Converting one document to Markdown by hand is easy. Doing it for thousands — keeping them clean, versioned, and retrievable — is a pipeline problem. That's what automated Markdown management solves.
What to automate
- Ingestion: convert files and URLs to Markdown via one API, in batch.
- Storage: keep clean Markdown in knowledge bases, not scattered files.
- Retrieval: let your AI pull the right content on demand over API and MCP.
Why it matters
Manual conversion doesn't scale and drifts out of date. An automated pipeline means every model, agent, and app reads from the same fresh, clean source — with built-in RAG so retrieval just works.
How Kit for AI helps
Convert anything to Markdown or JSON through one API, store it in knowledge bases, and retrieve it over the API or an MCP server. One login, one bill, the whole pipeline automated.