Kit For AI
The memory layer for AI agents
- Category
- AI & Machine Learning
- Launched
- July 16, 2026
- Pricing
- freemium
- Founder
- Aymen
- Website
- kitforai.com

Kit For AI is a platform that provides persistent memory and grounded knowledge for AI agents. It offers native MCP (Model Context Protocol) tools that agents call directly, eliminating the need to build and maintain a RAG stack. Users can upload files (PDF, DOCX, images, etc.), URLs, or YouTube videos, and the system converts them into clean Markdown, chunks, embeds, and makes them searchable. Key features include: Memory tools : remember , recall , and search as MCP tools for agents to store and retrieve user preferences and cross session data. Document conversion : Turn any file or URL into clean Markdown or structured JSON, including OCR for images. Semantic search : Hybrid retrieval combining vector embeddings and full text search with reranking. Knowledge bases : Group documents into searchable KBs with cited answers. Token efficiency : Up to 90% fewer tokens by retrieving only relevant passages. Privacy : Encryption at rest, isolated projects, and data never used for training.
Discovered via
- Product Hunt Today · · Kit For AI: The memory layer for AI agents | Product Hunt