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Agience

A human-in-the-loop knowledge curation platform — where AI agents and humans collaborate over structured, versioned information through open MCP standards.

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.