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Documentation Intelligence Platform

Documentation
that never lies.

The AI code documentation tool that generates docstrings automatically, detects drift continuously, and gives developers and AI tools a source of truth they can trust.

Generate
Verify
Understand
wright — drift detection
live
100%
Doc accuracy after drift fix
6
Languages supported
<60s
Setup in VS Code
Free
No credit card required
Documentation Drift Detection
AI Documentation Generation
Codebase Intelligence Chat
GitHub Actions CI Enforcement
VS Code Extension
MCP Server for AI Assistants
Documentation Health Dashboard
Coverage Tracking & Reporting
Documentation Drift Detection
AI Documentation Generation
Codebase Intelligence Chat
GitHub Actions CI Enforcement
VS Code Extension
MCP Server for AI Assistants
Documentation Health Dashboard
Coverage Tracking & Reporting

The documentation trust problem

Your documentation lies.
Every day. To everyone.

Developers don't struggle to create documentation. They struggle to trust it. Code evolves continuously. Documentation doesn't. The gap becomes a liability.

Documentation doesn't become stale overnight. It happens one commit at a time — until nobody trusts it anymore.

AI coding tools make this 10× worse — they accelerate code creation without improving documentation accuracy.

API Drift

Endpoint renamed. README wasn't.

diff --documentation
README says
POST /api/auth/login
+
Code does
GET /api/v2/auth/session

Developers hit 404s. AI tools build broken integrations against a route that no longer exists.

Schema Drift

Response shape changed. API docs weren't.

diff --documentation
API docs say returns
{ user, token }
+
Endpoint returns
{ data: { user }, jwt }

Clients crash on every auth call. AI assistants generate code against the wrong schema.

Onboarding Drift

Class deleted. Onboarding guide wasn't.

diff --documentation
Onboarding guide says
See PaymentService class
+
Reality
Deleted 6 months ago

New engineers spend 2–3 days chasing a class that no longer exists. Tribal knowledge fills the gap.

Architecture Drift

Architecture rewrote itself. Diagram didn't.

diff --documentation
Architecture diagram shows
3 independent microservices
+
Codebase is
A monolith since Q1

Every technical discussion starts from a false mental model. Planning decisions built on wrong foundations.

How Wright AI works

The Documentation
Intelligence Platform.

Three capabilities working together to make documentation accurate, trustworthy and discoverable — not just created.

01Generate

From zero to documented.

WrightAI scans your entire codebase and generates accurate, idiomatic documentation for every function, class and module. Python, TypeScript, JavaScript, Go, Rust — all supported out of the box. No config required.

Batch docstring generation across entire repos
Call-graph aware context (understands dependencies)
Multiple docstring styles per language
VS Code real-time generation on save
wright generate
$ wright coverage src/
src/payments/core.ts ██████████ 97%
src/auth/middleware.ts ██████████ 100%
src/users/service.ts █████████░ 91%
src/notifications/push.ts ██████░░░░ 63% ← below threshold
Overall: 94% · threshold: 80% · ✓ passing
$ wright generate src/ --style google
████████████████ 100%
Generated 847 docstrings across 23 files
Coverage: 12% → 97%
Styles: Google · NumPy · JSDoc · godoc
Time: 4.2 seconds

Drift detection — the core differentiator

Most AI tools generate documentation.
WrightAI keeps it accurate.

Writing documentation once is easy. The hard problem is documentation that remains true as your codebase evolves. WrightAI solves this with continuous drift detection — a capability no other tool offers.

