Documentation Drifts the Moment Code Ships
You shipped last week. The wiki still describes the old architecture. Nobody updates it because nobody trusts it.
FOR SOFTWARE ENGINEERS
AI Documentation Generator for Software Engineers
Ask Ludflow what you need documented and it generates it from your latest codebase and schemas. Stop context-switching between stale wikis, Slack threads, and code comments.
The Problem
Why Software Engineers Need Better Documentation Tools
Developer Onboarding Takes Months Without Good Docs
New engineers spend weeks asking questions that should be answered by documentation. Tribal knowledge lives in Slack DMs.
Documentation Search Returns Irrelevant Results
You search for 'user auth flow' and get 47 results across Confluence, Notion, and Google Docs. None of them are current.
AI DOCUMENTATION
Generate Documents With Diagrams From Descriptions & Code
Describe a system architecture, data flow, or API structure in plain English. Ludflow generates Mermaid diagrams and documentation connected to your actual schemas.
- Plain English to architecture diagrams
- Schema-aware AI editor
- Generates from your connected codebase and schemas
AI document editor
Prompt
Describe the user authentication flow for our Next.js app
Generated from 3 sources
SEMANTIC SEARCH
Semantic Search Across Documentation, Code, and Schemas
Search across documentation, code, and schema metadata simultaneously. Ludflow's semantic search understands what you mean, not just what you typed.
- Cross-source search (docs + code + schemas)
- Meaning-based, not keyword-based
- Results cite their source
semantic search
how does user authentication work?
Auth Service Overviewdocs
The authentication service handles login, token refresh, and...
auth.controller.tscode
export class AuthController { async login(...
users.emailschema
Owner: Auth Team · PII: Yes · Encrypted: AES-256
MCP FOR AI AGENTS
MCP Integration — Grounded Context for AI Copilots
Connect your AI coding assistant to Ludflow via MCP. It gets accurate, cited answers about your systems instead of hallucinating based on training data.
- Model Context Protocol integration
- Grounded answers from your knowledge base
- Works with any MCP-compatible tool
AI copilot + MCP
What services write to the orders table and what columns do they modify?
Based on code analysis, 2 services write to orders:
- •checkout-service → total, status, updated_at
- •fulfillment-api → status, shipped_at
FAQ
Frequently Asked Questions About Ludflow
See It For Yourself
Book a demo. See how AI documentation, data governance, and MCP work together to fix your broken knowledge base.