I built this after watching friends give up on open source because the "good first issue" filter still returns 100+ intimidating issues with no context. You paste your GitHub URL → it analyses your repos and languages → matches you to real good-first issues from popular repos → and for any issue you click, Gemini generates a 3-step roadmap: where to look, what to change, and how to test. There's also an encouragement engine that writes you a personalised pep talk before you submit your PR — sounds silly, but it actually helps. Live: first-pr-concierge.vercel.app GitHub:https://github.com/Boweii22/First-PR-Concierge I would greatly appreciate any constructive criticism, particularly regarding the accuracy of the matching process.