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Capabilities Explorer

Explore 463 AI models by their capabilities. See which models support vision, reasoning, JSON mode, function calling, streaming, web search, and image output.

Models

463

Providers

75

Capabilities

7

Avg Caps/Model

4.5

Capability Prevalence (% of models)

LMMarketCap.com

Capability Distribution

How many of the 463 models support each capability.

Vision

303

Can process image inputs

65% of all models

Reasoning

338

Extended chain-of-thought reasoning

73% of all models

JSON Mode

390

Guaranteed JSON output format

84% of all models

Function Calling

391

Can call external tools/functions

84% of all models

Streaming

444

Token-by-token streaming output

96% of all models

Web Search

182

Can search the web for information

39% of all models

Image Output

19

Can generate images

4% of all models

Models by Capability

Quick view of the top models for each capability, ranked by score.

Full Capability Matrix

All 463 models with their capability support. Sorted by composite score.

ModelScoreVisionReasoningJSON ModeFunction CallingStreamingWeb SearchImage Output
Claude Fable 5.1Anthropic96
Claude Fable 5.1 (batch)Anthropic96
Claude Fable 5Anthropic96
Claude Fable 5 (batch)Anthropic96
Claude Opus 5.5Anthropic95
Claude Opus 5Anthropic95
Claude Opus 4.8Anthropic95
Claude Opus 4.7Anthropic95
GPT-5.5 ProOpenAI93
GPT-5.5 Pro (batch)OpenAI93
GPT-5.5OpenAI93
Gemini 3.1 Pro Preview Custom ToolsGoogle92
Gemini 3.1 Pro PreviewGoogle92
Gemini 3.1 Pro Preview (batch)Google92
GPT-5.4 ProOpenAI92
GPT-5.4 Pro (batch)OpenAI92
GPT-5.4OpenAI92
GPT-5.3-CodexOpenAI91
GPT-5.2-CodexOpenAI91
GPT-5.2 ChatOpenAI91
GPT-5.2 ProOpenAI91
GPT-5.2 Pro (batch)OpenAI91
GPT-5.2OpenAI91
Claude Opus 4.6Anthropic90
GPT-5.6 Luna ProOpenAI89
GPT-5.6 Luna Pro (batch)OpenAI89
GPT-5.6 LunaOpenAI89
GPT-5.6 Luna (batch)OpenAI89
GPT-5.6 Terra ProOpenAI89
GPT-5.6 Terra Pro (batch)OpenAI89
GPT-5.6 TerraOpenAI89
GPT-5.6 Terra (batch)OpenAI89
GPT-5.6 Sol ProOpenAI89
GPT-5.6 Sol Pro (batch)OpenAI89
GPT-5.6 SolOpenAI89
GPT-5.6 Sol (batch)OpenAI89
GPT-5.5 (batch)OpenAI89
GPT-5.4 (batch)OpenAI89
Grok 4.7xAI89
Grok 4.6xAI89
Grok 4.5xAI89
Grok 4.3xAI89
Grok 4.20xAI89
GPT-5.2 (batch)OpenAI89
GPT-5.1-Codex-MaxOpenAI89
GPT-5.1OpenAI89
GPT-5.1 (batch)OpenAI89
GPT-5.1-CodexOpenAI89
GPT-5.1-Codex-MiniOpenAI89
GPT-5 ProOpenAI89
GPT-5 Pro (batch)OpenAI89
GPT-5OpenAI89
GPT-5 (batch)OpenAI89
Grok 4.3 (batch)xAI89
Gemini 3 Flash PreviewGoogle88
Gemini 3 Flash Preview (batch)Google88
Grok 4.7 (batch)xAI88
Grok 4.6 (batch)xAI88
Grok 4.20 Multi-AgentxAI88
o3 ProOpenAI87
o3OpenAI87
o3 (batch)OpenAI87
