Agentic Doc-Sync Pipeline

An MCP server built on a RAG architecture that intelligently analyzes GitHub repositories across an organization. The system extracts knowledge from the codebase, centralizes it in a vector database, and surfaces it as living technical documentation through a Docusaurus frontend.

An AI model evaluates every code push to determine whether documentation changes are needed. When a meaningful change is detected, the system generates or updates Markdown files inside the Docusaurus source tree, keeping documentation in perfect sync with the codebase — automatically and continuously.

GitHub Actions orchestrates the entire workflow: on each push event, a workflow triggers the AI API to analyze the code diff, produces structured Markdown from the findings, and commits the documentation updates back to the repository. Zero manual effort required.