Octri

Octri turns one OpenAPI spec into docs, SDKs in ten languages, an MCP server for AI agents, and API monitoring.

DevTools · SaaS · AI / ML Live product
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Oct 29, 2026

The Problem

Teams with an OpenAPI spec typically need separate tools to produce developer documentation, client SDKs in multiple languages, agent-facing interfaces, and monitoring for when those SDKs or the API break in production. Maintaining these separately means docs, SDKs, and tooling drift out of sync as the API changes, and errors in SDKs are hard to trace back to a specific API change or commit. Teams also lack an easy way to check whether their OpenAPI spec is actually well-formed enough to generate a usable SDK, leading to awkward method names, missing schemas, or undeclared parameters surfacing only after code generation.

The Solution

Octri takes a single OpenAPI (or Swagger, Postman, AsyncAPI) spec and generates four connected products: a documentation site with editable guides and an auto-generated API reference with a live try-it playground, idiomatic SDKs in ten languages with retries, pagination, typed errors and auto-publishing to package registries, an MCP server exposing documentation search tools and one callable tool per endpoint for AI agents, and a monitoring product with error tracking, logs, distributed tracing, a service map, N+1 query detection, uptime checks and alerting. Changes propagate across all four: deprecating an endpoint updates the SDKs, removes it from agent tools, and shows monitoring who still calls it. A free Spec Audit tool scores a spec out of 10 against fourteen rules used by SDK Studio, flagging missing schemas, undeclared parameters and other issues before code generation.

Octri