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Octri SDK Generator with Observability

Octri launched an SDK Generator platform that turns a single OpenAPI, Swagger, Postman or AsyncAPI spec into four products: a docs site, client SDKs in 10 languages, production monitoring, and an MCP server for agents such as Claude and Cursor. The platform normalizes input specs to OpenAPI 3.1, auto-publishes SDKs to npm, PyPI, Maven, crates.io and RubyGems, and ships monitoring that is off by default with client-side redaction of credentials and identifiers before events leave the process, backed by a pre-signed GDPR Article 28 DPA. Octri also offers a free OpenAPI spec audit with no sign-up required.

read7 min views3 publishedOct 8, 2026
Octri SDK Generator with Observability
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A docs site, SDKs in ten languages, an MCP server for agents, and monitoring that tells you when those SDKs break in production. One spec generates all four and keeps them current.

Score your OpenAPI spec(no sign up needed)

Upload a spec once. Ship four products #

Docs, SDKs, monitoring and agent tools. Each one stands on its own. They just happen to be better together.

  1. input### Your specAny format: OpenAPI, Swagger, Postman or AsyncAPI, JSON or YAML. Normalised to OpenAPI 3.1.
  2. Docs siteWritten, edited, published

  3. SDKs · 10 languagesTuned to your house style

  4. ObservabilityWhat breaks, and why

  5. MCP serverYour API as agent tools

Four products, one platform

API Studio

Docs from your spec

Documentation your readers actually finish. Generated from the spec, edited by you, published to your own domain.

Explore API Studio

SDK Studio

Ten languages, zero forks

Idiomatic client libraries in 10 languages. Configure them, don't fork them. Auto-publish to every registry.

Explore SDK Studio

Monitoring

Errors traced to a commit

What breaks, and why. Errors grouped and traced to a commit, from your SDKs or your own backend.

Explore Monitoring

MCP

Your API as agent tools

Your API becomes context and callable tools for Claude, Cursor, and any MCP client.

Explore MCP

Docs worth reading, from the spec you already have #

AI writes the first draft for every endpoint. You edit it like a document. Nobody has to open the YAML.

  • Three-column endpoint pages with schema trees that open a level at a time
  • Live “try it” playground on every endpoint
  • MDX guides alongside the generated reference
  • Your own domain on every tier, Free included

See API Studio

Ten languages, built to your conventions #

Rename methods, exclude endpoints, pick your HTTP engine and folder structure. Then let it publish itself.

  • Per-language config for namespaces, pagination, idempotency and code style
  • Custom hooks you write, compiled into the client
  • Auto-publish to npm, PyPI, Maven, crates.io, RubyGems and more
  • Build history so you can see exactly what shipped and when

See SDK Studio

Find out what breaks before your customers tell you #

Two ways in: flip it on and the telemetry compiles into your generated SDKs, or drop the standalone package straight into your backend. Either way, there's no agent to deploy and nothing to instrument.

Logs

Query structured events directly by level, route, status code or release.

Issues

Errors grouped by fingerprint, each with the function and file that threw it.

Traces

One request end to end across client, server, cache, database and queue, with the slow span called out.

Service map

Every service, the calls between them, and the error rate on each edge.

N+1 queries

The same query fired in a loop, found for you and counted across traces.

Uptime

Synthetic probes on a schedule, with the run history behind every endpoint.

Alerts

Fire on burn rate and regressions, so a single stray 500 never wakes anyone.

Security

Credentials and identifiers are redacted client side before an event leaves your process, then again at ingest.

Monitoring is off by default and switches on from the dashboard. Credentials and direct identifiers, from tokens to email, phone and IP, are redacted on the client side, before an event leaves your process, then again at ingest. Personal context waits on your app's consent, under a pre-signed GDPR Article 28 DPA.

