Idea Reality vs GitDealFlow Signal

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI & Product Hunt before you build — returns a 0-100 reality signal, top competitors, and pivot suggestions. Quick mode (2 sources) or Deep mode (5 sources in parallel). Supports English and Chinese input.

GitHub-derived engineering acceleration signals for VC deal flow — surface stealth startups before TechCrunch covers them. Weekly-refreshed dataset of 109 startups across 20 sectors (AI/ML, Dev Tools, Infra, FinTech, +16 more), ranked by 14-day commit velocity change, contributor growth, and repo si

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