01Code Changes

Developer pushes a commit that modifies function signatures or behavior

02Drift Detected

WrightAI compares new code structure against existing documentation in real-time

03Docs Updated

WrightAI regenerates accurate documentation for the drifted functions automatically

04Trust Preserved

Every developer, AI tool and stakeholder gets documentation they can rely on

Structural Drift
The function's interface changed but its documentation didn't follow.
Parameter renamed
amount: numberamountCents: number
Return type changed
returns: booleanreturns: { valid: bool, reason: string }
New required param
3 parameters4 parameters (currency added)
WrightAI detects this automatically
Semantic Drift
The function's behavior changed but its signature stayed the same.
Algorithm changed
"uses linear search"Now uses binary search (undocumented)
Side effect added
"pure function"Now writes to cache (undocumented)
Error handling changed
"throws on invalid"Now returns null (silent)
WrightAI detects this automatically

WrightAI is not a documentation generator with a drift feature.

It's a Documentation Intelligence Platform built around the insight that documentation accuracy over time is the most important and most underserved problem in software engineering.

Get started

Up and running in minutes.

Four integration points. Pick one or use them all.

VS Code Extension
One-click install

Install from the Marketplace, paste your Wright key, and click Generate Docs above any function. No config files, no terminal.

Inline lens above every undocumented function
Diff preview before anything is written
Drift warnings appear in the gutter as you type
Free · VS Code Marketplace
Install from Marketplace
Command Line
pip install wright

Full-featured CLI. Generate docs, measure coverage, detect drift, and chat with your codebase — all from your terminal.

Run once to doc an entire repo in seconds
Coverage report by folder, file, and function
Interactive chat with sourced file citations
~/projectpip install wright
wright init .
wright generate src/
wright coverage --report
wright chat
GitHub Action
Enforce in CI

Block PRs that drop below your coverage threshold or merge with stale docstrings. Add one step to your workflow.

Fails CI if coverage drops below your threshold
Blocks merges with detected doc drift
Posts a coverage summary comment on each PR
uses: surajs1999/WrightAI@v1
with:
mode: coverage
threshold: "0.8"
MCP Server
Live AI context

Exposes search_docs, get_function_doc, and list_undocumented to any MCP-compatible AI tool. Docs stay in sync as you code.

Claude CodeCursorCopilot
{
"mcpServers": {
"wright": {
"command": "wright-mcp"
}
}
}

Engineering leadership

Documentation
Command Center.

Not an admin dashboard — a strategic view of your organization's documentation health. Track coverage, drift trends and knowledge quality across every repository.

Reduce onboarding time
New engineers get sourced answers to codebase questions in seconds, not days.
Enforce documentation standards
Set coverage thresholds. Block PRs that ship without documentation.
Prevent documentation debt
Catch drift before it compounds into organizational knowledge loss.
Track health across all repos
Single dashboard showing coverage, drift trends and quality across every repository.
Wright AI — Documentation Command Center
live
Documentation Coverage
94%
+22% this month
Active Drifts
3
−12 since last week
Doc Freshness Score
97
above 90 target
Repos Monitored
14
3 added this sprint
Repository
CoverageDriftsFreshnessStatus
api-gateway
98%
✓ 0
99%
healthy
auth-service
91%
⚠ 1
94%
warning
payments-core
87%
⚠ 2
88%
warning
user-service
95%
✓ 0
97%
healthy
notifications
72%
✓ 0
81%
low

AI context layer

Give AI tools reliable
knowledge of your codebase.

Stop pasting code into every conversation. WrightAI's MCP server gives Claude Code, Cursor and Copilot live, verified access to your documentation — so every AI response is grounded in current, accurate knowledge.

Without WrightAI MCP
AI assistant — no codebase context
User: "How does the auth middleware work?"
Claude: "I don't have context about your codebase.
Could you paste the relevant code? Also,
what auth library are you using? And the
middleware config if you have it..."
— 10 minutes of copy-pasting later —
Claude: "Based on the code you shared..."
(outdated context, answer may be wrong)
With WrightAI MCP
AI assistant — WrightAI MCP connected
User: "How does the auth middleware work?"
[MCP] wright: search_docs called
[MCP] wright: get_function_doc — validateToken()
[MCP] docs verified current as of 2 minutes ago
Claude: "Auth uses JWT via validateToken() in
auth/middleware.ts:14. It validates the Bearer
token, checks expiry, and attaches the decoded
user to req.user. Refresh tokens are handled
separately in auth/refresh.ts:67."
Works with
Claude Code
Cursor
GitHub Copilot
+ any MCP-compatible tool

Why Wright AI

Copilot, Cursor and Claude Code
write code. Wright AI keeps it honest.