Claude Sonnet 5.5Anthropic85
Claude Sonnet 5Anthropic85
Claude Sonnet 4.6Anthropic85
Claude Opus 4.5Anthropic85
Claude Opus 4.5 (batch)Anthropic85
Claude Opus 4.8 (batch)Anthropic84
Claude Opus 4.7 (batch)Anthropic84
Claude Opus 4.6 (batch)Anthropic84
Gemini 2.5 ProGoogle84
Gemini 2.5 Pro Preview 06-05Google84
DeepSeek V3.2DeepSeek83
Claude Opus 4.1 (batch)Anthropic83
Claude Sonnet 4.5Anthropic82
Claude Opus 4.1Anthropic82
GPT-6 AstraOpenAI82
GPT-6 Astra (batch)OpenAI82
GPT-6 Astra ProOpenAI82
GPT-6 Astra Pro (batch)OpenAI82
o4 Mini (batch)OpenAI81
Gemini 3.8 FlashGoogle81
Gemini 3.8 Flash (batch)Google81
R1 0528DeepSeek79
GPT-5.4 NanoOpenAI79
GPT-5.4 Nano (batch)OpenAI79
GPT-5.4 MiniOpenAI79
GPT-5.4 Mini (batch)OpenAI79
Gemini 2.5 Flash LiteGoogle79
Gemini 2.5 FlashGoogle79
Gemini 3.5 Flash LiteGoogle79
Gemini 3.5 Flash Lite (batch)Google79
Gemini 3.5 FlashGoogle79
Gemini 3.5 Flash (batch)Google79
Gemma 2 27BGoogle77
GPT-5 Mini (batch)OpenAI77
GPT-5 NanoOpenAI77
GPT-5 Nano (batch)OpenAI77
Gemma 4 31BGoogle76
Gemma 4 31B (free)Google76
Claude Sonnet 4.6 (batch)Anthropic75
Claude Sonnet 4.5 (batch)Anthropic75
o3 Mini (batch)OpenAI74
GPT-4o (batch)OpenAI72
DeepSeek V3.2 ExpDeepSeek72
DeepSeek V3.1DeepSeek72
DeepSeek V3 0324DeepSeek72
GPT-4o (2024-11-20)OpenAI71
GPT-4o (2024-08-06)OpenAI71
GPT-4oOpenAI71
GPT-4o (2024-05-13)OpenAI71
Gemini 3.1 Flash Lite PreviewGoogle71
Qwen3.5 397B A17BAlibaba71
Llama 4 MaverickMeta70
Claude Haiku 5.5Anthropic70
Claude Haiku 4.5Anthropic70
Claude Haiku 4.5 (batch)Anthropic70
Qwen3.5-122B-A10BAlibaba70
GLM 5.3 FlashX LegalZhipu AI70
GLM 5.3 FlashXZhipu AI70
GLM 5.3 FlashZhipu AI70
GLM 5.3 Flash (batch)Zhipu AI70
DeepSeek V3DeepSeek70
Qwen3.5-27BAlibaba69
GPT-4o-miniOpenAI69
GLM 5V TurboZhipu AI69
GLM 5.3 PrimeZhipu AI69
GLM 5.3Zhipu AI69
GLM 5.3 (batch)Zhipu AI69
GLM 5.2Zhipu AI69
Qwen3.5-35B-A3BAlibaba69
Mistral Large 4Mistral AI68
GLM 5.1Zhipu AI68
GLM 5 TurboZhipu AI68
GLM 5Zhipu AI68
GLM 4.5VZhipu AI68
GPT-4.1OpenAI68
GPT-4.1 (batch)OpenAI68
GLM 4.7Zhipu AI67
GLM 4.6Zhipu AI67
GLM 4.5Zhipu AI67
Mistral Large 3 2512Mistral AI67
Llama 3.3 70B InstructMeta67
Qwen3.5-9BAlibaba67
Mistral Large 2407Mistral AI66
Mistral LargeMistral AI66
Composer 2Cursor66
Composer 2 FastCursor66
Qwen3 235B A22B Thinking 2507Alibaba65
Qwen3 235B A22B Instruct 2507Alibaba65
MiniMax M1MiniMax64
GLM 4.5 AirZhipu AI64
MiniMax M2.7MiniMax64
MiniMax M2.5MiniMax64
Llama 3.1 70B InstructMeta64
Mixtral 8x22B InstructMistral AI63
GPT-4o-mini (batch)OpenAI63
Phi 4Microsoft61
Llama 4 ScoutMeta60
GPT-4OpenAI60
GPT-4.1 Mini (batch)OpenAI59
GPT-4.1 Nano (batch)OpenAI59
Claude Haiku 5.5 (batch)Anthropic58
GPT-4 Turbo (batch)OpenAI57
Command A+Cohere51
