| code-generation-on-swe-marathon | Claude Sonnet 5.5 (max) (Claude Code) | #1 | Resolution Rate: 51.25 |
| code-generation-on-swe-marathon | Claude Opus 5 (max) (Claude Code) | #2 | Resolution Rate: 50.0 |
| code-generation-on-swe-marathon | Kimi K3 (Claude Code) | #3 | Resolution Rate: 48.13 |
| code-generation-on-swe-marathon | Claude Opus 5.5 (max) (Claude Code) | #4 | Resolution Rate: 46.25 |
| code-generation-on-swe-marathon | GPT-5.6 Sol (max) (Codex) | #5 | Resolution Rate: 42.5 |
| code-generation-on-swe-marathon | GLM-5.3 (max) (Claude Code) | #6 | Resolution Rate: 42.5 |
| code-generation-on-swe-marathon | GPT-6 Astra (max) (Codex) | #7 | Resolution Rate: 42.5 |
| code-generation-on-swe-marathon | GLM-5.3-Flash (max) (Claude Code) | #8 | Resolution Rate: 38.75 |
| code-generation-on-swe-marathon | GPT-5.6 Terra (max) (Codex) | #9 | Resolution Rate: 32.5 |
| code-generation-on-swe-marathon | GPT-5.6 Luna (max) (Codex) | #10 | Resolution Rate: 24.38 |
| code-generation-on-swe-marathon | Gemini 3.7 Flash (OpenCode) | #11 | Resolution Rate: 22.5 |
| code-generation-on-swe-marathon | GLM-5.2 (Claude Code) | #12 | Resolution Rate: 19.38 |
| code-generation-on-swe-marathon | DeepSeek V4 Pro (MiniSWE-Agent) | #13 | Resolution Rate: 10.63 |
| code-generation-on-swe-marathon | Claude Fable 5.1 (max) (Claude Code) | – | Resolution Rate: 45.62 |
| code-generation-on-swe-marathon | Claude Haiku 5.5 (max) (Claude Code) | – | Resolution Rate: 50.0 |
| code-generation-on-swe-marathon | Claude Opus 4.8 (Claude Code) | – | Resolution Rate: 48.75 |
| code-generation-on-swe-marathon | Claude Sonnet 5 (max) (Claude Code) | – | Resolution Rate: 30.0 |
| code-generation-on-swe-marathon | GPT-6 Luna (max) (Codex) | – | Resolution Rate: 28.12 |
| code-generation-on-swe-marathon | GPT-6 Sol (max) (Codex) | – | Resolution Rate: 43.12 |
| code-generation-on-swe-marathon | GPT-6.1 Sol (max) (Codex) | – | Resolution Rate: 42.5 |
| code-generation-on-swe-marathon | Grok 4.5 (Grok Build) | – | Resolution Rate: 29.38 |
| code-generation-on-swe-marathon | Grok 4.6 (high) (Grok Build) | – | Resolution Rate: 31.88 |
| code-generation-on-swe-marathon | Grok 4.7 (high) (Grok Build) | – | Resolution Rate: 45.62 |
| code-generation-on-swe-marathon | Muse Spark 1.3 (xhigh) (Muse Code) | – | Resolution Rate: 30.62 |
| code-generation-on-swe-marathon | Muse Wonder (max) (Muse Code) | – | Resolution Rate: 52.5 |
| code-generation-on-swe-marathon | Muse Wonder Full (max) (Muse Code) | – | Resolution Rate: 53.12 |