Best for
- Teams that need the knowledge behind agent answers to stay inspectable, versioned, and portable
- Local-first workflows that avoid hosted indexes, cloud registries, or cloud refresh workers
- Scenarios requiring visible source references and conservative link resolution that warns instead of guessing
- Deployments that want deterministic lexical search without an embedding service or LLM key