Leading: LangChain (95.6%)
| Metric | Value |
|---|---|
| LlamaIndex wins | 7 |
| LangChain wins | 151 |
| Abstains (no tool) | 1 |
| Other tool chosen | 254 |
| Decisive cases | 158 |
| LlamaIndex win rate (unweighted) | 4.4% |
| 95% CI | 2.2% - 8.9% |
| LlamaIndex win rate (weighted) | 4.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | LlamaIndex | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Pro | Frontier | 0 | 21 | 0 | 0 | 0% |
| Llama 4 Maverick | Frontier | 0 | 21 | 0 | 0 | 0% |
| Llama 4 Scout | Small | 4 | 16 | 0 | 1 | 20% |
| DeepSeek R1 0528 | Frontier | 0 | 20 | 1 | 0 | 0% |
| Qwen3 Coder Next | Mid | 0 | 17 | 0 | 4 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 12 | 0 | 9 | 0% |
| Devstral 2 2512 | Mid | 0 | 12 | 0 | 3 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 11 | 0 | 9 | 0% |
| MiMo V2.5 Pro | Frontier | 2 | 5 | 0 | 14 | 29% |
| Claude Sonnet 4.6 | Frontier | 0 | 7 | 0 | 14 | 0% |
| MiniMax M3 | Frontier | 0 | 4 | 0 | 17 | 0% |
| Mistral Small 4 | Mid | 0 | 3 | 0 | 18 | 0% |
| GLM 5.2 | Frontier | 1 | 1 | 0 | 19 | 50% |
| Claude Haiku 4.5 | Small | 0 | 1 | 0 | 20 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 21 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 21 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 21 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 0 | 21 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 21 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 21 | n/a |
| Prompt | Tier | LlamaIndex | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-agent-application | Beginner | 7 | 62 | 0 | 69 | 10% |
| ai-agent-application | Intermediate | 0 | 48 | 1 | 89 | 0% |
| ai-agent-application | Advanced | 0 | 41 | 0 | 96 | 0% |
