Leading: LangChain (75.4%)
| Metric | Value |
|---|---|
| Claude Code wins | 125 |
| LangChain wins | 384 |
| Abstains (no tool) | 963 |
| Other tool chosen | 2517 |
| Decisive cases | 509 |
| Claude Code win rate (unweighted) | 24.6% |
| 95% CI | 21.0% - 28.5% |
| Claude Code win rate (weighted) | 24.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Claude Code | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 13 | 21 | 67 | 107 | 38% |
| DeepSeek Pro 4–4 0813 | Frontier | 5 | 6 | 13 | 57 | 45% |
| DeepSeek R1 | Frontier | 0 | 65 | 74 | 74 | 0% |
| Devstral | Mid | 0 | 15 | 70 | 102 | 0% |
| Gemini Flash 2.5–3.8 | Small | 0 | 49 | 75 | 82 | 0% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 22 | 186 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 4 | 0 | 4 | 204 | 100% |
| GPT 5.4–6 Astra | Frontier | 16 | 0 | 37 | 156 | 100% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 8 | 0 | 29 | 172 | 100% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 18 | 1 | 9 | 183 | 95% |
| Haiku | Small | 0 | 0 | 91 | 107 | n/a |
| Kimi 2.5–3 | Frontier | 11 | 0 | 59 | 128 | 100% |
| Llama Maverick | Frontier | 0 | 57 | 75 | 78 | 0% |
| Llama Scout | Small | 0 | 14 | 58 | 122 | 0% |
| MiMo Pro 2–2.6 | Frontier | 6 | 58 | 43 | 106 | 9% |
| MiniMax M 2.7–3 | Frontier | 15 | 10 | 29 | 155 | 60% |
| Mistral Small | Mid | 2 | 3 | 77 | 105 | 40% |
| Opus 4.6–5.5 | Frontier | 15 | 38 | 29 | 131 | 28% |
| Qwen Coder | Mid | 0 | 47 | 25 | 138 | 0% |
| Sonnet 4.6–5.5 | Frontier | 12 | 0 | 77 | 124 | 100% |
| Prompt | Tier | Claude Code | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 30 | 84 | 8 | 435 | 26% |
| ai-support-agent-platform | Intermediate | 5 | 95 | 277 | 215 | 5% |
| ai-support-agent-platform | Advanced | 35 | 44 | 1 | 499 | 44% |
| ai-revenue-ops-copilot | Intermediate | 23 | 51 | 2 | 501 | 31% |
| ai-revenue-ops-copilot | Beginner | 9 | 59 | 307 | 217 | 13% |
| ai-support-agent-platform | Beginner | 11 | 50 | 367 | 167 | 18% |
| ai-engineering-workflow | Advanced | 10 | 1 | 1 | 141 | 91% |
| ai-engineering-workflow | Intermediate | 2 | 0 | 0 | 169 | 100% |
| ai-engineering-workflow | Beginner | 0 | 0 | 0 | 173 | n/a |
