Reference

Language

Text-in, text-out models for chat, reasoning, tool use, and coding, selected by model override.

The language models the SDK can call for text generation and any agent that reasons in text. Each one is documented with the numbers that decide a choice: how much it can read at once, what it costs per million tokens in and out, and whether it reasons, calls tools, or reads images. You rarely name one by hand. The generation actions carry a sensible default, and a model override swaps in a specific model when a task needs more context, lower cost, or a particular capability.

130 models
Amazon Nova LiteLanguage
Amazon· viaAmazon Bedrock
300K
Context
5K
Max out
$0.059
In / 1M
$0.24
Out / 1M
FastLow costMultimodal
Claude 5 SonnetLanguage
Anthropic
1M
Context
64K
Max out
$3.00
In / 1M
$15.00
Out / 1M
VisionReasoningLarge context+3
DeepSeek V4 FlashLanguage
DeepSeek· viaDeepInfra
1M
Context
384K
Max out
$0.090
In / 1M
$0.18
Out / 1M
Reasoning
DeepSeek V4 Flash 0731Language
DeepSeek· viaDeepInfra
1M
Context
384K
Max out
$0.090
In / 1M
$0.18
Out / 1M
Reasoning
DeepSeek V4 ProLanguage
DeepSeek· viaDeepInfra
1M
Context
384K
Max out
$1.30
In / 1M
$2.60
Out / 1M
Reasoning
DeepSeek-R1Language
DeepSeek· viaDeepInfra
64K
Context
8K
Max out
$0.55
In / 1M
$2.19
Out / 1M
Reasoning
Gemini 2.5 ProLanguage
Google
1M
Context
64K
Max out
$2.50
In / 1M
$15.00
Out / 1M
VisionReasoningLarge context+1
GLM-5.3Language
Z.ai· viaAlibaba Cloud
1M
Context
131.1K
Max out
$1.40
In / 1M
$4.40
Out / 1M
Large context
GPT-5.1Language
OpenAI
400K
Context
128K
Max out
$1.25
In / 1M
$10.00
Out / 1M
VisionReasoning
GPT-5.5Language
OpenAI
1M
Context
128K
Max out
$5.00
In / 1M
$30.00
Out / 1M
VisionReasoningLarge context+2
GPT‑5.2 ProLanguage
OpenAI
400K
Context
256K
Max out
$21.00
In / 1M
$168.00
Out / 1M
VisionReasoningTools+1
InklingLanguage
Thinking Machines· viaDeepInfra
524.3K
Context
524.3K
Max out
$0.95
In / 1M
$4.05
Out / 1M
VisionMultimodal
Kimi K3Language
Moonshot· viaMoonshot AI
1M
Context
131.1K
Max out
$3.00
In / 1M
$15.00
Out / 1M
VisionLarge contextMultimodal
Nemotron 3 Ultra 550BLanguage
Nvidia· viaDeepInfra
262.1K
Context
16.4K
Max out
$0.50
In / 1M
$2.20
Out / 1M
Reasoning
Qwen3.5 Omni PlusLanguage
Qwen· viaAlibaba Cloud
256K
Context
64K
Max out
$1.40
In / 1M
$8.30
Out / 1M
VisionMultimodal
Qwen3.8 2.4TLanguage
Qwen· viaAlibaba Cloud
1M
Context
131.1K
Max out
$2.00
In / 1M
$6.00
Out / 1M
Large contextReasoning
Qwen3.8 2.4TLanguage
Qwen· viaDeepInfra
262.1K
Context
262.1K
Max out
$2.00
In / 1M
$6.00
Out / 1M
Reasoning
Qwen3.8 MaxLanguage
Qwen· viaAlibaba Cloud
1M
Context
131.1K
Max out
$2.00
In / 1M
$6.00
Out / 1M
VisionLarge contextReasoning
Seed 2.0 ProLanguage
ByteDance· viaDeepInfra
256K
Context
256K
Max out
$0.50
In / 1M
$3.00
Out / 1M
VisionMultimodal
Amazon Nova 2 LiteLanguage
Amazon· viaAmazon Bedrock
1M
Context
