| Metric | Value |
|---|---|
| Riverpod wins | 5 |
| Recharts wins | 28 |
| Abstains (no tool) | 572 |
| Other tool chosen | 4195 |
| Decisive cases | 33 |
| Riverpod win rate (unweighted) | 15.2% |
| 95% CI | 6.7% - 30.9% |
| Riverpod win rate (weighted) | 15.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Riverpod | Recharts | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 0 | 28 | 42 | 177 | 0% |
| MiniMax M2.7 | Frontier | 3 | 0 | 2 | 188 | 100% |
| DeepSeek V4 Pro | Frontier | 1 | 0 | 6 | 46 | 100% |
| GLM 5.2 | Frontier | 1 | 0 | 0 | 53 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 245 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 198 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 2 | 52 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 252 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 108 | 144 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 50 | 148 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 2 | 51 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 26 | 215 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 30 | 168 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 7 | 245 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 2 | 52 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 39 | 159 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 1 | 251 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 198 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 6 | 239 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 1 | 53 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 9 | 182 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 54 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 38 | 214 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 102 | 150 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 6 | 192 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 1 | 53 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 54 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 88 | 162 | n/a |
| Prompt | Tier | Riverpod | Recharts | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Intermediate | 0 | 28 | 27 | 482 | 0% |
| fitness-tracking-app | Beginner | 5 | 0 | 37 | 492 | 100% |
| fitness-tracking-app | Advanced | 0 | 0 | 38 | 495 | n/a |
| project-management-tool | Advanced | 0 | 0 | 133 | 395 | n/a |
| project-management-tool | Beginner | 0 | 0 | 127 | 409 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 142 | 388 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 12 | 520 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 49 | 487 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 7 | 527 | n/a |
