docs/models.md
| Provider | Model Name | SWE Score | Input Cost | Output Cost |
|---|---|---|---|---|
| anthropic | claude-sonnet-4-20250514 | 0.727 | 3 | 15 |
| anthropic | claude-opus-4-20250514 | 0.725 | 15 | 75 |
| anthropic | claude-3-7-sonnet-20250219 | 0.623 | 3 | 15 |
| anthropic | claude-3-5-sonnet-20241022 | 0.49 | 3 | 15 |
| anthropic | claude-sonnet-4-5 | 0.772 | 3 | 15 |
| anthropic | claude-haiku-4-5 | 0.733 | 1 | 5 |
| anthropic | claude-opus-4-1 | 0.745 | 15 | 75 |
| anthropic | claude-opus-4-5 | 0.809 | 5 | 25 |
| claude-code | opus | 0.725 | 0 | 0 |
| claude-code | sonnet | 0.727 | 0 | 0 |
| claude-code | haiku | 0.45 | 0 | 0 |
| codex-cli | gpt-5.2-codex | 0.82 | 0 | 0 |
| codex-cli | gpt-5.1-codex-max | 0.78 | 0 | 0 |
| codex-cli | gpt-5.1-codex-mini | 0.72 | 0 | 0 |
| codex-cli | gpt-5.2 | 0.8 | 0 | 0 |
| mcp | mcp-sampling | — | 0 | 0 |
| gemini-cli | gemini-3-flash-preview | — | 0 | 0 |
| gemini-cli | gemini-3-pro-preview | 0.762 | 0 | 0 |
| gemini-cli | gemini-2.5-pro | 0.72 | 0 | 0 |
| gemini-cli | gemini-2.5-flash | 0.71 | 0 | 0 |
| grok-cli | grok-4-latest | 0.7 | 0 | 0 |
| grok-cli | grok-3-latest | 0.65 | 0 | 0 |
| grok-cli | grok-3-fast | 0.6 | 0 | 0 |
| grok-cli | grok-3-mini-fast | 0.55 | 0 | 0 |
| openai | gpt-4o | 0.332 | 2.5 | 10 |
| openai | o1 | 0.489 | 15 | 60 |
| openai | o3 | 0.5 | 2 | 8 |
| openai | o3-mini | 0.493 | 1.1 | 4.4 |
| openai | o4-mini | 0.45 | 1.1 | 4.4 |
| openai | o1-mini | 0.4 | 1.1 | 4.4 |
| openai | o1-pro | — | 150 | 600 |
| openai | gpt-4-5-preview | 0.38 | 75 | 150 |
| openai | gpt-4-1-mini | — | 0.4 | 1.6 |
| openai | gpt-4-1-nano | — | 0.1 | 0.4 |
| openai | gpt-4o-mini | 0.3 | 0.15 | 0.6 |
| openai | gpt-5 | 0.749 | 5 | 20 |
| openai | gpt-5.1 | 0.76 | 1.25 | 10 |
| openai | gpt-5.1-codex-max | 0.78 | 1.25 | 10 |
| openai | gpt-5.2 | 0.8 | 1.75 | 14 |
| openai | gpt-5.2-pro | 0.82 | 21 | 168 |
| gemini-3-flash-preview | — | 0.5 | 3 | |
| gemini-3-pro-preview | 0.762 | 2 | 12 | |
| gemini-2.5-pro-preview-05-06 | 0.638 | — | — | |
| gemini-2.5-pro-preview-03-25 | 0.638 | — | — | |
| gemini-2.5-flash-preview-04-17 | 0.604 | — | — | |
| gemini-2.0-flash | 0.518 | 0.15 | 0.6 | |
| gemini-2.0-flash-lite | — | — | — | |
| xai | grok-3 | — | 3 | 15 |
| xai | grok-3-fast | — | 5 | 25 |
| xai | grok-4 | — | 3 | 15 |
| groq | moonshotai/kimi-k2-instruct | 0.66 | 1 | 3 |
| groq | llama-3.3-70b-versatile | 0.55 | 0.59 | 0.79 |
| groq | llama-3.1-8b-instant | 0.32 | 0.05 | 0.08 |
| groq | llama-4-scout | 0.45 | 0.11 | 0.34 |
| groq | llama-4-maverick | 0.52 | 0.5 | 0.77 |
| groq | mixtral-8x7b-32768 | 0.35 | 0.24 | 0.24 |
| groq | qwen-qwq-32b-preview | 0.4 | 0.18 | 0.18 |
| groq | deepseek-r1-distill-llama-70b | 0.52 | 0.75 | 0.99 |
| groq | gemma2-9b-it | 0.3 | 0.2 | 0.2 |
