Human-in-the-Loop
A commit model separates working draft from published truth. AI agents can assist broadly without silently becoming the system of record.
MCP-Native
Acts as both MCP server and MCP client. Connect VS Code Copilot, Claude Desktop, Cursor, or any MCP-capable agent to your knowledge base.
OS-Like Architecture
Layered Core / Handlers / Presentation design keeps content-type logic isolated. Extend the platform with MCP servers without modifying core.
Hybrid Search
BM25 lexical + kNN semantic retrieval with RRF fusion. Aperture filtering for precision control over semantic neighborhood size.
Versioned Collections
Every commit creates a new version. History, provenance, and the path from raw input to reviewed knowledge are preserved — not flattened.
Open Source
Self-host on your own infrastructure with full control over your data. Docker Compose deployment with ArangoDB, OpenSearch, and S3-compatible storage.