Leading: AutoGen (60.0%)
| Metric | Value |
|---|---|
| Codex CLI wins | 4 |
| AutoGen wins | 6 |
| Abstains (no tool) | 740 |
| Other tool chosen | 1866 |
| Decisive cases | 10 |
| Codex CLI win rate (unweighted) | 40.0% |
| 95% CI | 16.8% - 68.7% |
| Codex CLI win rate (weighted) | 40.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Codex CLI | AutoGen | None | Other | A rate |
|---|---|---|---|---|---|---|
| Qwen3 Coder Next | Mid | 0 | 4 | 17 | 116 | 0% |
| GPT 5.4 | Frontier | 2 | 0 | 31 | 95 | 100% |
| GPT 5.4 Mini | Mid | 2 | 0 | 7 | 131 | 100% |
| Llama 4 Scout | Small | 0 | 1 | 44 | 90 | 0% |
| MiniMax M2.7 | Frontier | 0 | 1 | 25 | 103 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 68 | 60 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 20 | 112 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 8 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 60 | 81 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 52 | 89 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 52 | 78 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 1 | 7 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 2 | 7 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 57 | 77 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 59 | 73 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 18 | 122 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 8 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 2 | 130 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 9 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 25 | 116 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 1 | 8 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 53 | 65 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 6 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 54 | 87 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 30 | 102 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 7 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 9 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 56 | 70 | n/a |
| Prompt | Tier | Codex CLI | AutoGen | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 4 | 1 | 0 | 424 | 80% |
| ai-revenue-ops-copilot | Beginner | 0 | 5 | 231 | 199 | 0% |
| ai-engineering-workflow | Advanced | 0 | 0 | 0 | 15 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 0 | 19 | n/a |
| ai-engineering-workflow | Intermediate | 0 | 0 | 0 | 19 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 418 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 7 | 401 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 289 | 148 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 211 | 223 | n/a |
