Born from our struggle at TextCortex AI to fairly reward our top performers, GitRank uses AI to automatically evaluate every merged pull request—scoring contributions by severity and impact. Finally, an objective way to recognize excellence and automate your bug bounty program.
at TextCortex AI
At TextCortex AI, we knew who our star performers were—the developers who consistently shipped critical bug fixes, tackled the hardest problems, and moved the product forward. But when it came time for bonuses and recognition, we hit a wall.
So we built GitRank
Today, every merged PR at TextCortex gets automatically evaluated by Claude. Our team knows exactly how their work is valued, bonuses are calculated objectively, and our top performers finally get the recognition they deserve.
No more manual spreadsheets or subjective reviews. GitRank connects to GitHub and automatically evaluates every merged pull request using Claude AI.
Install the GitRank GitHub App on your organization. Takes less than 2 minutes.
Developers work as usual. When a PR is merged, GitRank gets notified via webhook.
Claude analyzes the diff, classifies the component and severity, and calculates a score.
Scores feed into dashboards. Developers see their impact. PMs track quality metrics.
Built for engineering managers, PMs, and developers who are tired of manual PR reviews and want to measure and reward impact objectively.
Claude analyzes PR diffs, linked issues, and commit messages to classify severity and component automatically.
sarah_dev
mike_eng
alex_backend
jane_frontend
tom_devops
Real-time rankings by total score, PR count, or average impact.
GitRank posts detailed evaluation comments directly on every merged PR.
Run GitRank on your own infrastructure. Keep all data behind your firewall.
GitRank comments on every merged PR with a breakdown of the score, eligibility checks, and impact analysis. Developers know exactly how their work is valued.
GitRank Bot
commented just now
Component
Auth (1.5×)
Severity
P1 (50 pts)
Eligibility Checks
Go beyond developer metrics. Understand where your product is evolving, identify bug hotspots, track feature ownership, and spot knowledge silos before they become problems.
See which parts of your product are getting the most attention.
Identify components with the most P0/P1 bug fixes.
Know who owns each feature area.
Spot single-contributor components.
Track bug vs feature ratio over time.
High bugs + low eligibility = needs attention.
We solved our own problem at TextCortex AI, and now we're open-sourcing it for everyone. Self-host it, fork it, contribute to it. Free for non-commercial use under CC BY-NC 4.0.
Whether you're struggling with fair compensation, performance reviews, or contributor recognition—GitRank has you covered.
Problem
Manually tracking PR impact is time-consuming and subjective
Solution
Automate scoring and payouts with AI-powered evaluation. Every contribution is measured objectively.
Problem
Hard to quantify developer contributions during review cycles
Solution
Pull objective metrics for 1:1s, promotions, and compensation decisions. No more guesswork.
Problem
Star developers go unnoticed while others take credit
Solution
Real-time leaderboards and public recognition for those who ship the most impactful work.
Join TextCortex AI and hundreds of engineering teams who've solved the recognition problem.
Setup takes 5 minutes. Free for non-commercial use. Open source and self-hostable.
