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GitRank

AI-powered PR analytics that measure developer impact, not just activity.

© 2026 GitRank. All rights reserved.
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Features

Everything you need tomeasure developer impact

GitRank combines AI evaluation, configurable scoring, and beautiful dashboards to turn every merged PR into actionable insights.

Built at TextCortex AI to solve our own recognition problem. Now open source for everyone.

Core Platform

The fundamental building blocks that power GitRank's PR intelligence.

AI-Powered Evaluation

Claude analyzes every merged PR—reading the diff, understanding the changes, and classifying the impact automatically.

  • Intelligent component detection
  • Severity classification (P0-P3)
  • Context-aware scoring
  • Handles large diffs gracefully

Configurable Scoring Rules

Define your own scoring system. Set multipliers per component, base points per severity, and custom eligibility criteria.

  • Custom component definitions
  • Adjustable multipliers
  • Severity level configuration
  • Per-repository overrides

Real-time Dashboards

Beautiful, data-rich dashboards for PMs and developers. See scores, trends, and leaderboards at a glance.

  • Team overview dashboard
  • Individual developer profiles
  • Component hotspot analysis
  • Score trend visualization

Leaderboards

Gamify contributions with real-time leaderboards. Track weekly MVPs, top PRs, and cumulative scores.

  • Weekly/monthly/all-time views
  • Top PR highlights
  • Streak tracking
  • Export capabilities

PR Comments

GitRank posts detailed evaluation comments directly on GitHub PRs, giving developers instant feedback.

  • Score breakdown
  • Eligibility check results
  • Impact summary
  • Optional (can be disabled)

Developer Profiles

Each contributor gets a profile page showing their score history, PR breakdown, and contribution patterns.

  • Historical score trends
  • Component expertise
  • Severity distribution
  • PR activity timeline
GitHub Integration

Deep GitHub integration

GitRank integrates seamlessly with GitHub through a secure GitHub App. Automatic webhook processing, no manual work required.

Webhook-driven

Instant processing when PRs are merged

Diff analysis

Full access to PR diffs and file changes

Issue linking

Scoring Engine

Fully customizable scoring

Every team is different. Configure GitRank to match your specific needs.

Component Definitions

Define the components of your product and assign multipliers based on complexity or business importance.

AUTH
1.5× multiplier
PAYMENTS
2.0× multiplier
UI
1.0×
NEW

Product Insightsfor Product Managers

Go beyond developer scores. Get deep visibility into product development patterns, identify problem areas, and make data-driven decisions about your roadmap.

Component Analytics

Track which parts of your product are getting the most development attention and where work is distributed.

  • PR count per component
NEW

Product ChangelogAuto-Generated from PRs

Keep your users informed with beautiful, AI-generated changelog pages. Turn merged PRs into user-friendly release notes with a single click.

AI-Powered Generation

Claude analyzes your PRs and generates user-friendly changelog entries automatically, categorizing them by type.

  • Detects feature vs bug fix vs improvement
  • Writes clear, non-technical descriptions

Your Infrastructure

Deploy on any cloud or on-premise

Data Sovereignty

All data stays behind your firewall

Supabase Backend

PostgreSQL with Row Level Security

CC BY-NC 4.0

Free for non-commercial use

Self-Hosted

Ready to get started?

Set up GitRank in under 5 minutes. Free for open source projects.

Start FreeSee How It Works
Detects linked issues from PR descriptions

PR comments

Posts evaluation results as PR comments

Backfill support

Process historical PRs on demand

// GitHub Webhook Payload
{
  "action": "closed",
  "pull_request": {
    "merged": true,
    "number": 142,
    "title": "Fix auth token refresh",
    "additions": 45,
    "deletions": 12,
    "changed_files": 3
  }
}

// GitRank Response
{
  "component": "AUTH",
  "severity": "P1",
  "score": 75,
  "eligibility": {
    "issue": true,
    "implementation": true,
    "tests": true
  }
}
multiplier

Severity Levels

Configure severity levels with base points. The AI will classify each PR based on the impact of the changes.

P0 - Critical
100 pts
P1 - High
50 pts
P2 - Medium
25 pts
P3 - Low
10 pts
Lines of code changed
  • Contributor count tracking
  • Activity trends over time
  • Bug Hotspots

    Identify components with the most P0/P1 bug fixes to focus quality improvement efforts where they matter most.

    • P0/P1 bug concentration
    • Week-over-week trends
    • Bug-to-feature ratio
    • Historical comparisons

    Feature Ownership

    Know who owns each area of your codebase. See primary contributors and ownership percentages for every component.

    • Primary owner identification
    • Ownership percentage
    • Top 3 contributors per area
    • Bug fix specialists

    Knowledge Silos

    Spot single-contributor components before they become problems. Proactively manage bus factor risk.

    • Single contributor warnings
    • Low diversity alerts
    • Risk scoring
    • Recommended actions

    Severity Trends

    Track the bug vs feature ratio over time. Understand if your team is in maintenance mode or shipping new value.

    • Weekly trend charts
    • Bug/feature split
    • Quality metrics
    • Development focus analysis

    At-Risk Components

    Combine multiple signals to identify components that need attention: high bugs, low eligibility, and poor quality scores.

    • Composite risk scoring
    • Multi-factor analysis
    • Prioritized attention list
    • Actionable insights

    Make better product decisions

    Product Insights transforms raw PR data into actionable intelligence. Know where your team is spending time, identify bottlenecks, and ensure no critical areas are neglected.

    Identify expertise gaps in your team
    Track product quality over time
    Balance work across all components
    Component Health Score
    Dashboard
    Auth92%
    Payments78%
    Dashboard85%
    API65%
    Extracts key user-facing changes
  • Skips internal-only changes
  • Draft & Publish Workflow

    Generated entries start as drafts. Review, edit, and publish when ready. Full control over what goes public.

    • Draft/published status management
    • Bulk selection and actions
    • Edit title and description
    • Change category anytime

    Public Changelog Page

    Beautiful, hosted changelog page at your custom URL. Share product updates with your users and stakeholders.

    • Clean timeline design
    • Category filtering
    • Grouped by month
    • Smooth animations

    Smart Categorization

    Entries are automatically categorized into New Features, Improvements, Bug Fixes, and Breaking Changes.

    • Color-coded badges
    • Filter by category
    • Visual differentiation
    • Intuitive icons

    Timeline View

    Entries are grouped by month with a beautiful timeline design. Users can easily browse your product history.

    • Monthly grouping
    • Chronological order
    • Animated entry reveals
    • Responsive design

    Customizable Settings

    Configure your changelog to match your brand. Control what information is displayed and how it appears.

    • Toggle date display
    • Custom product name
    • Your organization branding
    • Public URL per org

    From PR to changelog in seconds

    Stop manually writing release notes. GitRank reads your PRs, understands the changes, and generates polished changelog entries that your users will actually want to read.

    Generate entries from multiple PRs at once
    Review and refine before publishing
    Share your public changelog URL anywhere
    Recent Updates
    Public
    New Feature

    Dark mode support

    Improvement

    Faster page load times

    Bug Fix

    Fixed login redirect issue

    Deploy on your own infrastructure

    GitRank is fully open source. Self-host it on your own servers for complete control over your data and customization options.

    View SourceDeployment Guide