64K
Max out
$0.30
In / 1M
$2.50
Out / 1M
VisionLarge contextLow cost
Amazon Nova MicroLanguage
Amazon· viaAmazon Bedrock
128K
Context
5K
Max out
$0.035
In / 1M
$0.14
Out / 1M
Low costFastMultimodal
Amazon Nova ProLanguage
Amazon· viaAmazon Bedrock
300K
Context
5K
Max out
$0.80
In / 1M
$3.20
Out / 1M
Fast
Claude 4.5 HaikuLanguage
Anthropic
200K
Context
64K
Max out
$1.00
In / 1M
$5.00
Out / 1M
Vision
Claude 4.5 OpusLanguage
Anthropic
200K
Context
64K
Max out
$5.00
In / 1M
$25.00
Out / 1M
VisionLarge contextTools+2
Claude 4.5 SonnetLanguage
Anthropic
200K
Context
64K
Max out
$3.00
In / 1M
$15.00
Out / 1M
VisionLarge contextTools+1
Claude 4.6 OpusLanguage
Anthropic
1M
Context
128K
Max out
$5.00
In / 1M
$25.00
Out / 1M
VisionLarge contextReasoning+2
Claude 4.6 SonnetLanguage
Anthropic
1M
Context
128K
Max out
$3.00
In / 1M
$15.00
Out / 1M
VisionLarge contextReasoning+2
Claude 4.7 OpusLanguage
Anthropic
1M
Context
128K
Max out
$5.00
In / 1M
$25.00
Out / 1M
VisionLarge contextReasoning+2
Claude 4.8 OpusLanguage
Anthropic
1M
Context
128K
Max out
$5.00
In / 1M
$25.00
Out / 1M
VisionLarge contextReasoning+2
Claude 5 FableLanguage
Anthropic
1M
Context
128K
Max out
$10.00
In / 1M
$50.00
Out / 1M
VisionLarge contextReasoning+2
Claude 5 OpusLanguage
Anthropic
1M
Context
128K
Max out
$5.00
In / 1M
$25.00
Out / 1M
VisionLarge contextReasoning+2
DeepSeek R1 TurboLanguage
DeepSeek· viaDeepInfra
128K
Context
8K
Max out
$1.00
In / 1M
$3.00
Out / 1M
DeepSeek V3.1Language
DeepSeek· viaDeepInfra
128K
Context
8K
Max out
$0.27
In / 1M
$1.00
Out / 1M
DeepSeek V3.2Language
DeepSeek· viaDeepInfra
160K
Context
8K
Max out
$0.26
In / 1M
$0.38
Out / 1M
DeepSeek-V3Language
DeepSeek· viaDeepInfra
128K
Context
8K
Max out
$0.40
In / 1M
$0.89
Out / 1M
Fast
Gemini 2.5 FlashLanguage
Google
1M
Context
64K
Max out
$0.30
In / 1M
$2.50
Out / 1M
VisionFastLow cost+2
Gemini 2.5 Flash LiteLanguage
Google
1M
Context
65.5K
Max out
$0.100
In / 1M
$0.40
Out / 1M
VisionFast
Gemini 3 FlashLanguage
Google
1M
Context
65.5K
Max out
$0.50
In / 1M
$3.00
Out / 1M
VisionLarge contextTools
Gemini 3.1 Flash LiteLanguage
Google
1M
Context
65.5K
Max out
$0.25
In / 1M
$1.50
Out / 1M
VisionLarge contextLow cost
Gemini 3.1 ProLanguage
Google
1M
Context
65.5K
Max out
$4.00
In / 1M
$18.00
Out / 1M
VisionLarge contextReasoning+2
Gemini 3.5 FlashLanguage
Google
1M
Context
65.5K
Max out
$1.50
In / 1M
$9.00
Out / 1M
Gemini 3.5 Flash LiteLanguage
Google
1M
Context
65.5K
Max out
$0.30
In / 1M
$2.50
Out / 1M
VisionLarge contextLow cost
Gemini 3.6 FlashLanguage
Google
1M
Context
65.5K
Max out
$0.75
In / 1M
$3.75
Out / 1M
VisionLarge contextReasoning+1
Gemini 3.7 FlashLanguage
Google
1M
Context
65.5K
Max out
$0.75
In / 1M
$3.75
Out / 1M
VisionLarge contextReasoning+2
Gemma 3.2Language
Google· viaDeepInfra
128K
Context
8K
Max out
$0.100
In / 1M
$0.20
Out / 1M
ReasoningMultimodal