AI coding assistants accelerate code creation without improving documentation accuracy. WrightAI is the documentation reliability layer your team is missing — the only tool that verifies documentation remains true as code evolves.

Capability
Wright AI
Doc Intelligence
GitHub Copilot
AI copilot
Cursor
AI editor
Claude Code
AI coding
Mintlify
Doc formatter
Documentation Drift DetectionAutomatically detects when code changes make documentation stale
Continuous accuracy verificationOngoing monitoring that documentation remains truthful as code evolves
Batch docstring generationGenerate documentation for entire repositories in one operation
CI enforcement (block stale PRs)Block pull requests when documentation is missing or drifted
Documentation coverage trackingKnow exactly what percentage of your codebase is documented
MCP server for AI toolsExposes live documentation to Claude Code, Cursor and Copilot via MCP
Codebase Q&A with citationsAnswer questions about code with answers cited to exact file and line
Documentation health dashboardEngineering-leader view of coverage, drift trends and repository health
Free to start, no credit card
Built in
Partial / manual
Not supported
Wright AI's exclusive capabilities — no other tool offers these

Why this matters now

AI is accelerating code creation.
Documentation is not keeping pace.

The same AI revolution that made your team ship faster has made your documentation problem significantly worse. WrightAI is the reliability layer between rapidly evolving code and the trusted knowledge your team needs.

10×
faster code generation

AI coding assistants have multiplied developer output — without touching documentation quality.

~0
improvement in doc accuracy

Every new AI coding tool writes more code. None of them verify that documentation keeps up.

documentation debt accumulating

The gap between code velocity and documentation accuracy widens every sprint.

The documentation trust timeline

2022
AI coding assistants launch

GitHub Copilot, ChatGPT go mainstream. Code creation accelerates dramatically.

2023
Code velocity doubles

Teams ship 2× more code with the same headcount. Documentation falls further behind.

2024
Documentation debt crisis

AI tools start getting confused by outdated context. Onboarding takes longer, not less.

2025
WrightAI fills the gap

The documentation reliability layer that makes AI-accelerated codebases trustworthy.

The uncomfortable truth

Every piece of documentation starts accurate and becomes a lie.

Your README was accurate when it was written.

Your API docs were correct at time of merge.

Your onboarding guide was useful on day one.

Every one of them drifts silently from that moment forward.

WrightAI is the only tool built specifically to stop that drift — continuously, automatically, across every repository.

Feedback

Help shape WrightAI.

We're building the future of Documentation Intelligence with real developers and engineering teams. Every feature request, pain point and enterprise requirement shapes the roadmap.

What should Wright build next?

Feature requests, feedback, pain points — every message is read and shapes what gets built.

feedback — wright

⌘ + Enter to send · No spam, ever

Enterprise Requirements

Need SSO, self-hosting, private deployments, compliance features or custom integrations? Tell us what your team needs.

SSO & identity provider integration
Self-hosted / private deployment
Compliance & audit requirements
Custom enterprise integrations
Talk to the Team
Documentation Intelligence Platform
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Trusted by 500+ developers

WrightAI is not another
documentation generator.

Generate documentation automatically from source code
Detect drift continuously as code evolves
Keep Claude Code, Cursor and AI tools grounded in truth
Track health and coverage across every repository
Block stale documentation from ever reaching production

It's the system that keeps documentation accurate, trustworthy and useful as your software evolves.

Start Free — No Credit CardRead the Docs
Free to start
No credit card
Setup in 60 seconds
GitHub integration
VS Code extension