| groq | whisper-large-v3 | — | 0.11 | 0 |
| perplexity | sonar-pro | — | 3 | 15 |
| perplexity | sonar-reasoning-pro | 0.211 | 2 | 8 |
| perplexity | sonar-reasoning | 0.211 | 1 | 5 |
| openrouter | google/gemini-2.5-flash-preview-05-20 | — | 0.15 | 0.6 |
| openrouter | google/gemini-2.5-flash-preview-05-20:thinking | — | 0.15 | 3.5 |
| openrouter | google/gemini-2.5-pro-exp-03-25 | — | 0 | 0 |
| openrouter | deepseek/deepseek-chat-v3-0324 | — | 0.27 | 1.1 |
| openrouter | openai/gpt-4.1 | — | 2 | 8 |
| openrouter | openai/gpt-4.1-mini | — | 0.4 | 1.6 |
| openrouter | openai/gpt-4.1-nano | — | 0.1 | 0.4 |
| openrouter | openai/o3 | — | 10 | 40 |
| openrouter | openai/codex-mini | — | 1.5 | 6 |
| openrouter | openai/gpt-4o-mini | — | 0.15 | 0.6 |
| openrouter | openai/o4-mini | 0.45 | 1.1 | 4.4 |
| openrouter | openai/o4-mini-high | — | 1.1 | 4.4 |
| openrouter | openai/o1-pro | — | 150 | 600 |
| openrouter | meta-llama/llama-3.3-70b-instruct | — | 120 | 600 |
| openrouter | meta-llama/llama-4-maverick | — | 0.18 | 0.6 |
| openrouter | meta-llama/llama-4-scout | — | 0.08 | 0.3 |
| openrouter | qwen/qwen-max | — | 1.6 | 6.4 |
| openrouter | qwen/qwen-turbo | — | 0.05 | 0.2 |
| openrouter | qwen/qwen3-235b-a22b | — | 0.14 | 2 |
| openrouter | mistralai/mistral-small-3.1-24b-instruct | — | 0.1 | 0.3 |
| openrouter | mistralai/devstral-small | — | 0.1 | 0.3 |
| openrouter | mistralai/mistral-nemo | — | 0.03 | 0.07 |
| zai | glm-4.6 | 0.68 | 0.6 | 2.2 |
| zai | glm-4.5 | 0.65 | 0.6 | 2.2 |
| zai | glm-4.5-air | 0.62 | 0.2 | 1.1 |
| zai-coding | glm-4.6 | 0.68 | 0 | 0 |
| zai-coding | glm-4.5 | 0.65 | 0 | 0 |
| zai-coding | glm-4.5-air | 0.62 | 0 | 0 |
| ollama | gpt-oss:latest | 0.607 | 0 | 0 |
| ollama | gpt-oss:20b | 0.607 | 0 | 0 |
| ollama | gpt-oss:120b | 0.624 | 0 | 0 |
| ollama | devstral:latest | — | 0 | 0 |
| ollama | qwen3:latest | — | 0 | 0 |
| ollama | qwen3:14b | — | 0 | 0 |
| ollama | qwen3:32b | — | 0 | 0 |
| ollama | mistral-small3.1:latest | — | 0 | 0 |
| ollama | llama3.3:latest | — | 0 | 0 |
| ollama | phi4:latest | — | 0 | 0 |
| azure | gpt-4o | 0.332 | 2.5 | 10 |
| azure | gpt-4o-mini | 0.3 | 0.15 | 0.6 |
| azure | gpt-4-1 | — | 2 | 10 |
| azure | gpt-5 | 0.749 | 5 | 20 |
| azure | o1 | 0.489 | 15 | 60 |
| azure | o3 | 0.5 | 2 | 8 |
| azure | o3-mini | 0.493 | 1.1 | 4.4 |
| azure | o4-mini | 0.45 | 1.1 | 4.4 |
| azure | gpt-5.1 | 0.76 | 1.25 | 10 |
| azure | gpt-5.2 | 0.8 | 1.75 | 14 |
| bedrock | us.anthropic.claude-3-haiku-20240307-v1:0 | 0.4 | 0.25 | 1.25 |
| bedrock | us.anthropic.claude-3-opus-20240229-v1:0 | 0.725 | 15 | 75 |
| bedrock | us.anthropic.claude-3-5-sonnet-20240620-v1:0 | 0.49 | 3 | 15 |
| bedrock | us.anthropic.claude-3-5-sonnet-20241022-v2:0 | 0.49 | 3 | 15 |
| bedrock | us.anthropic.claude-3-7-sonnet-20250219-v1:0 | 0.623 | 3 | 15 |