Command ACohere51
Kimi K2.6Moonshot AI48
Kimi K2.5Moonshot AI48
GPT-4o-mini (2024-07-18)OpenAI46
GPT-4.1 MiniOpenAI44
Llama 3.1 8B InstructMeta41
GPT-5 MiniOpenAI41
Command R (08-2024)Cohere41
Command R+ (08-2024)Cohere41
ricursiveAI/Ripple-65B-Previewricursiveai40
Hy4Tencent40
Particle-1particle-ai40
GPT-6.1 Terra ProOpenAI40
GPT-6.1 Terra Pro (batch)OpenAI40
GPT-6.1 TerraOpenAI40
GPT-6.1 Terra (batch)OpenAI40
Kimi K3.1 ProMoonshot AI40
Flint (free)recursive40
MiniMax M3.1 FlashMiniMax40
DeepSeek V4.1 Flash 1017DeepSeek40
Glimpseelorian40
Xing4.0 29B A4B (free)xingchen-agi40
Beam 1.0 501B A23Breflection40
Mercury 3Inception40
Ternary Bonsai 2 9Bprism-ml40
Moondream 3 Previewmoondream40
Moondream 3.1moondream40
Muse Spark Openmeta40
Nemotron 3.5 Super VLNVIDIA40
Nemotron 3.5 Super VL (free)NVIDIA40
Pareto 26.10unbiased40
Pareto Latest~unbiased40
Pareto 26.9unbiased40
LFM2.5-24B-A2BLiquid AI40
Gemini 4 ArgonGoogle40
Gemini 4 Argon (batch)Google40
Summarizescaledown40
Extractscaledown40
Muse Wondermeta40
Step 5 PreviewStepFun40
Ling 3.1 Flashinclusionai40
GPT-6.1 Sol ProOpenAI40
GPT-6.1 Sol Pro (batch)OpenAI40
GPT-6.1 SolOpenAI40
GPT-6.1 Sol (batch)OpenAI40
Claude Sonnet 5.5 (batch)Anthropic40
Perceptron Mk1.5perceptron40
Ember-1fireworks40
Qwen3.8 Max PrimeAlibaba40
Aion 3.5 Miniaion-labs40
Aion 3.5aion-labs40
Solar Mini 4Upstage40
GPT-6 Luna ProOpenAI40
GPT-6 Luna Pro (batch)OpenAI40
GPT-6 LunaOpenAI40
GPT-6 Luna (batch)OpenAI40
GPT-6 Sol ProOpenAI40
GPT-6 Sol Pro (batch)OpenAI40
GPT-6 SolOpenAI40
GPT-6 Sol (batch)OpenAI40
Claude Opus 5.5 (batch)Anthropic40
MiMo-V2.6-Pro-UltraSpeedXiaomi40
MiMo-V2.6-FlashXiaomi40
MiMo-V2.6-ProXiaomi40
Qwen3.8 Omni FlashAlibaba40
Ternary Bonsai 2 27Bprism-ml40
DeepSeek Pro Latest~deepseek40
DeepSeek Flash Latest~deepseek40
Schematron V2 Turboinference-net40
Schematron V2 Smallinference-net40
GPT Astra Latest~openai40
GPT Sol Latest~openai40
GPT Terra Latest~openai40
GPT Luna Latest~openai40
Fugu Ultra v2sakana40
Fugu Maxsakana40
Ling 3.0 Flash VLinclusionai40
DeepSeek V4.1 FlashDeepSeek40
DeepSeek V4.1 Flash (batch)DeepSeek40
Mercury 2.5Inception40
Qwen3.8 Max (0902)Alibaba40
Muse Spark 1.3 Contributormeta40
Muse Spark 1.3meta40
Granite 4.2 8BIBM40
Hy4 previewTencent40
GLM Flash Latest~z-ai40
Qwen3.8 FlashAlibaba40
Muse Spark 1.2 Contributormeta40
DeepSeek V4 Flash Vision ExpDeepSeek40
Hy-MT2-1.8BTencent40
Hy-MT2-30B-A3BTencent40
GLM Latest~z-ai40
Hy-MT2-7BTencent40
Qwen3.8 27BAlibaba40
Dots3-Note Preview (free)dots-studio40
Gemini 3.7 FlashGoogle40
Gemini 3.7 Flash (batch)Google40
Seed 2.1 TurboByteDance40
Qwen3.8 2.4T A95BAlibaba40
Seed-2.0-CodeByteDance40
DeepSeek V4 Pro 0813DeepSeek40
LFM2.5-2.6BLiquid AI40
