Open-source tool

Knowledge MCP

In development

Knowledge MCP: Native Context Retrieval

Launch status

A local knowledge server that bypasses RAG and vector databases, providing AI assistants with fast, structured access to domain knowledge via the Model Context Protocol.

Current focus

Full document reasoning: Reads complete source documents natively rather than relying on destructively chunked snippets.
Offline data pipeline: Real-time file watchers and nightly incremental syncs keep the index fresh without rebuilding.
Binary extraction: Automatically extracts searchable text from PDFs, Office documents, and images without mutating source files.

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The product story is public, but the download, license, or repository path is not ready for a public handoff yet.

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