Full feature breakdown

Everything DocuTect can do

From GitHub repo scan to GitHub pull request — a complete, automated pipeline for keeping your API documentation accurate and hallucination-free.

API Code Generator

Generate integration code in 12 languages — audit-first for accuracy

Scan any GitHub repo or docs URL, select the endpoints you need, optionally run a hallucination audit to correct inaccurate docs first, then pick a language and get production-ready integration code. All in one wizard.

  • Scans GitHub repos and documentation URLs for endpoints
  • Optional ~2 min/endpoint audit with Claude + GPT-4.1 before generating
  • 12 languages: Python, TypeScript, Go, Java, C#, React, Rust, Kotlin, Swift, PHP, Ruby, JavaScript
  • Env-var safe — secrets are never hard-coded in generated output
DocuTect — API Code Generator
5
6

Select programming language

🐍Python
🔷TypeScript
🐹Go
Java
🟣C#
⚛️React
🦀Rust
🎯Kotlin
🐍POST /v1/charges
Copy
import stripe, os
stripe.api_key = os.environ["STRIPE_SECRET_KEY"]

def create_charge(amount, currency="usd", source=None):
    return stripe.Charge.create(
        amount=amount,
        currency=currency,
        source=source,
    )
3 endpoints generated3 code gen credits used
AI GitHub Scan

Connect a repo, get instant audit candidates

Point DocuTect at any public or private GitHub repository. The AI scans every file, detects API definitions and documentation, and pre-selects the highest-priority items so you're not starting from a blank slate.

  • Works with any language or framework
  • Pre-selects highest-impact files automatically
  • Manual override — add or remove any file
DocuTect — GitHub Scan
stripe/stripe-nodeScanning…
src/api/PaymentIntents.ts12 endpoints
src/api/Customers.ts8 endpoints
src/api/Subscriptions.ts15 endpoints
src/api/Webhooks.ts4 endpoints
src/api/Refunds.ts6 endpoints
3 of 5 files selected · 28 endpoints
Multi-Model Testing

Test every LLM simultaneously

Every synthetic query is fired at GPT-4.1, Claude 4 Sonnet, and Gemini 2.5 Flash at the same time. See responses side by side and instantly spot where one model fabricates and another gets it right.

  • 3+ models tested in a single run
  • Responses shown side by side
  • Per-query scoring with judge LLM
DocuTect — Multi-Model Results
Query: "How do I handle idempotency keys in Stripe?"
Claude 4 Sonnet
94%

Pass the Idempotency-Key header on POST requests. Keys expire after 24 h. Reuse the same key to safely retry failed requests…

GPT-4.1
81%

Include Idempotency-Key: <key> in the request header. Stripe stores the result for 24 hours. You can retry with the same…

Gemini 2.5 Flash
⚠ Hallucination62%

Use the idempotency_key parameter in the request body. Keys are valid for 72 hours and can be reused indefinitely…

Hallucination Detection

Catch fabricated answers before your users do

A dedicated judge LLM evaluates every model response against your actual documentation. It pinpoints the exact claim that's wrong, cites the conflicting doc source, and assigns a confidence score.

  • Per-claim evidence from your docs
  • Judge reasoning shown in full
  • Flags wrong parameters, invented endpoints, bad TTLs
DocuTect — Judge Evaluation
Hallucination Detected

Model claimed idempotency keys are passed in the request body and are valid for 72 hours. Both claims contradict the documentation.

Evidence from docs
Header location
Idempotency-Key request headerrequest body parameter
Key TTL
24 hours72 hours
Judge: Claude 3.5 HaikuAccuracy: 62%
One-Click PR Deploy

Ship documentation fixes without leaving DocuTect

Once audits complete, the remediation engine generates concrete doc fixes. Review them in the dashboard and push directly to GitHub as a pull request — no manual copy-pasting, no leaving the browser tab.

  • AI-written diff, ready to merge
  • Branches named automatically
  • Works with any GitHub repository
DocuTect — Deploy Fixes
Create Pull Request
Repository
stripe/stripe-node
Branch
docutect/fix-idempotency-docs
Changes (3 files)
docs/idempotency.md+14 −3
docs/payment-intents.md+7 −1
README.md+2 −0
Model Leaderboard

A ranked view of every model's performance

After each audit run, every model gets a score. The leaderboard ranks them by accuracy, hallucination rate, latency, and token cost — so you can pick the right model for each API and stop paying for underperformers.

  • Accuracy, hallucination rate, latency, token cost
  • Historical trend per model
  • Filter by API, date range, or model family
DocuTect — Model Leaderboard
Stripe Payments API · 10 queriesApr 17, 2026
1
Claude 4 Sonnet
Anthropic
91%
Accuracy
8%
Halluc.
2
GPT-4.1
OpenAI
83%
Accuracy
14%
Halluc.
3
Gemini 2.5 Flash
Google
70%
Accuracy
28%
Halluc.
Scheduled Audits

Set it once, get alerts when scores drop

Configure daily, weekly, or monthly audit runs for any API or doc set. DocuTect emails you when accuracy falls below your threshold — so regressions surface before a developer files a bug about wrong docs.

  • Daily, weekly, or monthly cadence
  • Email alerts on score regressions
  • Full audit history and trend charts
DocuTect — Scheduled Audits
Stripe Payments API
Weekly · Mon 09:00·next in 3 days
91%
+2 vs last
OpenAI Chat API
Daily · 08:00·next Tomorrow
78%
−5 vs last
Internal Auth Service
Monthly · 1st 10:00·next in 14 days
85%
0 vs last

All features at a glance

Every capability included in your DocuTect subscription.

New

API Code Generator

Scan any GitHub repo or docs URL, select endpoints, optionally audit first, then generate production-ready integration code in 12 languages — Python, TypeScript, Go, Java, C#, React, and more.

New

AI-Powered GitHub Scan

Point DocuTect at any GitHub repo. AI scans your codebase, discovers API endpoints and docs, and pre-selects the highest-priority items for you.

New

Documentation Hub

Validate .md, .rst, and .txt documentation files for accuracy, completeness, and consistency. Browse 500+ docs from the Context Hub registry.

New

Batch Audits

Queue dozens of API endpoints or doc files in a single run. The 8-step wizard guides you from intake to GitHub PR in minutes.

New

One-Click PR Deploy

After auditing, push AI-generated remediation fixes straight back to GitHub as a pull request — no manual copy-paste required.

Synthetic Query Generation

AI generates realistic edge-case developer questions covering timeout handling, auth failures, rate limits, and more.

Multi-Model Testing

Every query is fired at GPT-4.1, Claude 4 Sonnet, and Gemini 2.5 Flash simultaneously. Compare responses side by side.

Hallucination Detection

A judge LLM evaluates every response against your documentation, flagging fabricated endpoints, wrong parameters, and invented behavior.

Scheduled Recurring Audits

Set audits to run daily, weekly, or monthly. DocuTect alerts you when scores drop — catch regressions before your users do.

Model Leaderboard

Compare accuracy scores, hallucination rates, latency, and token usage across every model in a ranked leaderboard.

Judge Reasoning

For every evaluation, see exactly why a response was scored the way it was — with specific hallucination details and missing context.

Remediation Engine

Auto-generates prioritized, actionable documentation fixes based on hallucination patterns — with concrete wording you can copy-paste.

Automated Pipeline

One click to audit. DocuTect handles query generation, multi-model interrogation, evaluation, and remediation automatically.

Ready to audit your first API?

Free tier includes 3 audits per month. No credit card required.

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