Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI & Product Hunt in parallel — returns a 0-100 reality signal with real competitor data.
Enables binding documentation claims to tiered code fingerprints, catching stale CLAUDE.md, AGENTS.md, and docs at write time inside coding agents with a tamper-evident history.
Enables agents to turn a plain-language description of a device into a complete, validated build package — parts list, 3D-printable parts, wiring, firmware code, picture assembly guide, and tests — that anyone can assemble without electronics experience.