Features
Everything you need to discover, evaluate, and launch open-source product ideas.
AI-Powered Discovery
Our AI analyzes thousands of GitHub repositories daily, surfacing hidden gems and trending projects before they go mainstream. Smart search understands natural language — describe what you need and find it instantly.
Multi-Dimensional Rankings
Go beyond star counts. Our scoring system evaluates momentum, code quality, community health, and commercial opportunity to give you a complete picture of every project.
AI Signal Summaries & Launch Angles
For each project, get AI-generated insights: what it does, why it matters now, and how you could build a product around it. Every launch angle is unique and tailored to the project's capabilities.
GitHub Global Search
Search across millions of GitHub repositories in real time. Use natural language or keywords — our AI understands your intent and finds the most relevant results.
AI Incubation Studio
Turn any open-source project into a product concept. Generate opportunity briefs, MVP feature lists, suggested tech stacks, and week-one launch plans — all powered by AI.
Compare & Library
Side-by-side comparison of projects with full metrics. Save promising finds to your personal library for future reference and track how they evolve over time.
Bilingual Interface
Full English and Chinese support across the entire platform. AI summaries and insights are generated in both languages for a global developer audience.
Export & API
Export opportunity briefs as PDF. Pro and Team users get API access to integrate Signal Finder data into their own workflows and tools.