Audit every LLM hallucination in your APIs & docs
Connect your GitHub repo. Audit every LLM hallucination in your API docs. Then generate production-ready integration code in 12 languages — all from one platform.
Multi-model LLM accuracy testing
Repo → production integration code
Score & fix documentation accuracy
Connect your GitHub repository
AI will scan for OpenAPI specs and route files, then suggest the highest-priority endpoints.
Three tools, one platform
Audit LLM hallucinations, generate integration code, and validate your documentation — all without leaving DocuTect.
import stripe
import os
# API key from environment — never hard-code
stripe.api_key = os.environ["STRIPE_SECRET_KEY"]
def create_charge(
amount: int, # cents (e.g. 2000 = $20.00)
currency: str = "usd",
source: str = None,
description: str = "",
) -> stripe.Charge:
"""Create a Stripe charge.
Docs: stripe.com/docs/api/charges/create
"""
return stripe.Charge.create(
amount=amount,
currency=currency,
source=source,
description=description,
)Built for teams whose API is the product
DocuTect is purpose-built for organisations and individuals who ship developer-facing APIs and documentation — and who care whether the world's most-used LLMs describe them correctly.
API-first companies
Platforms whose product surface is an API. When your developer experience is your product, hallucinated answers in LLMs are silent revenue leakage — DocuTect surfaces them before your users hit them.
Technology & SaaS teams
Engineering organisations shipping public or partner APIs. Quantify how accurately Claude, GPT-4 and Gemini describe your endpoints, and remediate the gaps with measurable, auditable changes.
Developers & DevRel
Individual maintainers and developer-relations teams responsible for SDKs, reference docs and quickstarts. Catch drift between your code and your docs every time you ship.
Teams building with LLMs
If you generate APIs, schemas, or documentation with the help of LLMs, DocuTect closes the loop — auditing AI-authored content against the live system it claims to describe.
API integrators
Developers whose job is connecting systems — consuming Stripe, Twilio, Plaid, or dozens of other third-party APIs. DocuTect scans the API source and generates production-ready integration code in your language of choice, so you spend time on product logic, not reading docs.
Developers connecting products to services
Building a product that talks to external services via API? DocuTect generates accurate, audit-first integration code — so the code you paste into your codebase matches the actual API behaviour, not what the docs say it does.
In short: if you ship developer-facing APIs, integrate with third-party services, or connect your product to external APIs — DocuTect helps you do it accurately, confidently, and fast.
The first platform to close the entire loop
Most tools stop at evaluation. DocuTect ships every stage as one integrated workflow — from GitHub repo scan all the way to a merged pull request with fixed documentation.
API Code Generator
Scan any GitHub repo or docs URL, select API endpoints, optionally audit first, then generate ready-to-run integration code in Python, TypeScript, Go, Java, C# and 8 more languages.
AI Documentation Generator
Point at a GitHub repo, upload source files, or paste code — DocuTect generates a complete OpenAPI 3.1 spec and Markdown reference following Microsoft, Google AIP, AWS, and RFC 7807 standards.
In-App AI Assistant
A built-in chatbot answers questions about your audits, finds endpoints, and walks you through remediation — without leaving the dashboard.
Encrypted Token Vault
GitHub tokens and integration secrets are stored with envelope encryption and per-repo scoping. Connections are isolated and rotation-friendly.
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.
Documentation Hub
Validate .md, .rst, and .txt documentation files for accuracy, completeness, and consistency. Browse 500+ docs from the Context Hub registry.
Ground Truth Bundles
Combine OpenAPI specs, live API probes, GitHub repo scans, and manual notes into a tiered, weighted source of truth that every audit measures against.
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.
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.
Price your usage in seconds
Choose a tier, set your expected audits per month, and see your bill instantly. As a guide, one API endpoint = one audit per scheduled run.
Estimate your monthly cost
Guide: 1 API endpoint = 1 audit. One scheduled run of one endpoint counts as a single audit.
Max 10,000 audits per month
Your estimate
Estimate only. Final pricing applies at checkout. Overage capped at 5 additional audits per month and billed at month-end.
LLMs make things up about your API
Foundational models hallucinate incorrect endpoints, wrong authentication methods, outdated parameters, and completely fabricated configuration steps. Your developers trust these answers — and file support tickets when they fail.
