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ghfind

Discover the best developers — and become one.

An evidence-based platform to find great developers, measure where you stand, and grow from there. Start with a brutally honest 0–100 value & trust score on any public GitHub profile — see your gaps, learn where to go, then explore the strongest builders in your ecosystem, find worthy peers and rivals, and let your own work get discovered.

Top comment

I'm hikariming, the developer behind ghfind. The backstory: A few months ago I was evaluating candidates for a project and kept running into GitHub profiles that looked incredible on the surface — thousands of stars, dark-green contribution graphs, hundreds of followers. But when I actually looked at the repos, most of the stars were on forks, the contributions were one-line typo fixes across repos they didn't own, and the followers had the unmistakable curve of a follow-back loop. I realized GitHub's built-in metrics — stars, followers, contribution count — measure popularity, not contribution value. And popularity is cheap to manufacture. So I built ghfind. It scores any GitHub account from 0–100 across six weighted dimensions: account maturity, original project quality, contribution quality, ecosystem impact, community influence, and activity authenticity. The engine is fully deterministic — same inputs, same score, every time. No AI touches the number. The scoring core is open source under AGPL, ported line-for-line from Python to TypeScript with unit tests locking the outputs in parity. A few things you might find interesting: Out of ~19,000 scored accounts, fewer than 1% tripped the strongest red flags. Most developers are genuine. But the ones that aren't are spectacularly not. Stars have almost zero correlation with contribution quality. I've seen accounts with 8,000+ stars and contribution scores in the bottom quartile — all forks, no original work. The optional AI roast is the part everyone tries first. It's brutal. You've been warned. You can bring your own LLM key (stays in your browser localStorage, never hits the server), use the REST API, the CLI (ghfind scan), or plug it into any MCP-compatible agent. What I'd love feedback on: Scoring edge cases — if your score feels off, tell me. The engine gets smarter with every real-world data point. Language leaderboards — which languages should I add next? Anything broken, confusing, or just not fun. Try it on yourself first (everyone does): ghfind.com Then try some usernames you admire — and some you're suspicious of. That's where it gets fun. Happy to answer any questions. Really excited to hear what you all think! 🔥

About ghfind on Product Hunt

Discover the best developers — and become one.

ghfind was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #63 on the daily leaderboard. An evidence-based platform to find great developers, measure where you stand, and grow from there. Start with a brutally honest 0–100 value & trust score on any public GitHub profile — see your gaps, learn where to go, then explore the strongest builders in your ecosystem, find worthy peers and rivals, and let your own work get discovered.

On the analytics side, ghfind competes within Developer Tools and GitHub — topics that collectively have 556.8k followers on Product Hunt. The dashboard above tracks how ghfind performed against the three products that launched closest to it on the same day.

Who hunted ghfind?

ghfind was hunted by 嗷呜喵. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of ghfind including community comment highlights and product details, visit the product overview.