SWE-bench
Benchmark framework evaluating AI coding agents on real GitHub issues and PRs.
01
Why choose SWE-bench
Benchmark and evaluation framework for testing AI coding agents on real-world software engineering tasks. Uses real GitHub issues and pull requests from popular Python repositories to measure agent capabilities.
- Industry-standard benchmark
- Real-world tasks
- Open source
- Active leaderboard
02
Where it falls short
- Python-focused only
- Benchmark gaming concerns
- Limited to issue resolution tasks
03
Best for these users
Target audience
Software developers, engineers
Best for
Industry-standard benchmark
Skip if you need
Python-focused only
04
Pricing overview
05
Key features
✓Real-world task evaluation
✓GitHub issue benchmarks
✓Agent comparison
✓Leaderboard
✓Reproducible testing
✓Python repository focus
07
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08
Related comparisons
09
The verdict
SWE-bench
Free
SWE-bench is a solid choice for software developers who need industry-standard benchmark. At free, it delivers good value. Main caveat: python-focused only. Compare with alternatives before committing.