Gemma 4 26BLanguage
Google· viaDeepInfra
262.1K
Context
16.4K
Max out
$0.070
In / 1M
$0.34
Out / 1M
VisionMultimodalLow cost
Gemma 4 31BLanguage
Google· viaDeepInfra
262.1K
Context
16.4K
Max out
$0.13
In / 1M
$0.38
Out / 1M
VisionReasoningMultimodal
GLM 4.6Language
Z.ai· viaDeepInfra
200K
Context
16.4K
Max out
$0.50
In / 1M
$2.00
Out / 1M
GLM 4.6VLanguage
Z.ai· viaDeepInfra
131.1K
Context
16.4K
Max out
$0.30
In / 1M
$0.90
Out / 1M
GLM 4.7Language
Z.ai· viaDeepInfra
131.1K
Context
16.4K
Max out
$0.40
In / 1M
$1.75
Out / 1M
GLM 4.7 FlashLanguage
Z.ai· viaDeepInfra
202.8K
Context
16.4K
Max out
$0.060
In / 1M
$0.40
Out / 1M
FastLow cost
GLM 5Language
Z.ai· viaDeepInfra
200K
Context
16.4K
Max out
$0.80
In / 1M
$2.56
Out / 1M
GLM 5.1Language
Z.ai· viaDeepInfra
200K
Context
16.4K
Max out
$1.05
In / 1M
$3.50
Out / 1M
GLM-5.2Language
Z.ai· viaDeepInfra
1M
Context
128K
Max out
$0.93
In / 1M
$3.00
Out / 1M
Large context
GLM-5.3 FlashLanguage
Z.ai· viaDeepInfra
1M
Context
131.1K
Max out
$0.15
In / 1M
$0.50
Out / 1M
VisionFastLow cost+1
GPT 5.4Language
OpenAI
1M
Context
128K
Max out
$2.50
In / 1M
$15.00
Out / 1M
GPT 5.4 ProLanguage
OpenAI
1M
Context
128K
Max out
$30.00
In / 1M
$180.00
Out / 1M
GPT 5.5 ProLanguage
OpenAI
1M
Context
128K
Max out
$30.00
In / 1M
$180.00
Out / 1M
ReasoningLarge context
GPT 5.6 LunaLanguage
OpenAI
1.1M
Context
128K
Max out
$0.20
In / 1M
$1.20
Out / 1M
Vision
GPT 5.6 SolLanguage
OpenAI
1.1M
Context
128K
Max out
$5.00
In / 1M
$30.00
Out / 1M
Vision
GPT 5.6 TerraLanguage
OpenAI
1.1M
Context
128K
Max out
$2.00
In / 1M
$12.00
Out / 1M
Vision
GPT OSS 120BLanguage
OpenAI· viaGroq
128K
Context
32.8K
Max out
$0.15
In / 1M
$0.75
Out / 1M
Open sourceFast
GPT OSS 20BLanguage
OpenAI· viaGroq
128K
Context
32.8K
Max out
$0.100
In / 1M
$0.50
Out / 1M
Open sourceFast
GPT-5Language
OpenAI
400K
Context
128K
Max out
$1.25
In / 1M
$10.00
Out / 1M
VisionReasoningTools+1
GPT-5 miniLanguage
OpenAI
400K
Context
128K
Max out
$0.25
In / 1M
$2.00
Out / 1M
VisionToolsMCP
GPT-5 nanoLanguage
OpenAI
400K
Context
128K
Max out
$0.050
In / 1M
$0.40
Out / 1M
VisionToolsMCP
Granite 4.2 30BLanguage
IBM· viaDeepInfra
131.1K
Context
32.8K
Max out
$0.16
In / 1M
$0.65
Out / 1M
ReasoningOpen source
Granite 4.2 3BLanguage
IBM· viaDeepInfra
131.1K
Context
32.8K
Max out
$0.030
In / 1M
$0.12
Out / 1M
ReasoningFastLow cost
Granite 4.2 8BLanguage
IBM· viaDeepInfra
131.1K
Context
32.8K
Max out
$0.060
In / 1M
$0.25
Out / 1M
ReasoningOpen sourceLow cost
Grok 3Language
X.ai
131.1K
Context
8.2K
Max out
$3.00
In / 1M
$15.00
Out / 1M
Grok 3 FastLanguage
X.ai
131.1K
Context
8.2K
Max out
$5.00
In / 1M
$25.00
Out / 1M
Grok 3 MiniLanguage
X.ai
131.1K
Context
8.2K
Max out
$0.30
In / 1M
$0.50
Out / 1M
Grok 3 Mini FastLanguage
X.ai
131.1K
Context
8.2K
Max out
$0.60
In / 1M
$4.00
Out / 1M
Grok 4Language
X.ai
256K
Context
256K
Max out
$3.00
In / 1M
$15.00
Out / 1M
