AI & Agent Access

Flashlight Database is published as ordinary crawlable HTML and as compact structured data for agents.

Machine-readable endpoints

• Agent manifest — discovery document for the machine-readable surfaces and WebMCP tools.
• Full catalog JSON — flashlight entities, core specifications, sources, and source-backed semantic facts.
• Relationship graph — normalized subject → predicate → object relationships.
• Computed question index — query fan-out pages and the entities supporting each answer.
• Compact Markdown catalog — low-token overview.
• llms.txt and llms-full.txt — agent-oriented site maps and usage guidance.

Each flashlight also has dedicated JSON and Markdown representations linked from its HTML product page.

Browser-agent tools

When the browser supports the Web Model Context API, this site registers read-only WebMCP tools for searching flashlights, retrieving an entity, finding related lights, comparing known records, and searching computed questions.

WebMCP is progressive enhancement: crawlers and assistants which do not support it still get the same information through HTML, JSON-LD, JSON, Markdown, sitemaps, and internal links.