DeepSWE benchmarks coding agents on long-horizon software engineering tasks and publishes a leaderboard.

deepswe.datacurve.ai
DeepSWE homepage screenshot

About DeepSWE

DeepSWE is a benchmark that evaluates frontier coding agents on original, long-horizon software engineering tasks and publishes a public leaderboard. Tasks are written from scratch rather than adapted from existing commits or pull requests, and the task pool spans 91 repositories across 5 languages. The site says prompts are roughly half the length of SWE-bench Pro's, while solutions require more code and output tokens. Verifiers are hand-written to test software behavior rather than implementation details.

Key features

  • Leaderboard of 113 original long-horizon software engineering tasks
  • Reports Pass@1 with confidence intervals, average cost, output tokens and agent steps
  • Contamination-free tasks written from scratch, not adapted from commits or PRs
  • Task pool covering 91 repositories across 5 languages
  • Hand-written verifiers testing software behavior rather than implementation details
  • Version switcher for v1 and v1.1, with filters for models and effort levels
Best for: Teams and researchers who need to compare frontier coding agents on long-horizon software engineering tasks rather than short benchmark problems.
Good for
  • Tasks are authored from scratch instead of being adapted from existing commits or pull requests, which the site presents as reducing contamination.
  • Verifiers are hand-written to test software behavior rather than implementation details.
  • Leaderboard entries pair accuracy with average cost, output token counts and agent steps.
Watch out for
  • All models are run on mini-swe-agent for consistency, so results reflect that harness.
  • The displayed leaderboard excerpt covers 21 of 28 models and 57 of 70 configurations.
  • No pricing information is provided on the site.

DeepSWE at a glance

Type
Website
Pricing
Not confirmed. Check the site
Platforms
Web
Open source
Not stated
Language
English
Last checked
Oct 6, 2026 · Online when checked
Listed
Oct 5, 2026

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DeepSWE FAQ

What does DeepSWE measure?
It measures frontier coding agents on original, long-horizon software engineering tasks and publishes the results as a leaderboard.
How does DeepSWE address benchmark contamination?
Tasks are written from scratch rather than adapted from existing commits or pull requests; the site states that no model has seen the solution during pretraining.
What does a leaderboard entry include?
Each model entry shows Pass@1 with a confidence interval, average cost, output tokens and agent steps, and entries can be filtered by model, configuration and effort level.
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