The Problem
What pain point this idea addresses
Building RAG over GitHub markdown docs often leads to stale citations. Embeddings refresh nightly, but citations in the UI still point to deleted pages. This breaks the user experience. It erodes trust in the AI's answers. Developers waste time manually fixing broken links. This problem is common for teams using GitHub for documentation and building AI assistants on top of it.
Real-world signals
Hacker News
Building RAG over GitHub markdown docs — embeddings refresh nightly but citations in the UI still point to deleted pages.
The Solution
How the product solves the problem
Page Sync for RAG GitHub citations automatically tracks document lifecycle. It identifies deleted or moved GitHub markdown files. When a page is gone, it flags the old citation. It can also suggest new links if a page moved. This ensures your RAG system always provides accurate, current citations. It keeps your AI assistant reliable and your users happy.
Target Audience
Who will pay and why they care
Indie hackers and small dev teams building AI-powered assistants or chatbots on top of GitHub documentation. They use RAG for knowledge retrieval. They need reliable citations for their users. They value automation and want to avoid manual link checking. They are comfortable with modern web development stacks.
Why This Can Win Fast
Speed-to-traction advantages
This solves a specific, painful problem for RAG builders. The core value is immediate: no more broken links. It integrates with existing GitHub workflows. The initial feature set is small and focused. It targets a niche willing to pay for reliability. A solo founder can build and launch this quickly, starting with a simple API.