LFM2.5-2.6B (free)Liquid AI40
Nemotron 3.5 LightningNVIDIA40
Nemotron 3.5 Lightning (free)NVIDIA40
Sakana Namazusakana40
Solar Pro 4Upstage40
Muse Glimmer 30Bmeta40
Ling 3.0 Tinyinclusionai40
Muse Spark 1.2meta40
DeepSeek V4 Flash Latest~deepseek40
DeepSeek V4 Flash 0731DeepSeek40
Inkling Smallthinkingmachines40
Qwen3.7 FlashAlibaba40
Claude Opus 5 (batch)Anthropic40
Ling 3.0 Flashinclusionai40
Gemini 3.6 FlashGoogle40
Gemini 3.6 Flash (batch)Google40
LongCat 2.0Meituan40
Inklingthinkingmachines40
Kimi K3Moonshot AI40
Kimi K3 (batch)Moonshot AI40
Muse Spark 1.1meta40
Grok Latest~x-ai40
Aion-3.0-Miniaion-labs40
Aion-3.0aion-labs40
Hy3Tencent40
Claude Sonnet 5 (batch)Anthropic40
Fugu Ultrasakana40
North Mini Code (free)Cohere40
Kimi K2.7 CodeMoonshot AI40
Claude Fable Latest~anthropic40
Nemotron 3.5 Content SafetyNVIDIA40
Jev Routertypesafe40
SwitchyardNVIDIA40
Gemini Omni 1.2 FlashGoogle--
Gemini Omni 1.1 FlashGoogle--
Crouton Alphastealth--
Nano Banana 2.1Google--
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google--
Nano Banana 2 (Gemini 3.1 Flash Image)Google--
Nano Banana Pro (Gemini 3 Pro Image)Google--
Nemotron 3 UltraNVIDIA--
Nemotron 3 Ultra (free)NVIDIA--
Qwen3.7 PlusAlibaba--
Qwen3.7 Plus (batch)Alibaba--
MiniMax M3MiniMax--
Step 3.7 FlashStepFun--
Qwen3.7 MaxAlibaba--
Grok Build 0.1xAI--
Perceptron Mk1perceptron--
Gemini 3.1 Flash LiteGoogle--
Gemini 3.1 Flash Lite (batch)Google--
GPT Chat LatestOpenAI--
Mistral Medium 3.5Mistral AI--
Mistral Medium 3.5 (batch)Mistral AI--
Nemotron 3 Nano Omni (free)NVIDIA--
Claude Haiku Latest~anthropic--
GPT Mini Latest~openai--
Gemini Pro Latest~google--
Kimi Latest~moonshotai--
Gemini Flash Latest~google--
Claude Sonnet Latest~anthropic--
Qwen3.5 Plus 2026-04-20Alibaba--
Qwen3.6 FlashAlibaba--
Qwen3.6 35B A3BAlibaba--
Qwen3.6 27BAlibaba--
DeepSeek V4 Pro 0423DeepSeek--
DeepSeek V4 Flash 0423DeepSeek--
Hy3 previewTencent--
MiMo-V2.5-ProXiaomi--
MiMo-V2.5Xiaomi--
GPT-5.4 Image 2OpenAI--
Claude Opus Latest~anthropic--
Gemma 4 26B A4B Google--
Gemma 4 26B A4B (free)Google--
Qwen3.6 PlusAlibaba--
Lyria 3 Pro PreviewGoogle--
Lyria 3 Clip PreviewGoogle--
Reka Edgerekaai--
Mistral Small 4Mistral AI--
Nemotron 3 SuperNVIDIA--
Seed-2.0-LiteByteDance--
Mercury 2Inception--
Seed-2.0-MiniByteDance--
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Google--
Qwen3.5-FlashAlibaba--
Aion-2.0aion-labs--
Qwen3.5 Plus 2026-02-15Alibaba--
Qwen3 Coder NextAlibaba--
Step 3.5 FlashStepFun--
Palmyra X5Writer--
GPT AudioOpenAI--
GPT Audio MiniOpenAI--
GLM 4.7 FlashZhipu AI--
Seed 1.6 FlashByteDance--
Seed 1.6ByteDance--
Nemotron 3 Nano 30B A3BNVIDIA--
Devstral 2 2512Mistral AI--
GLM 4.6VZhipu AI--