Grok 4 FastLanguage
X.ai
2M
Context
2M
Max out
$0.20
In / 1M
$0.50
Out / 1M
Vision
Grok 4 Fast ReasoningLanguage
X.ai
2M
Context
2M
Max out
$0.20
In / 1M
$0.50
Out / 1M
Grok 4.1 FastLanguage
X.ai
2M
Context
2M
Max out
$0.20
In / 1M
$0.50
Out / 1M
Grok 4.1 Fast ReasoningLanguage
X.ai
2M
Context
2M
Max out
$0.20
In / 1M
$0.50
Out / 1M
Grok 4.20Language
X.ai
2M
Context
2M
Max out
$2.00
In / 1M
$6.00
Out / 1M
Grok 4.20 ReasoningLanguage
X.ai
2M
Context
2M
Max out
$2.00
In / 1M
$6.00
Out / 1M
Grok 4.3Language
X.ai
1M
Context
900K
Max out
$1.25
In / 1M
$2.50
Out / 1M
Grok 4.5Language
X.ai
500K
Context
450K
Max out
$2.00
In / 1M
$6.00
Out / 1M
Grok 4.6Language
X.ai
500K
Context
450K
Max out
$2.00
In / 1M
$6.00
Out / 1M
Grok Build 0.1Language
X.ai
256K
Context
230K
Max out
$1.00
In / 1M
$2.00
Out / 1M
Hy3Language
Tencent· viaDeepInfra
262.1K
Context
32.8K
Max out
$0.14
In / 1M
$0.58
Out / 1M
Large contextOpen sourceLow cost
Inkling SmallLanguage
Thinking Machines· viaDeepInfra
524.3K
Context
524.3K
Max out
$0.45
In / 1M
$1.20
Out / 1M
VisionFastMultimodal+1
Kimi K2.5Language
Moonshot· viaDeepInfra
262.1K
Context
16.4K
Max out
$0.45
In / 1M
$2.80
Out / 1M
Kimi K2.6Language
Moonshot· viaDeepInfra
262.1K
Context
16.4K
Max out
$0.75
In / 1M
$3.50
Out / 1M
Kimi K2.7 CodeLanguage
Moonshot· viaDeepInfra
262.2K
Context
10M
Max out
$0.74
In / 1M
$3.50
Out / 1M
CodingAgentic
Ling 3.0 FlashLanguage
inclusionAI· viaDeepInfra
131.1K
Context
131.1K
Max out
$0.060
In / 1M
$0.18
Out / 1M
FastLow cost
Llama 4 MaverickLanguage
Meta· viaDeepInfra
130K
Context
60K
Max out
$0.20
In / 1M
$0.80
Out / 1M
Llama 4 ScoutLanguage
Meta· viaDeepInfra
130K
Context
60K
Max out
$0.11
In / 1M
$0.34
Out / 1M
MiMo V2.5Language
Xiaomi· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.40
In / 1M
$2.00
Out / 1M
VisionMultimodalOpen source
MiMo V2.5 ProLanguage
Xiaomi· viaDeepInfra
1M
Context
128K
Max out
$1.00
In / 1M
$3.00
Out / 1M
Large context
MiniMax M3Language
MiniMax· viaDeepInfra
524.3K
Context
16.4K
Max out
$0.28
In / 1M
$1.10
Out / 1M
VisionLarge contextMultimodal
Ministral 3 14BLanguage
Mistral
256K
Context
16K
Max out
$0.20
In / 1M
$0.20
Out / 1M
Open source
Ministral 3 3BLanguage
Mistral
256K
Context
16K
Max out
$0.100
In / 1M
$0.100
Out / 1M
Open source
Ministral 3 8BLanguage
Mistral
256K
Context
16K
Max out
$0.15
In / 1M
$0.15
Out / 1M
Open source
Mistral CodestralLanguage
Mistral
32K
Context
16K
Max out
$0.20
In / 1M
$0.60
Out / 1M
Mistral Large 3Language
Mistral
256K
Context
16K
Max out
$0.50
In / 1M
$1.50
Out / 1M
Open source
Mistral NemoLanguage
Mistral
128K
Context
64K
Max out
$0.15
In / 1M
$0.15
Out / 1M
Mistral Small 3.1 (25.03)Language
Mistral
128K
Context
16K
Max out
$0.100
In / 1M
$0.30
Out / 1M
Muse Glimmer 30BLanguage
Meta· viaDeepInfra
131.1K
Context
16.4K
Max out
$0.30
In / 1M
$1.20
Out / 1M
VisionMultimodal
Muse Spark 1.1Language
