# Flashlight Database

> A source-backed flashlight knowledge graph for specifications, firmware/UI behavior, measurements, relationships, and computed comparison questions.

Prefer the machine-readable entity JSON or Markdown records for exact flashlight facts. Query pages are deterministic views over the graph and link back to supporting entities. Source-backed semantic facts include provenance and confidence.

## Core machine-readable data

- [Agent manifest](https://flashlightdatabase.com/ai/manifest.json): endpoint and WebMCP tool discovery
- [Flashlight catalog](https://flashlightdatabase.com/ai/catalog.json): all tracked entities and core attributes
- [Relationship graph](https://flashlightdatabase.com/ai/relationships.json): subject-predicate-object edges
- [Computed question index](https://flashlightdatabase.com/ai/query-index.json): fan-out questions and supporting entities
- [Compact Markdown catalog](https://flashlightdatabase.com/ai/catalog.md): low-token catalog overview

## Human-readable hubs

- [Flashlights](https://flashlightdatabase.com/flashlights/): model and variant catalog
- [Computed questions](https://flashlightdatabase.com/questions/): query fan-out answers
- [UI and firmware](https://flashlightdatabase.com/ui/): shared interaction models and firmware families
- [Feature facets](https://flashlightdatabase.com/facets/): structured browse pages
- [Brands](https://flashlightdatabase.com/brands/): manufacturer index

## Notes for agents

- Manufacturer claims and independent measurements are not silently merged.
- Prefer source-backed knowledge facts and observations when a value is contested.
- UI families are shared concepts; model-specific firmware overrides remain attached to the flashlight/revision.
- Generated question pages require at least two supporting tracked variants to avoid one-entity thin pages.