Models that hold up in a real codebase
Writing code is not a one-shot prompt. A model needs room for several files at once, tool calling to reach your build and your tests, and structured output so a patch comes back as a patch. Everything below has all three and fits at least 64k tokens of context.
310 models in this category · prices in toman per 1M tokens
| Model | Capabilities | Context | Input / 1M | Output / 1M | ≈ 1,000 words |
|---|---|---|---|---|---|
Grok 4.20x-ai/grok-4.20 | Image inputTool callingReasoningJSON output | 2,000,000 | 432,774 | 865,548 | 1,688 |
GPT-5.4openai/gpt-5.4 | Image inputTool callingReasoningJSON output | 1,050,000 | 865,548 | 5,193,290 | 7,876 |
GPT-5.4 Proopenai/gpt-5.4-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 10,386,581 | 62,319,483 | 94,518 |
GPT-5.5openai/gpt-5.5 | Image inputTool callingReasoningJSON output | 1,050,000 | 1,731,097 | 10,386,581 | 15,753 |
GPT-5.5 Proopenai/gpt-5.5-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 10,386,581 | 62,319,483 | 94,518 |
GPT-5.6 Lunaopenai/gpt-5.6-luna | Image inputTool callingReasoningJSON output | 1,050,000 | 69,244 | 415,463 | 630 |
GPT-5.6 Luna Proopenai/gpt-5.6-luna-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 69,244 | 415,463 | 630 |
GPT-5.6 Luna ProBatchopenai/gpt-5.6-luna-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 207,732 | 315 |
GPT-5.6 LunaBatchopenai/gpt-5.6-luna:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 207,732 | 315 |
GPT-5.6 Solopenai/gpt-5.6-sol | Image inputTool callingReasoningJSON output | 1,050,000 | 1,384,877 | 6,924,387 | 10,802 |
GPT-5.6 Sol Proopenai/gpt-5.6-sol-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 1,384,877 | 6,924,387 | 10,802 |
GPT-5.6 Sol ProBatchopenai/gpt-5.6-sol-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT-5.6 SolBatchopenai/gpt-5.6-sol:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT-5.6 Terraopenai/gpt-5.6-terra | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 4,154,632 | 6,301 |
GPT-5.6 Terra Proopenai/gpt-5.6-terra-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 4,154,632 | 6,301 |
GPT-5.6 Terra ProBatchopenai/gpt-5.6-terra-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 2,077,316 | 3,151 |
GPT-5.6 TerraBatchopenai/gpt-5.6-terra:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 2,077,316 | 3,151 |
GPT-6 Astraopenai/gpt-6-astra | Image inputTool callingReasoningJSON output | 1,050,000 | 3,462,194 | 17,310,968 | 27,005 |
GPT-6 Astra Proopenai/gpt-6-astra-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 3,462,194 | 17,310,968 | 27,005 |
GPT-6 Astra ProBatchopenai/gpt-6-astra-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 1,731,097 | 8,655,484 | 13,503 |
GPT-6 AstraBatchopenai/gpt-6-astra:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 1,731,097 | 8,655,484 | 13,503 |
GPT-6 Lunaopenai/gpt-6-luna | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 173,110 | 270 |
GPT-6 Luna Proopenai/gpt-6-luna-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 173,110 | 270 |
GPT-6 Luna ProBatchopenai/gpt-6-luna-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 17,311 | 86,555 | 135 |
GPT-6 LunaBatchopenai/gpt-6-luna:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 17,311 | 86,555 | 135 |
GPT-6 Solopenai/gpt-6-sol | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT-6 Sol Proopenai/gpt-6-sol-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT-6 Sol ProBatchopenai/gpt-6-sol-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
GPT-6 SolBatchopenai/gpt-6-sol:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