From repo to fixed docs in 6 steps
The guided wizard takes you all the way from connecting GitHub to shipping a remediation PR.
Choose Audit Type
Pick API Hub or Documentation Hub. Then select your input method — manual, GitHub repo, file upload, or generate fresh OpenAPI docs from your code.
AI Discovers Content
Connect your GitHub repo and AI scans for endpoints and docs, pre-selecting the highest-relevance items.
Configure & Launch
Choose your AI models, set query count, review token estimates, then launch all audits in one click.
Monitor Live Progress
Watch audits run in real time. Schedule recurring runs so you never miss a regression.
Review Consolidated Results
Get accuracy scores, hallucination flags, and judge reasoning across every model and every audit.
Deploy Fixes
Push remediation suggestions back to GitHub as a pull request, or download updated docs directly.
AI discovers your endpoints automatically
Paste any GitHub repo URL. DocuTect scans your codebase for OpenAPI specs, route definitions, and documentation files, then uses AI to prioritise the most important items and mark them for audit — no manual entry required.
Stripe Payments API
REST API
OpenAI Chat Completions
AI / LLM
Twilio SMS
Messaging
Upload your own .md / .rst / .txt
Validate your docs, not just your endpoints
DocuTect AI's Doc Hub audits technical documentation for accuracy, completeness, and consistency. Browse 500+ docs from the Context Hub registry, upload your own files, or scan your GitHub repo for documentation automatically.
From API docs to working integration code — in seconds
Scan any GitHub repo or documentation URL, pick your endpoints, optionally run an audit to correct inaccurate docs first, then generate production-ready integration code in 12 languages.
Provide source
GitHub repo or docs URL
Select endpoints
AI-ranked, checkbox selection
Audit (optional)
Fix inaccurate docs first
Pick language
12 languages supported
Review & confirm
See quota + cost before generating
Receive code
Copy and ship immediately
Audit-first means better code
Outdated or inaccurate API documentation produces incorrect integration code. With one toggle, DocuTect runs a full hallucination audit on the endpoints you selected before generating code — automatically applying remediations in memory so the generator works from corrected, verified content.
/v1/charges/v1/customers/{id}/v1/payment_intentsimport stripe
import os
# Initialize Stripe client — use env vars, never hard-code keys
stripe.api_key = os.environ["STRIPE_SECRET_KEY"]
def create_charge(
amount: int, # Amount in cents (e.g. 2000 = $20.00)
currency: str = "usd",
source: str = None, # Token from Stripe.js or card ID
description: str = "",
) -> stripe.Charge:
"""Create a Stripe charge.
Docs: https://stripe.com/docs/api/charges/create
"""
return stripe.Charge.create(
amount=amount,
currency=currency,
source=source,
description=description,
)One canonical source of truth — five tiers of evidence
Every audit compares LLM answers against a Ground Truth Bundle — 1 to 10 sources stitched together and weighted by trust tier. Higher-tier sources (OpenAPI specs, live API probes) override lower-tier ones (repo scans, manual notes) so findings reflect what your API actually does.
Consolidated results across every audit
After your batch run completes, DocuTect assembles a single results view — accuracy scores, hallucination flags, and remediation actions for every endpoint and doc.
Batch Results — stripe/stripe-node · 5 audits
Create Payment Intent
API Audit
List Customers
API Audit
Create Refund
API Audit
Authentication Guide
Doc Validation
Webhooks Reference
Doc Validation
Compare every model, side by side
See exactly which LLMs get your API right — and which ones fabricate answers.
Model Leaderboard — Stripe Payments API
Ranked by accuracy. Trust badge combines accuracy and hallucination rate.
Catch regressions before your users do
Schedule audits to run automatically at any frequency. DocuTect recommends monthly re-runs to catch documentation drift as your API evolves.
Start free. Upgrade as you grow.
Free tier with 3 single audits per month. Premium at $100/month for 50 audits plus advanced features. Pay-as-you-go overages at $3 per audit.
Free
Perfect for getting started
3 audits per month
Features
Premium
For serious teams
or $1000/year (17% off)
50 audits per month
Features
Overage audits
Create up to 5 audits beyond your limit. Each additional audit is $3 and billed at month-end.
Find out what LLMs really say about your API
Connect your GitHub repo. AI discovers your endpoints and docs. Three models tested. Every hallucination exposed. Fixes deployed as a PR. Start in under a minute.