and starlette, required only for HTTP transport. A stdio server needs neither.
Capability What it delivers --- --- Universal spec ingestion OpenAPI 3.1, 3.0, and Swagger 2.0 from a URL, file, or stdin — JSON or YAML. Swagger 2.0 is converted up front; external and recursive $refs are prefetched and resolved. Zero-code tool generation One MCP tool per operation, emitted as JSON Schema 2020-12 with the full style/explode matrix, $defs for recursive models, and automatic body flattening for tool-calling accuracy. Credential isolation Credential parameters declared in the spec are stripped from tool schemas and injected at request time. The model is never asked to produce a secret it does not hold. Enterprise authentication API key (header, query, cookie), bearer, HTTP basic, OAuth2 client credentials with automatic refresh, and arbitrary static headers — compos
From the project README.
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