Reference
For the complete documentation index optimized for AI agents, see llms.txt.
- Python async client —
helix-db0.3.3 adds reusable HTTPX connection pooling, concurrent requests, cancellation-safe response cleanup, and asynchronous embedded writer and reader clients.
- Open-source database — the engine moved out of
helix-hyperscaleinto the public, modularhelix-dbworkspace. - New query planner — a dedicated logical and physical planning layer optimizes the typed operation-tree AST before execution.
- Embedded database — run the same engine and queries in process with memory, disk, or object storage.
- Vector prefiltering — traverse and filter an exact candidate set before vector ranking, so results cannot escape graph or permission boundaries.
- Row bindings —
bind+projectBindings/projectDistinctBindingscorrelate values captured at different hops of a single traversal. - Python SDK — new zero-dependency synchronous SDK (
helix-db, imported ashelixdb). - CLI 3.0.6 —
--pathflag onhelix add.
- Go SDK
- Better cache metrics for better query insights
- Query plan improvements
helix chefcommand for local bootstrap- CLI DX improvements
- Local docker deployment
- Query plan improvements
- Query insights, metrics and suggestions
- Stability and reliability improvements
- Better memory usage and caching