GPT-6.1 Solopenai/gpt-6.1-sol | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT-6.1 Sol Proopenai/gpt-6.1-sol-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT-6.1 Sol ProBatchopenai/gpt-6.1-sol-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
GPT-6.1 SolBatchopenai/gpt-6.1-sol:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
GPT-6.1 Terraopenai/gpt-6.1-terra | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
GPT-6.1 Terra Proopenai/gpt-6.1-terra-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
GPT-6.1 Terra ProBatchopenai/gpt-6.1-terra-pro:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 173,110 | 865,548 | 1,350 |
GPT-6.1 TerraBatchopenai/gpt-6.1-terra:batch | Image inputTool callingReasoningJSON output | 1,050,000 | 173,110 | 865,548 | 1,350 |
MiMo-V2.5-Proxiaomi/mimo-v2.5-pro | Tool callingReasoningJSON output | 1,050,000 | 166,185 | 623,195 | 1,026 |
MiMo-V2.6-Flashxiaomi/mimo-v2.6-flash | Image inputTool callingReasoningJSON output | 1,050,000 | 48,471 | 96,941 | 189 |
MiMo-V2.6-Proxiaomi/mimo-v2.6-pro | Image inputTool callingReasoningJSON output | 1,050,000 | 150,605 | 301,211 | 587 |
GPT AstraLatest~openai/gpt-astra-latest | Image inputTool callingReasoningJSON output | 1,050,000 | 3,462,194 | 17,310,968 | 27,005 |
GPT LunaLatest~openai/gpt-luna-latest | Image inputTool callingReasoningJSON output | 1,050,000 | 34,622 | 173,110 | 270 |
GPT SolLatest~openai/gpt-sol-latest | Image inputTool callingReasoningJSON output | 1,050,000 | 692,439 | 3,462,194 | 5,401 |
GPT TerraLatest~openai/gpt-terra-latest | Image inputTool callingReasoningJSON output | 1,050,000 | 346,219 | 1,731,097 | 2,701 |
 DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash | Tool callingReasoningJSON output | 1,048,576 | 31,506 | 63,012 | 123 |
DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731 | Tool callingReasoningJSON output | 1,048,576 | 20,427 | 103,866 | 162 |
DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-exp | Image inputTool callingReasoningJSON output | 1,048,576 | 74,645 | 223,935 | 388 |
DeepSeek V4 Pro 0423deepseek/deepseek-v4-pro | Tool callingReasoningJSON output | 1,048,576 | 553,951 | 1,107,902 | 2,160 |
DeepSeek V4 Pro 0813deepseek/deepseek-v4-pro-0813 | Tool callingReasoningJSON output | 1,048,576 | 35,661 | 1,422,962 | 1,896 |
DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 15,580 | 173,110 | 245 |
DeepSeek V4.1 Flash 1017deepseek/deepseek-v4.1-flash-1017 | Image inputTool callingReasoningJSON output | 1,048,576 | 2,077 | 173,110 | 228 |
DeepSeek V4.1 FlashBatchdeepseek/deepseek-v4.1-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 38,777 | 116,330 | 202 |
Ember-1fireworks/ember-1 | Image inputTool callingReasoningJSON output | 1,048,576 | 1,038,658 | 5,193,290 | 8,102 |
 Gemini 2.5 Flashgoogle/gemini-2.5-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 103,866 | 865,548 | 1,260 |
Gemini 2.5 Flash Litegoogle/gemini-2.5-flash-lite | Image inputTool callingReasoningJSON output | 1,048,576 | 34,622 | 138,488 | 225 |
Gemini 2.5 Progoogle/gemini-2.5-pro | Image inputTool callingReasoningJSON output | 1,048,576 | 432,774 | 3,462,194 | 5,063 |
Gemini 2.5 Pro Preview 06-05google/gemini-2.5-pro-preview | Image inputTool callingReasoningJSON output | 1,048,576 | 432,774 | 3,462,194 | 5,063 |
Gemini 3 Flash Previewgoogle/gemini-3-flash-preview | Image inputTool callingReasoningJSON output | 1,048,576 | 173,110 | 1,038,658 | 1,575 |
Gemini 3 Flash PreviewBatchgoogle/gemini-3-flash-preview:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 86,555 | 519,329 | 788 |
Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-lite | Image inputTool callingReasoningJSON output | 1,048,576 | 86,555 | 519,329 | 788 |
Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | Image inputTool callingReasoningJSON output | 1,048,576 | 86,555 | 519,329 | 788 |
Gemini 3.1 Flash LiteBatchgoogle/gemini-3.1-flash-lite:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 43,277 | 259,665 | 394 |
Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | Image inputTool callingReasoningJSON output | 1,048,576 | 692,439 | 4,154,632 | 6,301 |
Gemini 3.1 Pro Preview Custom Toolsgoogle/gemini-3.1-pro-preview-customtools | Image inputTool callingReasoningJSON output | 1,048,576 | 692,439 | 4,154,632 | 6,301 |
Gemini 3.1 Pro PreviewBatchgoogle/gemini-3.1-pro-preview:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 346,219 | 2,077,316 | 3,151 |
Gemini 3.5 Flashgoogle/gemini-3.5-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 519,329 | 3,115,974 | 4,726 |
Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-lite | Image inputTool callingReasoningJSON output | 1,048,576 | 103,866 | 865,548 | 1,260 |
Gemini 3.5 Flash LiteBatchgoogle/gemini-3.5-flash-lite:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 432,774 | 630 |
Gemini 3.5 FlashBatchgoogle/gemini-3.5-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 259,665 | 1,557,987 | 2,363 |
Gemini 3.6 Flashgoogle/gemini-3.6-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 259,665 | 1,298,323 | 2,025 |
Gemini 3.6 FlashBatchgoogle/gemini-3.6-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 129,832 | 649,161 | 1,013 |
Gemini 3.7 Flashgoogle/gemini-3.7-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 259,665 | 1,298,323 | 2,025 |
Gemini 3.7 FlashBatchgoogle/gemini-3.7-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 129,832 | 649,161 | 1,013 |
Gemini 3.8 Flashgoogle/gemini-3.8-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 259,665 | 1,298,323 | 2,025 |
Gemini 3.8 FlashBatchgoogle/gemini-3.8-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 129,832 | 649,161 | 1,013 |
Gemini 4 Argongoogle/gemini-4-argon | Image inputTool callingReasoningJSON output | 1,048,576 | 692,439 | 3,462,194 | 5,401 |
Gemini 4 ArgonBatchgoogle/gemini-4-argon:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 346,219 | 1,731,097 | 2,701 |
 Muse Spark 1.1meta/muse-spark-1.1 | Image inputTool callingReasoningJSON output | 1,048,576 | 432,774 | 1,471,432 | 2,475 |
Muse Spark 1.2meta/muse-spark-1.2 | Image inputTool callingReasoningJSON output | 1,048,576 | 432,774 | 1,471,432 | 2,475 |
Muse Spark 1.3meta/muse-spark-1.3 | Image inputTool callingReasoningJSON output | 1,048,576 | 432,774 | 1,471,432 | 2,475 |
Muse Spark Openmeta/muse-spark-open | Image inputTool callingReasoningJSON output | 1,048,576 | 432,774 | 1,471,432 | 2,475 |
Muse Wondermeta/muse-wonder | Image inputTool callingReasoningJSON output | 1,048,576 | 1,384,877 | 6,924,387 | 10,802 |
 MiniMax M3minimax/minimax-m3 | Image inputTool callingReasoningJSON output | 1,048,576 | 103,866 | 415,463 | 675 |
MiniMax M3.1 Flashminimax/minimax-m3.1-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 207,732 | 338 |
 Mistral Large 4mistralai/mistral-large-4-0 | Image inputTool callingReasoningJSON output | 1,048,576 | 242,354 | 727,061 | 1,260 |
Kimi K3moonshotai/kimi-k3 | Image inputTool callingReasoningJSON output | 1,048,576 | 66,474 | 5,539,510 | 7,288 |
Kimi K3.1 Promoonshotai/kimi-k3.1-pro | Image inputTool callingReasoningJSON output | 1,048,576 | 692,439 | 3,462,194 | 5,401 |
Kimi K3Batchmoonshotai/kimi-k3:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 789,380 | 3,946,901 | 6,157 |
 Nemotron 3 Supernvidia/nemotron-3-super-120b-a12b | Tool callingReasoningJSON output | 1,048,576 | 103,866 | 830,926 | 1,215 |
