Engineering

API Documentation Agent

Generates and keeps OpenAPI specs, SDK docs, and quickstarts in sync with your code.

Features

5

Tech

9

Steps

5

AI Agent

API Documentation Agent

Production-readyObservable
OpenAI GPT-5
Anthropic Claude 4.7
TypeSpec

Capabilities

What this agent does

Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.

Feature 01

Spec from source

Reads route handlers, generates OpenAPI 3.1 automatically.

Feature 02

Auto-published portal

Mintlify/Stoplight site re-builds on every merge.

Feature 03

Example generation

curl, JS, Python, Go examples for every endpoint.

Feature 04

SDK regeneration

Typed clients rebuilt on every API change.

Feature 05

Changelog automation

Drafts a human-readable changelog from diffs.

Stack

9 technologies we use

Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.

OpenAI GPT-5Anthropic Claude 4.7TypeSpecOpenAPI GeneratorStainlessMintlifyStoplightTree-sitterGitHub Actions

System at a glance

How the agent flows

A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.

Inputs

Code changeIssue / alertRepo + logs context

Agent

API Documentation Agent

Plan → tool-call → reflect, with approval gates.

Tools the agent calls

OpenAI GPT-5Anthropic Claude 4.7TypeSpecOpenAPI GeneratorStainlessMintlify+3 more

Outputs

PR commentAuto-fix patchRunbook execution
Every step traced in Langfuse / Braintrust · cost + latency monitored · full replay on failure · human-in-the-loop where it matters

Engagement

How we roll it out

A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.

  1. 01

    Code annotation pass

    Lightly annotate handlers (or use frameworks that emit specs).

  2. 02

    Initial spec

    Agent generates full OpenAPI; engineers review.

  3. 03

    Portal setup

    Hosted docs portal connected to the spec repo.

  4. 04

    SDK pipeline

    Per-language clients auto-published to npm/pypi.

  5. 05

    Drift guard

    CI breaks on undocumented endpoints or breaking changes.

Outcomes

What you can expect

Real numbers we see when API Documentation Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.

Outcome 01

−35%

PR cycle time

Reviews land in minutes; trivial issues auto-fixed.

Outcome 02

+40%

Bug catch rate

Pre-merge, vs the previous review process alone.

Outcome 03

−50%

MTTR

Mean time to resolve incidents after agent investigates first.

Sample use cases

What this looks like in practice

Three concrete scenarios where teams deploy API Documentation Agent today. Your engagement starts with one of these (or your own variant) and expands from there.

01

Always-on senior reviewer

Every PR gets an inline review for bugs, security, breaking changes — junior engineers ship safer code, seniors spend review time on architecture.

02

First-responder on every page

When PagerDuty fires, the agent correlates logs + metrics + recent deploys, drafts the incident summary, runs read-only diagnostics, posts to Slack.

03

Migration at scale

Framework or major-version upgrade across hundreds of files — agent applies AST codemods, fixes the edge cases LLM-style, opens reviewable PRs per module.

Typical engagement

From kickoff to live in 4-8 weeks

Most API Documentation Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.

2-3 weeks

Pilot

  • Discovery + playbook write-up
  • Tool design + guardrails
  • Eval suite + sandbox deploy
Core

2-4 weeks

Production

  • Hardened deploy on your stack
  • Observability dashboard + alerts
  • Two-week supervised mode

Ongoing

Handover & support

  • Runbook + team training
  • Monthly tuning + eval review
  • Pause or expand any time

Indicative range

$3,000 — $8,000

Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.

Or hire us by the week

from $1,000/wk

Embedded retainer — best for evolving scopes.

Ready to ship API Documentation Agent?

Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.

Get started

Ready to ship the software your business actually runs on?

Tell us what you're building. We respond within one business day with a clear plan, price, and timeline.

16 industry CRMs shipped96+ clients · 14 countriesRemote-first · Global delivery