GitStars – Analyze and compare your GitHub Stars with top developers

Summary: GitStars processes your GitHub Stars locally in the browser to generate a Skill Radar and compare your coding profile with prominent developers. It identifies semantically similar repositories and enables sharing encoded profile links without any backend.

What it does

GitStars analyzes your GitHub Stars using compressed embeddings and WebAssembly-based vector search to classify your interests and find developers with similar coding styles. It highlights niche repositories related to your starred projects and runs entirely client-side.

Who it's for

It is designed for developers who want to understand their coding preferences, discover hidden repositories, and compare their profiles with well-known programmers.

Why it matters

GitStars transforms GitHub Stars from static bookmarks into a semantic dataset that reveals professional evolution and connections without exposing data to external servers.