| bedrock | us.anthropic.claude-3-5-haiku-20241022-v1:0 | 0.4 | 0.8 | 4 |
| bedrock | us.anthropic.claude-opus-4-20250514-v1:0 | 0.725 | 15 | 75 |
| bedrock | us.anthropic.claude-sonnet-4-20250514-v1:0 | 0.727 | 3 | 15 |
| Provider | Model Name | SWE Score | Input Cost | Output Cost |
|---|---|---|---|---|
| claude-code | opus | 0.725 | 0 | 0 |
| claude-code | sonnet | 0.727 | 0 | 0 |
| claude-code | haiku | 0.45 | 0 | 0 |
| codex-cli | gpt-5.2-codex | 0.82 | 0 | 0 |
| codex-cli | gpt-5.1-codex-max | 0.78 | 0 | 0 |
| codex-cli | gpt-5.1-codex-mini | 0.72 | 0 | 0 |
| codex-cli | gpt-5.2 | 0.8 | 0 | 0 |
| mcp | mcp-sampling | — | 0 | 0 |
| gemini-cli | gemini-3-flash-preview | — | 0 | 0 |
| gemini-cli | gemini-3-pro-preview | 0.762 | 0 | 0 |
| gemini-cli | gemini-2.5-pro | 0.72 | 0 | 0 |
| gemini-cli | gemini-2.5-flash | 0.71 | 0 | 0 |
| grok-cli | grok-4-latest | 0.7 | 0 | 0 |
| grok-cli | grok-3-latest | 0.65 | 0 | 0 |
| grok-cli | grok-3-fast | 0.6 | 0 | 0 |
| grok-cli | grok-3-mini-fast | 0.55 | 0 | 0 |
| openai | gpt-4o-search-preview | 0.33 | 2.5 | 10 |
| openai | gpt-4o-mini-search-preview | 0.3 | 0.15 | 0.6 |
| gemini-3-pro-preview | 0.762 | 2 | 12 | |
| xai | grok-3 | — | 3 | 15 |
| xai | grok-3-fast | — | 5 | 25 |
| xai | grok-4 | — | 3 | 15 |
| groq | llama-3.3-70b-versatile | 0.55 | 0.59 | 0.79 |
| groq | llama-4-scout | 0.45 | 0.11 | 0.34 |
| groq | llama-4-maverick | 0.52 | 0.5 | 0.77 |
| groq | qwen-qwq-32b-preview | 0.4 | 0.18 | 0.18 |
| groq | deepseek-r1-distill-llama-70b | 0.52 | 0.75 | 0.99 |
| perplexity | sonar-pro | — | 3 | 15 |
| perplexity | sonar | — | 1 | 1 |
| perplexity | sonar-deep-research | 0.211 | 2 | 8 |
| perplexity | sonar-reasoning-pro | 0.211 | 2 | 8 |
| perplexity | sonar-reasoning | 0.211 | 1 | 5 |
| zai | glm-4.6 | 0.68 | 0.6 | 2.2 |
| zai | glm-4.5 | 0.65 | 0.6 | 2.2 |
| zai | glm-4.5-air | 0.62 | 0.2 | 1.1 |
| zai-coding | glm-4.6 | 0.68 | 0 | 0 |
| zai-coding | glm-4.5 | 0.65 | 0 | 0 |
| zai-coding | glm-4.5-air | 0.62 | 0 | 0 |
| bedrock | us.anthropic.claude-3-opus-20240229-v1:0 | 0.725 | 15 | 75 |
| bedrock | us.anthropic.claude-3-5-sonnet-20240620-v1:0 | 0.49 | 3 | 15 |
| bedrock | us.anthropic.claude-3-5-sonnet-20241022-v2:0 | 0.49 | 3 | 15 |
| bedrock | us.anthropic.claude-3-7-sonnet-20250219-v1:0 | 0.623 | 3 | 15 |
| bedrock | us.anthropic.claude-opus-4-20250514-v1:0 | 0.725 | 15 | 75 |
| bedrock | us.anthropic.claude-sonnet-4-20250514-v1:0 | 0.727 | 3 | 15 |
| bedrock | us.deepseek.r1-v1:0 | — | 1.35 | 5.4 |
| Provider | Model Name | SWE Score | Input Cost | Output Cost |
|---|---|---|---|---|
| anthropic | claude-sonnet-4-20250514 | 0.727 | 3 | 15 |
| anthropic | claude-opus-4-20250514 | 0.725 | 15 | 75 |
| anthropic | claude-3-7-sonnet-20250219 | 0.623 | 3 | 15 |
