AI PR Review Tools - CodeRabbit vs Greptile vs Graphite
AI PR Review Tools - CodeRabbit vs Greptile vs Graphite
Automated AI code review tools that integrate directly into GitHub/GitLab pull requests. These bots analyze your PRs, leave inline comments, catch bugs, and suggest improvements before human reviewers even look at the code.
What These Tools Do
Unlike AI coding assistants (Copilot, Cursor, OpenCode) that help you write code, PR review tools analyze code after you've written it:
- Automatic triggering - Bot activates when you open a PR
- Inline comments - Points to specific lines with issues
- Full codebase context - Understands your entire repo, not just the diff
- Bug detection - Security vulnerabilities, logic errors, edge cases
- Style enforcement - Consistency with your codebase patterns
The Three Major Players
CodeRabbit
Best for: Most teams, especially open source projects
| Aspect | Details |
|---|---|
| Pricing | Free for public repos, $15/user/month for private |
| Bug detection | 44% catch rate (benchmark) |
| Strengths | Low noise, adaptive learning, good signal-to-noise ratio |
| Weaknesses | Lower bug detection than Greptile |
| Platforms | GitHub, GitLab |
CodeRabbit learns from your feedback over time. If you dismiss a suggestion, it adjusts future reviews. Most popular option with strongest community adoption.
Greptile
Best for: Teams prioritizing maximum bug detection
| Aspect | Details |
|---|---|
| Pricing | ~$30/user/month (more expensive) |
| Bug detection | 82% catch rate (benchmark) - highest in class |
| Strengths | Full repo graph analysis, self-hosting option, API access |
| Weaknesses | More noise/false positives, higher cost, some trust concerns |
| Platforms | GitHub |
Greptile's deep codebase indexing catches bugs other tools miss. Trade-off is more comments to review, some of which may be low-value.
Graphite Diamond
Best for: Teams already using Graphite for stacked PRs
| Aspect | Details |
|---|---|
| Pricing | Part of Graphite platform ($20/user/month) |
| Bug detection | 6% catch rate (benchmark) - lowest |
| Strengths | Integrated with Graphite workflow, stacked PR support |
| Weaknesses | Poor standalone performance, requires Graphite ecosystem |
| Platforms | GitHub |
Diamond is best viewed as a feature of Graphite's stacked PR workflow, not a standalone review tool. Don't choose it for code review alone.
Head-to-Head Comparison
| Feature | CodeRabbit | Greptile | Graphite Diamond |
|---|---|---|---|
| Bug catch rate | 44% | 82% | 6% |
| False positive rate | Low | Higher | Low |
| Codebase context | PR + related files | Full repo graph | PR-focused |
| Self-hosting | No | Yes | No |
| API access | Limited | Yes | No |
| Learning/adaptive | Yes | Limited | Yes |
| Free tier | Public repos | No | No |
| Setup complexity | Easy | Medium | Easy (if using Graphite) |
Benchmark Context
The 82% vs 44% numbers come from Greptile's own benchmark testing 50 real-world bugs. Take with appropriate skepticism - Greptile ran the test. However, independent reviews generally confirm Greptile catches more issues but with more noise.
Which Should You Choose?
Start here:
β
βββ Budget-conscious or open source?
β βββ CodeRabbit (free for public repos)
β
βββ Maximum bug detection is priority?
β βββ Greptile (highest catch rate)
β
βββ Already using Graphite for stacked PRs?
β βββ Graphite Diamond (integrated experience)
β
βββ Want lowest noise, good-enough detection?
βββ CodeRabbit (best signal-to-noise)
For Solo Developers
If you're working alone on personal projects:
- CodeRabbit is the obvious choice - free for public repos
- Even for private repos, $15/month catches bugs before they ship
- These tools shine most on team projects but still valuable solo
What They Won't Replace
These tools augment, not replace:
- Human code review - Still needed for architecture, design decisions
- Linters/formatters - ESLint, Prettier still handle style
- Type checking - TypeScript compiler catches type errors faster
- Tests - Unit/integration tests catch runtime issues
Think of AI PR review as another layer in your quality stack.
Links
- CodeRabbit: https://coderabbit.ai
- Greptile: https://greptile.com
- Graphite: https://graphite.dev
- Benchmark comparison: https://greptile.com/benchmarks
Related
- Git - Version control fundamentals
- GitHub - Platform these tools integrate with