inspect reviews every PR by first running entity-level triage to identify which functions and classes carry the most risk, then pointing LLMs at those specific changes. The result: fewer false positives, precise inline comments with committable fix suggestions, and reviews that finish in under 20 seconds. Works on any language. Free for public repos.

What it does

inspect analyzes your pull requests at the entity level: functions, classes, and methods. Instead of scanning entire diffs, it builds a dependency graph to find which changes have the highest blast radius, then reviews those with a 9-lens LLM ensemble.

Every review includes:

• Inline comments on the exact lines that matter
• Committable code suggestions you can apply with one click
• A triage summary showing entity count, risk levels, and verdict

Why it works better

Most review tools send your entire diff to an LLM. inspect cuts 100 entities down to the 10 that matter (92% token reduction), then reviews those deeply. Better recall, fewer hallucinations, lower cost.

Martian Bench results: 46.2% F1 avg across 50 real PRs, ranked #1.

Getting started

1. Install the app on your repos
2. Open a pull request
3. inspect posts a review automatically

You can also trigger a review on any PR by commenting /inspect.

Supported languages

TypeScript, JavaScript, Python, Rust, Go, Java, C, C++, Ruby, Swift, PHP, Kotlin, Scala, Elixir, Bash, and more.

Links

• Website
• Documentation