| anthropic | claude-3-5-sonnet-20241022 | 0.49 | 3 | 15 |
| anthropic | claude-sonnet-4-5 | 0.772 | 3 | 15 |
| anthropic | claude-haiku-4-5 | 0.733 | 1 | 5 |
| anthropic | claude-opus-4-1 | 0.745 | 15 | 75 |
| anthropic | claude-opus-4-5 | 0.809 | 5 | 25 |
| claude-code | opus | 0.725 | 0 | 0 |
| claude-code | sonnet | 0.727 | 0 | 0 |
| claude-code | haiku | 0.45 | 0 | 0 |
| codex-cli | gpt-5.2-codex | 0.82 | 0 | 0 |
| codex-cli | gpt-5.1-codex-max | 0.78 | 0 | 0 |
| codex-cli | gpt-5.1-codex-mini | 0.72 | 0 | 0 |
| codex-cli | gpt-5.2 | 0.8 | 0 | 0 |
| mcp | mcp-sampling | — | 0 | 0 |
| gemini-cli | gemini-3-flash-preview | — | 0 | 0 |
| gemini-cli | gemini-3-pro-preview | 0.762 | 0 | 0 |
| gemini-cli | gemini-2.5-pro | 0.72 | 0 | 0 |
| gemini-cli | gemini-2.5-flash | 0.71 | 0 | 0 |
| grok-cli | grok-4-latest | 0.7 | 0 | 0 |
| grok-cli | grok-3-latest | 0.65 | 0 | 0 |
| grok-cli | grok-3-fast | 0.6 | 0 | 0 |
| grok-cli | grok-3-mini-fast | 0.55 | 0 | 0 |
| openai | gpt-4o | 0.332 | 2.5 | 10 |
| openai | o3 | 0.5 | 2 | 8 |
| openai | o4-mini | 0.45 | 1.1 | 4.4 |
| openai | gpt-5 | 0.749 | 5 | 20 |
| openai | gpt-5.1 | 0.76 | 1.25 | 10 |
| openai | gpt-5.1-codex-max | 0.78 | 1.25 | 10 |
| openai | gpt-5.2 | 0.8 | 1.75 | 14 |
| openai | gpt-5.2-pro | 0.82 | 21 | 168 |
| gemini-3-flash-preview | — | 0.5 | 3 | |
| gemini-3-pro-preview | 0.762 | 2 | 12 | |
| gemini-2.5-pro-preview-05-06 | 0.638 | — | — | |
| gemini-2.5-pro-preview-03-25 | 0.638 | — | — | |
| gemini-2.5-flash-preview-04-17 | 0.604 | — | — | |
| gemini-2.0-flash | 0.518 | 0.15 | 0.6 | |
| gemini-2.0-flash-lite | — | — | — | |
| xai | grok-3 | — | 3 | 15 |
| xai | grok-3-fast | — | 5 | 25 |
| xai | grok-4 | — | 3 | 15 |
| groq | moonshotai/kimi-k2-instruct | 0.66 | 1 | 3 |
| groq | llama-3.3-70b-versatile | 0.55 | 0.59 | 0.79 |
| groq | llama-3.1-8b-instant | 0.32 | 0.05 | 0.08 |
| groq | llama-4-scout | 0.45 | 0.11 | 0.34 |
| groq | llama-4-maverick | 0.52 | 0.5 | 0.77 |
| groq | mixtral-8x7b-32768 | 0.35 | 0.24 | 0.24 |
| groq | qwen-qwq-32b-preview | 0.4 | 0.18 | 0.18 |
| groq | gemma2-9b-it | 0.3 | 0.2 | 0.2 |
| perplexity | sonar-reasoning-pro | 0.211 | 2 | 8 |
| perplexity | sonar-reasoning | 0.211 | 1 | 5 |
| openrouter | google/gemini-2.5-flash-preview-05-20 | — | 0.15 | 0.6 |
| openrouter | google/gemini-2.5-flash-preview-05-20:thinking | — | 0.15 | 3.5 |
| openrouter | google/gemini-2.5-pro-exp-03-25 | — | 0 | 0 |
| openrouter | openai/gpt-4.1 | — | 2 | 8 |
| openrouter | openai/gpt-4.1-mini | — | 0.4 | 1.6 |
| openrouter | openai/gpt-4.1-nano | — | 0.1 | 0.4 |
| openrouter | openai/o3 | — | 10 | 40 |
| openrouter | openai/codex-mini | — | 1.5 | 6 |
| openrouter | openai/gpt-4o-mini | — | 0.15 | 0.6 |
| openrouter | openai/o4-mini | 0.45 | 1.1 | 4.4 |
| openrouter | openai/o4-mini-high | — | 1.1 | 4.4 |