Nemotron 3.5 Super VLnvidia/nemotron-3.5-super-vl | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 173,110 | 293 |
Particle-1particle-ai/particle-1 | Image inputTool callingReasoningJSON output | 1,048,576 | 17,311 | 173,110 | 248 |
 Qwen3.8 2.4T A95Bqwen/qwen3.8-2.4t-a95b | Tool callingReasoningJSON output | 1,048,576 | 692,439 | 2,077,316 | 3,601 |
Beam 1.0 501B A23Breflection/beam-1.0-501b-a23b | Tool callingReasoningJSON output | 1,048,576 | 86,555 | 346,219 | 563 |
ricursiveAI/Ripple-65B-Previewricursiveai/ripple-65b-preview | Tool callingJSON output | 1,048,576 | 69,244 | 207,732 | 360 |
Crouton Alphastealth/crouton-alpha | Image inputTool callingReasoningJSON output | 1,048,576 | 0 | 0 | 0 |
 Step 5 Previewstepfun/step-5-preview | Image inputTool callingReasoningJSON output | 1,048,576 | 346,219 | 934,792 | 1,665 |
 Hy4tencent/hy4 | Image inputTool callingReasoningJSON output | 1,048,576 | 144,373 | 432,947 | 751 |
Hy4 previewtencent/hy4-preview | Tool callingReasoningJSON output | 1,048,576 | 288,747 | 865,895 | 1,501 |
MiMo-V2.6-Pro-UltraSpeedxiaomi/mimo-v2.6-pro-ultraspeed | Image inputTool callingReasoningJSON output | 1,048,576 | 1,506,054 | 3,012,108 | 5,874 |
GLM 5.2z-ai/glm-5.2 | Tool callingReasoningJSON output | 1,048,576 | 2,077 | 2,354,292 | 3,063 |
GLM 5.3z-ai/glm-5.3 | Tool callingReasoningJSON output | 1,048,576 | 24,201 | 484,707 | 662 |
GLM 5.3 Flashz-ai/glm-5.3-flash | Image inputTool callingReasoningJSON output | 1,048,576 | 51,933 | 173,110 | 293 |
GLM 5.3 FlashBatchz-ai/glm-5.3-flash:batch | Image inputTool callingReasoningJSON output | 1,048,576 | 17,311 | 62,319 | 104 |
GLM 5.3 FlashXz-ai/glm-5.3-flashx | Image inputTool callingReasoningJSON output | 1,048,576 | 128,101 | 432,774 | 729 |
GLM 5.3 FlashX Legalz-ai/glm-5.3-flashx-legal | Image inputTool callingReasoningJSON output | 1,048,576 | 128,101 | 432,774 | 729 |
GLM 5.3Batchz-ai/glm-5.3:batch | Tool callingReasoningJSON output | 1,048,576 | 155,799 | 692,439 | 1,103 |
DeepSeek FlashLatest~deepseek/deepseek-flash-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 2,077 | 173,110 | 228 |
DeepSeek ProLatest~deepseek/deepseek-pro-latest | Tool callingReasoningJSON output | 1,048,576 | 32,095 | 2,769,755 | 3,642 |
DeepSeek V4 FlashLatest~deepseek/deepseek-v4-flash-latest | Tool callingReasoningJSON output | 1,048,576 | 20,427 | 103,866 | 162 |
Gemini FlashLatest~google/gemini-flash-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 259,665 | 1,298,323 | 2,025 |
Gemini ProLatest~google/gemini-pro-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 692,439 | 3,462,194 | 5,401 |
KimiLatest~moonshotai/kimi-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 53,595 | 3,233,273 | 4,273 |
GLM FlashLatest~z-ai/glm-flash-latest | Image inputTool callingReasoningJSON output | 1,048,576 | 9,867 | 31,956 | 54 |
GLMLatest~z-ai/glm-latest | Tool callingReasoningJSON output | 1,048,576 | 24,201 | 484,707 | 662 |
GPT-4.1openai/gpt-4.1 | Image inputTool callingJSON outputFile input | 1,047,576 | 692,439 | 2,769,755 | 4,501 |
GPT-4.1 Miniopenai/gpt-4.1-mini | Image inputTool callingJSON outputFile input | 1,047,576 | 138,488 | 553,951 | 900 |
GPT-4.1 Nanoopenai/gpt-4.1-nano | Image inputTool callingJSON outputFile input | 1,047,576 | 34,622 | 138,488 | 225 |
Qwen3.8 27Bqwen/qwen3.8-27b | Image inputTool callingReasoningJSON output | 1,024,000 | 51,933 | 649,161 | 911 |
Claude Fable 5anthropic/claude-fable-5 | Image inputTool callingReasoningJSON output | 1,000,000 | 3,462,194 | 17,310,968 | 27,005 |
Claude Fable 5.1anthropic/claude-fable-5.1 | Image inputTool callingReasoningJSON output | 1,000,000 | 3,462,194 | 17,310,968 | 27,005 |
Showing the first 120. For finer filters see the full catalogue .