Kit For AI
Persistent memory and grounded knowledge for MCP agents — drop in any file or URL, get searchable kn
Kit for AI gives MCP agents persistent memory via native MCP tools (remember/recall/search) — no SDK, no glue code. Drop in PDFs, docs, URLs, or YouTube videos and get clean, chunked, embedded knowledge bases with hybrid vector+keyword search and reranking. Up to 90% fewer tokens than whole-document context. Works with Claude, Cursor, Gemini, Grok, any model. Free to start, invite-only Pro/Business tiers.
What is Kit For AI?
Kit for AI is the memory and knowledge layer for MCP-native AI agents. It provides persistent memory, document conversion, and semantic search as native MCP tools — remember, recall, and search over documents, URLs, and YouTube videos. Agents call these tools directly, eliminating the need to build and maintain a 5-service RAG stack. Up to 90% fewer tokens than whole-document context dumps.
Key features
- Memory as native MCP tools — remember, recall, search — no SDK or glue code needed
- Auto-converts any file (PDF, DOCX, XLSX, PPTX, CSV, images via OCR) and URL to clean, searchable Markdown
- YouTube video transcript extraction — turn lectures and talks into searchable knowledge
- Hybrid vector + keyword retrieval with in-house reranking
- Knowledge bases with cited answers and feedback corrections
- One API works with any model — Claude, Cursor, Gemini, Grok, Qwen, DeepSeek, Meta, Mistral, Perplexity
- Claude Code plugin: /plugin marketplace add l33tcy/kitforai-claude
- Near-duplicate deduplication and versioned memories
Who it's for
- Agent teams who want persistent memory across sessions without building their own RAG stack
- Support bots that need grounded, cited answers from internal documentation
- Researchers feeding PDF libraries and academic papers into agent workflows
- Developers who need to convert 200-page PDFs with tables into clean Markdown for RAG pipelines
When not to use it
Pro and Business tiers are currently invite-only — the free tier is limited. If you need on-premise deployment or self-hosted infrastructure, Kit for AI is a managed SaaS.
FAQ
What file formats does Kit for AI support?
PDF, Word (DOCX), Excel (XLSX), PowerPoint (PPTX), CSV, HTML, images (PNG/JPG/WebP via OCR), plain text, and Markdown. YouTube links are also supported.
Does Kit for AI store my documents on third-party AI systems?
No. Documents are encrypted at rest, private to your account, and processed entirely by Kit for AI's in-house systems — never handed to a third-party AI for training.
How is this different from a vector database?
Kit for AI is a complete managed RAG platform — it handles document parsing, chunking, embedding, hybrid retrieval, reranking, and knowledge base management in one service. Vector databases give you storage; Kit gives you the full pipeline.
Can I use Kit for AI with any MCP client?
Yes. Configure via MCP config, use the Claude Code plugin, or hit the REST API directly. One API key works everywhere.
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