Stop agents from hallucinating your API #

MCP is how an agent reaches something it was never trained on. Without it, Claude or Cursor integrates your API from memory. With it, one command turns your project into a server they connect to. Then they list your real endpoints and call them.

  • Seven documentation tools to search, read and navigate your docs
  • One callable tool per endpoint , so the agent can hit your API for real
  • Curated by SDK Studio , so your exclusion list becomes the agent's permission list
  • One line to install :npx @octri/mcp , with nothing to host

See MCP

Is your spec ready for code generation? #

Paste your OpenAPI URL and get a score out of 10, on the same rules the SDK Studio runs. You see every missing schema, undeclared path parameter and awkward method name, before anyone generates a client from it.

An example audit runs alongside: a readiness score of 6.8 out of 10 across 24 operations, with the rules the spec passed and failed scrolling past it.

What the fourteen rules check, and what each one costs a generated SDK.

Change one. All four follow #

Deprecate an endpoint in API Studio and the SDKs mark the method, the agent tools stop offering it, and monitoring shows you who still calls it. Add a language, cut a release, push a new spec: the same thing happens. There is one source underneath all four, so there is never a second place to go and update.

Everyone else stops at “here's your SDK.” #

That's the moment your code leaves your visibility. It runs on someone else's machine, fails on someone else's machine, and you hear about it in a support ticket three days later.

3

days

9

min

From spec to shipped in an afternoon #

The whole pipeline from one OpenAPI spec: API documentation, client libraries in ten languages, an MCP server and production monitoring.

Connect your spec

Upload a file or link a GitHub repo. Coming from Postman or AsyncAPI? We translate it.

Review the draft

AI writes docs for every endpoint. Edit anything, publish when it reads right.

Pick your languages

Configure the SDKs, flip on monitoring, build. They publish themselves.

Push to repository

Every spec change reruns the whole pipeline. Docs, SDKs, agent tools, all in sync.

One spec, ten client libraries #

Every client is generated from the same OpenAPI document and published to the registry its own users already install from.

Already on something else? #

We read your existing config and bring it across: navigation, custom pages, SDK settings and all. You don't start from a blank project. Want a hand with the move? A call with us and our onboarding help are both free of charge.

Simple, combined pricing #

Docs, SDKs and monitoring in one plan. Extra SDK languages are a flat add-on.

Extra languages are a flat $50/mo.

For side projects and first APIs.

[Start for free](https://app.octri.dev/register?plan=free&cycle=month)

For indie devs shipping real APIs.

[Choose Starter](https://app.octri.dev/register?plan=starter&cycle=month)

For scaling products that need more.

[Choose Business](https://app.octri.dev/register?plan=business&cycle=month)

Unlimited scale with SLA guarantees.

Contact sales

Feature Free$0/mo Starter$49/mo Growth$79/mo Business$249/mo EnterpriseCustom
SDK languages included 1 2 4 All 10 Unlimited
Additional languages No +$50/mo each +$50/mo each Included Custom
API endpoints 50 100 300 600 Unlimited
AI credits / mo 100 one-time 1,000 2,500 5,000 Custom
Monitoring ingress / mo 100 MB 1 GB 5 GB 20 GB Custom
AI-enhanced docs + chat Yes Yes Yes Yes Yes
GitHub sync Yes Yes Yes Yes Yes
Custom domain Yes Yes Yes Yes Yes
Versioning No No Yes Yes Yes
Custom code & components No No Yes Yes Yes
White-label No No No Yes Yes
Registry auto-publish Yes Yes Yes Yes Yes
SDK CDN hosting No No No Yes Yes
SSO / SAML No No No No Yes
Support Community Priority Priority Dedicated

Notes from building it #

What we learn shipping specs, SDKs and telemetry, written up properly.

All articles

Questions #

Plans, spec changes, editing the generated docs and SDKs, training data and self-hosting.

No. Plans are not per-product, so you can leave one switched off and turn it on months later without redoing anything you have already set up.

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