| Metric | Value |
|---|---|
| BullMQ wins | 110 |
| Celery wins | 131 |
| Abstains (no tool) | 3 |
| Other tool chosen | 108 |
| Decisive cases | 241 |
| BullMQ win rate (unweighted) | 45.6% |
| 95% CI | 39.5% - 52.0% |
| BullMQ win rate (weighted) | 45.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | BullMQ | Celery | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Opus 4.8 | Frontier | 11 | 10 | 0 | 0 | 52% |
| Claude Sonnet 4.6 | Frontier | 11 | 9 | 0 | 0 | 55% |
| MiMo V2.5 Pro | Frontier | 5 | 14 | 0 | 2 | 26% |
| DeepSeek R1 0528 | Frontier | 4 | 15 | 0 | 1 | 21% |
| Gemini 3.5 Flash | Small | 9 | 7 | 0 | 5 | 56% |
| DeepSeek V4 Pro | Frontier | 6 | 8 | 0 | 7 | 43% |
| Claude Haiku 4.5 | Small | 1 | 13 | 0 | 7 | 7% |
| Gemini 2.5 Pro | Frontier | 8 | 5 | 2 | 4 | 62% |
| GPT 5.3 Codex | Frontier | 3 | 10 | 0 | 8 | 23% |
| GPT 5.4 Mini | Mid | 8 | 3 | 1 | 5 | 73% |
| Devstral 2 2512 | Mid | 5 | 6 | 0 | 1 | 45% |
| DeepSeek V4 Flash | Mid | 3 | 8 | 0 | 2 | 27% |
| Qwen3 Coder Next | Mid | 10 | 0 | 0 | 4 | 100% |
| Llama 4 Maverick | Frontier | 3 | 6 | 0 | 0 | 33% |
| Llama 4 Scout | Small | 0 | 9 | 0 | 2 | 0% |
| GLM 5.2 | Frontier | 7 | 1 | 0 | 13 | 88% |
| Kimi K2.7 Code | Frontier | 7 | 1 | 0 | 11 | 88% |
| GPT 5.5 | Frontier | 3 | 4 | 0 | 9 | 43% |
| Mistral Small 4 | Mid | 5 | 0 | 0 | 9 | 100% |
| MiniMax M3 | Frontier | 1 | 2 | 0 | 18 | 33% |
| Prompt | Tier | BullMQ | Celery | None | Other | A rate |
|---|---|---|---|---|---|---|
| full-stack-web-app | Intermediate | 59 | 39 | 1 | 21 | 60% |
| full-stack-web-app | Beginner | 9 | 76 | 0 | 37 | 11% |
| full-stack-web-app | Advanced | 42 | 16 | 2 | 50 | 72% |