Meta
1M
Context
128K
Max out
$1.25
In / 1M
$4.25
Out / 1M
VisionLarge context
Nemotron 3 Nano 30BLanguage
Nvidia· viaDeepInfra
1M
Context
16.4K
Max out
$0.050
In / 1M
$0.20
Out / 1M
Nemotron 3 Super 120BLanguage
Nvidia· viaDeepInfra
1M
Context
16.4K
Max out
$0.100
In / 1M
$0.50
Out / 1M
Nemotron 3.5 LightningLanguage
Nvidia· viaDeepInfra
262.1K
Context
16.4K
Max out
$0.080
In / 1M
$0.20
Out / 1M
FastReasoning
o1Language
OpenAI
200K
Context
100K
Max out
$15.00
In / 1M
$60.00
Out / 1M
o1-proLanguage
OpenAI
200K
Context
100K
Max out
$150.00
In / 1M
$600.00
Out / 1M
o3Language
OpenAI
200K
Context
100K
Max out
$2.00
In / 1M
$8.00
Out / 1M
o3-miniLanguage
OpenAI
200K
Context
100K
Max out
$1.10
In / 1M
$4.40
Out / 1M
o3-proLanguage
OpenAI
200K
Context
100K
Max out
$2.00
In / 1M
$8.00
Out / 1M
Qwen3 235BLanguage
Qwen· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.090
In / 1M
$0.55
Out / 1M
Qwen3 VL 235BLanguage
Qwen· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.20
In / 1M
$0.88
Out / 1M
VisionMultimodalLow cost
Qwen3.5 397BLanguage
Qwen· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.45
In / 1M
$3.00
Out / 1M
VisionReasoningMultimodal
Qwen3.5 Omni FlashLanguage
Qwen· viaAlibaba Cloud
256K
Context
64K
Max out
$0.40
In / 1M
$2.20
Out / 1M
Vision
Qwen3.6 FlashLanguage
Qwen· viaAlibaba Cloud
1M
Context
64K
Max out
$0.25
In / 1M
$1.50
Out / 1M
VisionLarge contextReasoning
Qwen3.6-35B-A3BLanguage
Qwen· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.20
In / 1M
$1.00
Out / 1M
Qwen3.7 FlashLanguage
Qwen· viaAlibaba Cloud
1M
Context
65.5K
Max out
$0.030
In / 1M
$0.13
Out / 1M
VisionFastLarge context+1
Qwen3.7 MaxLanguage
Qwen· viaAlibaba Cloud
1M
Context
64K
Max out
$2.50
In / 1M
$7.50
Out / 1M
VisionLarge contextReasoning
Qwen3.7 PlusLanguage
Qwen· viaAlibaba Cloud
1M
Context
64K
Max out
$0.40
In / 1M
$1.60
Out / 1M
VisionLarge contextReasoning
Qwen3.8 27BLanguage
Qwen· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.40
In / 1M
$3.00
Out / 1M
VisionReasoningMultimodal
Qwen3.8 FlashLanguage
Qwen· viaAlibaba Cloud
1M
Context
65.5K
Max out
$0.16
In / 1M
$0.47
Out / 1M
VisionFastLarge context+1
Seed 1.8Language
ByteDance· viaDeepInfra
256K
Context
256K
Max out
$0.25
In / 1M
$2.00
Out / 1M
VisionMultimodalLow cost
Seed 2.0 CodeLanguage
ByteDance· viaDeepInfra
256K
Context
256K
Max out
$0.50
In / 1M
$3.00
Out / 1M
VisionMultimodalTools
SonarLanguage
Perplexity
128K
Context
32.8K
Max out
$1.00
In / 1M
$1.00
Out / 1M
Sonar Deep ResearchLanguage
Perplexity
128K
Context
8K
Max out
$2.00
In / 1M
$8.00
Out / 1M
Sonar ProLanguage
Perplexity
200K
Context
8K
Max out
$3.00
In / 1M
$15.00
Out / 1M
Sonar Reasoning ProLanguage
Perplexity
128K
Context
8K
Max out
$2.00
In / 1M
$8.00
Out / 1M
Step 3.7 FlashLanguage
StepFun· viaDeepInfra
262.1K
Context
262.1K
Max out
$0.20
In / 1M
$1.15
Out / 1M
VisionReasoningMultimodal