| openrouter | openai/o1-pro | — | 150 | 600 |
| openrouter | meta-llama/llama-3.3-70b-instruct | — | 120 | 600 |
| openrouter | meta-llama/llama-4-maverick | — | 0.18 | 0.6 |
| openrouter | meta-llama/llama-4-scout | — | 0.08 | 0.3 |
| openrouter | qwen/qwen-max | — | 1.6 | 6.4 |
| openrouter | qwen/qwen-turbo | — | 0.05 | 0.2 |
| openrouter | qwen/qwen3-235b-a22b | — | 0.14 | 2 |
| openrouter | mistralai/mistral-small-3.1-24b-instruct | — | 0.1 | 0.3 |
| openrouter | mistralai/mistral-nemo | — | 0.03 | 0.07 |
| zai | glm-4.6 | 0.68 | 0.6 | 2.2 |
| zai | glm-4.5 | 0.65 | 0.6 | 2.2 |
| zai | glm-4.5-air | 0.62 | 0.2 | 1.1 |
| zai-coding | glm-4.6 | 0.68 | 0 | 0 |
| zai-coding | glm-4.5 | 0.65 | 0 | 0 |
| zai-coding | glm-4.5-air | 0.62 | 0 | 0 |
| ollama | gpt-oss:latest | 0.607 | 0 | 0 |
| ollama | gpt-oss:20b | 0.607 | 0 | 0 |
| ollama | gpt-oss:120b | 0.624 | 0 | 0 |
| ollama | devstral:latest | — | 0 | 0 |
| ollama | qwen3:latest | — | 0 | 0 |
| ollama | qwen3:14b | — | 0 | 0 |
| ollama | qwen3:32b | — | 0 | 0 |
| ollama | mistral-small3.1:latest | — | 0 | 0 |
| ollama | llama3.3:latest | — | 0 | 0 |
| ollama | phi4:latest | — | 0 | 0 |
| azure | gpt-4o | 0.332 | 2.5 | 10 |
| azure | gpt-4o-mini | 0.3 | 0.15 | 0.6 |
| azure | gpt-4-1 | — | 2 | 10 |
| azure | gpt-5 | 0.749 | 5 | 20 |
| azure | o3 | 0.5 | 2 | 8 |
| azure | o4-mini | 0.45 | 1.1 | 4.4 |
| azure | gpt-5.1 | 0.76 | 1.25 | 10 |
| azure | gpt-5.2 | 0.8 | 1.75 | 14 |
| bedrock | us.anthropic.claude-3-haiku-20240307-v1:0 | 0.4 | 0.25 | 1.25 |
| bedrock | us.anthropic.claude-3-opus-20240229-v1:0 | 0.725 | 15 | 75 |
| bedrock | us.anthropic.claude-3-5-sonnet-20240620-v1:0 | 0.49 | 3 | 15 |
| bedrock | us.anthropic.claude-3-5-sonnet-20241022-v2:0 | 0.49 | 3 | 15 |
| bedrock | us.anthropic.claude-3-7-sonnet-20250219-v1:0 | 0.623 | 3 | 15 |
| bedrock | us.anthropic.claude-3-5-haiku-20241022-v1:0 | 0.4 | 0.8 | 4 |
| bedrock | us.anthropic.claude-opus-4-20250514-v1:0 | 0.725 | 15 | 75 |
| bedrock | us.anthropic.claude-sonnet-4-20250514-v1:0 | 0.727 | 3 | 15 |
| Provider | Model Name | Reason |
|---|---|---|
| openrouter | deepseek/deepseek-chat-v3-0324:free | Free OpenRouter models are not supported due to severe rate limits, lack of tool use support, and other reliability issues that make them impractical for production use. |
| openrouter | mistralai/mistral-small-3.1-24b-instruct:free | Free OpenRouter models are not supported due to severe rate limits, lack of tool use support, and other reliability issues that make them impractical for production use. |
| openrouter | thudm/glm-4-32b:free | Free OpenRouter models are not supported due to severe rate limits, lack of tool use support, and other reliability issues that make them impractical for production use. |