500 manually verified GitHub issues confirmed solvable by human engineers. High-quality subset of SWE-bench.
61 results indexed across 2 metrics. Shaded row marks current SOTA; ties broken by submission date.
| # | Model | Org | Submitted | Paper / code | resolve-rate |
|---|---|---|---|---|---|
| 01 | Claude Opus 4.7 | Anthropic | Apr 2026 | vendor | 87.60 |
| 02 | Claude Opus 4.5API | Anthropic | Nov 2025 | anthropic-blog | 80.90 |
| 03 | Claude Opus 4.6API | Anthropic | Feb 2026 | anthropic-blog | 80.80 |
| 04 | Gemini 3.1 Pro | Feb 2026 | google-blog | 80.60 | |
| 05 | MiniMax M2.5Open | MiniMax | Feb 2026 | minimax-blog | 80.20 |
| 06 | GPT-5.2 ThinkingAPI | OpenAI | Dec 2025 | openai-blog | 80 |
| 07 | Claude Sonnet 4.6API | Anthropic | Feb 2026 | anthropic-blog | 79.60 |
| 08 | Gemini 3 FlashAPI | Dec 2025 | google-blog | 78 | |
| 09 | Claude Sonnet 4.5API | Anthropic | Mar 2026 | anthropic-blog | 77.20 |
| 10 | Kimi K2.5Open | Moonshot AI | Mar 2026 | moonshot-blog | 76.80 |
| 11 | GPT-5.1API | OpenAI | Mar 2026 | openai-blog | 76.30 |
| 12 | Gemini 3 ProAPI | Mar 2026 | google-blog | 76.20 | |
| 13 | GPT-5 | OpenAI | Mar 2026 | openai-blog | 74.90 |
| 14 | MiniMax M2.1Open | MiniMax | Mar 2026 | minimax-blog | 74 |
| 15 | Claude Haiku 4.5API | Anthropic | Mar 2026 | anthropic-blog | 73.30 |
| 16 | Claude Sonnet 4 | Anthropic | Mar 2026 | anthropic-blog | 72.70 |
| 17 | Claude Opus 4 | Anthropic | Mar 2026 | anthropic-blog | 72.50 |
| 18 | Devstral 2Open | Mistral | Mar 2026 | mistral-blog | 72.20 |
| 19 | Qwen3-Coder 480B A35BOpen | Alibaba Cloud | Mar 2026 | qwen-blog | 69.60 |
| 20 | MiniMax M2API | MiniMax | Mar 2026 | minimax-blog | 69.40 |
| 21 | o3 | OpenAI | Mar 2026 | openai-blog | 69.10 |
| 22 | o4-mini | OpenAI | Mar 2026 | swebench-leaderboard | 68.10 |
| 23 | DeepSeek-V3.1Open | DeepSeek | Mar 2026 | deepseek-blog | 66 |
| 24 | Kimi-K2Open | Moonshot.AI | Mar 2026 | kimi-techreport | 65.80 |
| 25 | Gemini 2.5 ProAPI | Mar 2026 | google-blog | 63.80 | |
| 26 | Grok 3API | xAI | Mar 2026 | xai-blog | 63.80 |
| 27 | Claude 3.7 SonnetAPI | Anthropic | Mar 2026 | anthropic-blog | 63.70 |
| 28 | Gemini 2.5 FlashAPI | Mar 2026 | google-blog | 60.40 | |
| 29 | DeepSeek-R1-0528Open | DeepSeek | Mar 2026 | deepseek-blog | 57.60 |
| 30 | o3-miniAPI | OpenAI | Mar 2026 | swebench-leaderboard | 55.80 |
| 31 | GPT-4.1 | OpenAI | Mar 2026 | swebench-leaderboard | 54.60 |
| 32 | Claude 3.5 SonnetAPI | Anthropic | Mar 2026 | anthropic-blog | 50.80 |
| 33 | DeepSeek R1Open | DeepSeek | Mar 2026 | swebench-leaderboard | 49.20 |
| 34 | o1API | OpenAI | Mar 2026 | swebench-leaderboard | 48.90 |
| 35 | Devstral Small 2505Open | Mistral | Mar 2026 | mistral-blog | 46.80 |
| 36 | DeepSeek-V3Open | DeepSeek | Mar 2026 | swebench-leaderboard | 42 |
| 37 | GPT-4oAPI | OpenAI | Mar 2026 | swebench-leaderboard | 41.20 |
| 38 | Claude 3.5 HaikuAPI | Anthropic | Mar 2026 | anthropic-blog | 40.60 |
| 39 | DeepSeek-V2.5Open | DeepSeek | Mar 2026 | deepseek-blog | 37 |
Each row below marks a model that broke the previous record on resolve-rate. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.
Higher scores win. Each subsequent entry improved upon the previous best.
Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.
Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.