Nova 2 LiteAmazon--
Ministral 3 14B 2512Mistral AI--
Ministral 3 8B 2512Mistral AI--
Ministral 3 3B 2512Mistral AI--
Nano Banana Pro (Gemini 3 Pro Image Preview)Google--
Kimi K2 ThinkingMoonshot AI--
Nova Premier 1.0Amazon--
Sonar Pro SearchPerplexity--
Voxtral Small 24B 2507Mistral AI--
gpt-oss-safeguard-20bOpenAI--
GPT-5 Image MiniOpenAI--
Qwen3 VL 8B InstructAlibaba--
GPT-5 ImageOpenAI--
Nano Banana (Gemini 2.5 Flash Image)Google--
Qwen3 VL 30B A3B ThinkingAlibaba--
Qwen3 VL 30B A3B InstructAlibaba--
Qwen3 VL 235B A22B InstructAlibaba--
DeepSeek V3.1 TerminusDeepSeek--
Qwen3 Coder FlashAlibaba--
Qwen3 Next 80B A3B InstructAlibaba--
Kimi K2 0905Moonshot AI--
Mistral Medium 3.1Mistral AI--
gpt-oss-120bOpenAI--
gpt-oss-120b (batch)OpenAI--
gpt-oss-20bOpenAI--
gpt-oss-20b (batch)OpenAI--
Codestral 2508Mistral AI--
Qwen3 Coder 30B A3B InstructAlibaba--
Qwen3 30B A3B Instruct 2507Alibaba--
Qwen3 Coder 480B A35BAlibaba--
UI-TARS 7B ByteDance--
Kimi K2 0711Moonshot AI--
Hunyuan A13B InstructTencent--
Mistral Small 3.2 24BMistral AI--
Mistral Medium 3Mistral AI--
Llama Guard 4 12BMeta--
Qwen3 30B A3BAlibaba--
Qwen3 14BAlibaba--
Qwen3 32BAlibaba--
GPT-4.1 NanoOpenAI--
Mistral Small 3.1 24BMistral AI--
Gemma 3 4BGoogle--
Gemma 3 12BGoogle--
Reka Flash 3rekaai--
Gemma 3 27BGoogle--
Sonar Reasoning ProPerplexity--
Sonar ProPerplexity--
Sonar Deep ResearchPerplexity--
SabaMistral AI--
Qwen2.5 VL 72B InstructAlibaba--
Qwen-PlusAlibaba--
Mistral Small 3Mistral AI--
SonarPerplexity--
Command R7B (12-2024)Cohere--
Nova Lite 1.0Amazon--
Nova Micro 1.0Amazon--
Nova Pro 1.0Amazon--
Qwen2.5 Coder 32B InstructAlibaba--
Qwen2.5 7B InstructAlibaba--
Llama 3.2 1B InstructMeta--
Llama 3.2 3B InstructMeta--
Qwen2.5 72B InstructAlibaba--
Mistral NemoMistral AI--
GPT-3.5 Turbo (older v0613)OpenAI--
GPT-3.5 Turbo 16kOpenAI--
Midjourney v6.1Midjourney--
DALL-E 3OpenAI--
Stable Diffusion 3.5Stability AI--
FLUX.1 ProBlack Forest Labs--
Ideogram 2.0Ideogram--
Recraft V3Recraft--
Imagen 3Google--
Adobe Firefly 3Adobe--
Leonardo PhoenixLeonardo AI--
SoraOpenAI--
Veo 2Google--
Runway Gen-3 AlphaRunway--
Kling 1.6Kuaishou--
Pika 2.0Pika--
MiniMax Video-01MiniMax--
Luma Dream MachineLuma AI--
Stable Video DiffusionStability AI--
Wan 2.1 T2VWan AI--
LTX-Video 2Lightricks--
SWE-1.5Windsurf--
autofixer-01Vercel--
MellumJetBrains--
ALLaM 7B Instruct (preview)HUMAIN--
ALLaM 1 13B InstructHUMAIN--
ALLaM 2 7B InstructHUMAIN--
ALLaM 34BHUMAIN--
Falcon-H1-Arabic 34B InstructTII--
Falcon-H1-Arabic 7B InstructTII--
Falcon-H1-Arabic 3B InstructTII--
Falcon Arabic 7B InstructTII--
Falcon3 10B InstructTII--
Falcon3 7B InstructTII--
Falcon Mamba 7B InstructTII--
Supported
Not supported

