# Available Models as of November 1, 2025

## Main Models

| 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-4-5-20250929                     | 0.73      | 3          | 15          |
| anthropic   | claude-haiku-4-5-20251001                      | 0.45      | 1          | 5           |
| 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                                          | 0.749     | 0          | 0           |
| codex-cli   | gpt-5-codex                                    | 0.749     | 0          | 0           |
| mcp         | mcp-sampling                                   | —         | 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          |
| google      | gemini-2.5-pro-preview-05-06                   | 0.638     | —          | —           |
| google      | gemini-2.5-pro-preview-03-25                   | 0.638     | —          | —           |
| google      | gemini-2.5-flash-preview-04-17                 | 0.604     | —          | —           |
| google      | gemini-2.0-flash                               | 0.518     | 0.15       | 0.6         |
| google      | 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          |
| 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          |

## Research Models

| 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                                        | 0.749     | 0          | 0           |
| codex-cli   | gpt-5-codex                                  | 0.749     | 0          | 0           |
| mcp         | mcp-sampling                                 | —         | 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         |
| 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         |

## Fallback Models

| 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-4-5-20250929                     | 0.73      | 3          | 15          |
| anthropic   | claude-haiku-4-5-20251001                      | 0.45      | 1          | 5           |
| 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                                          | 0.749     | 0          | 0           |
| codex-cli   | gpt-5-codex                                    | 0.749     | 0          | 0           |
| mcp         | mcp-sampling                                   | —         | 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          |
| google      | gemini-2.5-pro-preview-05-06                   | 0.638     | —          | —           |
| google      | gemini-2.5-pro-preview-03-25                   | 0.638     | —          | —           |
| google      | gemini-2.5-flash-preview-04-17                 | 0.604     | —          | —           |
| google      | gemini-2.0-flash                               | 0.518     | 0.15       | 0.6         |
| google      | 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          |
| 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          |

## Unsupported Models

| 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. |
