SWE-bench Verified
500 human-validated GitHub issue resolution tasks from SWE-bench, created with OpenAI in August 2024. The standard evaluation for agentic coding systems. Top performers (2026) exceed 78% resolved. High benchmark score alone doesn't make a model the right pick — weigh it against pricing, API availability, and release date.
Models ranked
80
tracked on this benchmark
Score band
96.0 – 23.6
best → lowest tracked
Snapshot trend
+12.50
Jun 23 → Jul 3 · 1 models
Leaderboard
Tracked models ranked by % Resolved (higher is better).
How to read this benchmark
This benchmark scores models where higher is better. Scores are useful for directional filtering and shortlisting — not for universal quality ranking. Prefer benchmarks closest to your workload, then validate the linked model pages for pricing, context window, and provider availability.
Trust this score when
- There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
- The model list covers the same version family you can actually deploy today.
- Top candidates overlap with your required routing and feature requirements.
Be cautious when
- There is only one benchmark snapshot or the dataset appears stale.
- The benchmark metric direction is opposite of your decision objective.
- The score difference between options is narrow and likely within implementation variance.
FAQ
What does the benchmark measure?
500 human-validated GitHub issue resolution tasks from SWE-bench, created with OpenAI in August 2024. The standard evaluation for agentic coding systems. Top performers (2026) exceed 78% resolved. On this page it ranks 80 tracked models where higher is better.
Is a higher SWE-bench Verified score always better?
For this benchmark, higher is better. A high score helps you shortlist, but confirm pricing, context window, and provider availability on each model page before committing — the top scorer is not always the right pick for your workload or budget.
How current is this SWE-bench Verified data?
This benchmark was last reviewed on Apr 15, 2026. The tracked score average moved +12.50 points across the last 3 snapshots.
Related benchmarks
Last reviewed: Apr 15, 2026