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SWE-bench

Benchmark framework evaluating AI coding agents on real GitHub issues and PRs.

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About 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.

Key Features

  • Real-world task evaluation
  • GitHub issue benchmarks
  • Agent comparison
  • Leaderboard
  • Reproducible testing
  • Python repository focus

Pricing

free

Free and open source research benchmark.

Pros

  • + Industry-standard benchmark
  • + Real-world tasks
  • + Open source
  • + Active leaderboard

Cons

  • Python-focused only
  • Benchmark gaming concerns
  • Limited to issue resolution tasks

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