Understanding AI Model Capabilities

Different AI models support different features beyond basic text generation. Here is what each capability means.

Vision

303 models

Can process image inputs. Vision-capable models can process images alongside text, enabling tasks like image analysis, OCR, chart interpretation, and screenshot understanding.

Reasoning

338 models

Extended chain-of-thought reasoning. Reasoning models use extended chain-of-thought to solve complex problems, mathematical proofs, and multi-step logic puzzles with higher accuracy.

JSON Mode

390 models

Guaranteed JSON output format. JSON mode ensures the model outputs valid JSON, critical for API integrations, structured data extraction, and programmatic workflows.

Function Calling

391 models

Can call external tools/functions. Function calling allows models to invoke external tools and APIs, enabling agentic workflows, data retrieval, and real-world actions.

Streaming

444 models

Token-by-token streaming output. Streaming delivers tokens as they are generated, reducing perceived latency and enabling real-time chat experiences.

Web Search

182 models

Can search the web for information. Web search enables the model to query the internet for up-to-date information, essential for current events and real-time data.

Image Output

19 models

Can generate images. Image output models can generate images from text descriptions, useful for design, creative work, and visual content creation.

Explore More

Compare pricing, check the leaderboard, or dive into head-to-head model comparisons.

Frequently Asked Questions

Key capabilities include: vision (image understanding), function calling (tool use), streaming (real-time output), JSON mode (structured output), reasoning (chain-of-thought), and web search (real-time information access).

Function calling lets AI models invoke external tools, APIs, and functions. The model decides when a tool is needed, formats the correct arguments, and integrates the results - enabling AI agents, automated workflows, and real-time data access.

No - capabilities vary significantly. Vision and function calling are widespread but not universal. Reasoning mode, web search, and image generation are available on fewer models. Check our capability matrix to compare support across models.

AI Capabilities Explorer - Filter Models by Features | LM Market Cap