What shipped.
When.
Access profiles
Share a connector with specific teammates at read, write, or manage level. Grants resolve in seconds — and revoke just as fast.
Audit log
Append-only record of every administrative change — API keys, members, shares, settings — reviewable by admins in the UI and API.
20 connectors
Pipedrive, QuickBooks, Discord, Intercom, Dropbox and more — the connector fleet doubled, all with incremental sync and deletion reconciliation.
Search: HNSW + reranking
pgvector HNSW candidate retrieval, per-source scoped search, and an opt-in cross-encoder rerank stage.
Dynamic MCP tool descriptions
Agents see tool descriptions generated from your own corpus, so they know which source to query before they ask.
Health scoring v2
Blends retrieval frequency, agent feedback signals, and freshness into a live score with an automatic healthy → declining → critical lifecycle.
Per-connector OAuth scopes
Read-only enforcement on every connector. JWT on every endpoint with rotating HS256 secrets.
Context relationships
Related contexts computed in the background and returned alongside retrieved results.
Initial self-hosted release
Go API server, Python worker, Postgres + pgvector, Next.js dashboard. End-to-end MCP loop with five connectors.