Kit for AI serves as a memory and knowledge layer for AI agents and applications. It instantly converts any document, URL, or image into clean, model-ready text or structured JSON, maintains searchable knowledge bases that agents can cite, and exposes everything through a simple API and MCP server. Users can attach it directly to any LLM without having to operate their own vector databases or retrieval pipelines. It is aimed at developers who want reliable context and memory for their agents with minimal overhead.
Kit for AI is a RAG, search & retrieval product. Building, maintaining, and babysitting a complete RAG stack just to give AI agents reliable long-term memory and access to documents. Kit for AI is a B2B product aimed at AI agent developers and builders. There is a free tier. Kit for AI is available on the web and API.
Kit for AI first shipped in 2026. The project is developed in the open on GitHub with 153 stars and 3 commits in the last 90 days. Among its 6 catalogued features are Document Conversion, URL to Markdown, and OCR Extraction. It exposes integrations via an MCP server and a public API.
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