All tasks / Code & data

Coding

Everything from in-editor completions to agents that plan, edit and test whole features, plus prompt-to-app builders, and the open models and runtimes that keep your code on your machine.

Models are ranked by LMArena WebDev / Code Arena (overall), then Artificial Analysis Intelligence Index for models without a result on the first. Tools with their own result on Artificial Analysis Coding Agent Index (v1.5) or Terminal-Bench 4.0 are ranked by it (each board ranks one kind of product); other tools inherit the tier of the best model they offer. How we rank.

Rank by
Highlight

Models

The engines themselves. Use them through an API or inside the apps on the right.

Cloud
S Claude Opus 5.5Anthropic · $8/M tokens1,806 on LMArena WebDev / Code Arena (overall)$S GPT-6 AstraOpenAI · $20/M tokens1,776 on LMArena WebDev / Code Arena (overall)S Claude Sonnet 5.5Anthropic · $4/M tokens1,768 on LMArena WebDev / Code Arena (overall)$A GPT-6.1 SolOpenAI · $4/M tokens1,754 on LMArena WebDev / Code Arena (overall)A Claude Fable 5.1Anthropic · $20/M tokens1,742 on LMArena WebDev / Code Arena (overall)B Gemini 4 ArgonGoogle · $4/M tokens1,678 on LMArena WebDev / Code Arena (overall)B Qwen3.8-MaxAlibaba (Qwen) · $3/M tokens1,674 on LMArena WebDev / Code Arena (overall)$B Muse Spark 1.3Meta · $2/M tokens1,659 on LMArena WebDev / Code Arena (overall)$B Muse WonderMeta · $8/M tokens1,650 on LMArena WebDev / Code Arena (overall)B Grok 4.7xAI · $3/M tokens1,638 on LMArena WebDev / Code Arena (overall)C Claude Haiku 5.5Anthropic · $0.2/M tokens1,586 on LMArena WebDev / Code Arena (overall)$C Gemini 3.8 FlashGoogle · $1.5/M tokens1,586 on LMArena WebDev / Code Arena (overall)C GPT-6 LunaOpenAI · $0.2/M tokens1,577 on LMArena WebDev / Code Arena (overall)C Mistral Large 4 (preview)Mistral AI · $2.06/M tokens1,542 on LMArena WebDev / Code Arena (overall)C Seed 2.1 ProByteDance Seed1,520 on LMArena WebDev / Code Arena (overall)C Qwen3.7-PlusAlibaba (Qwen) · $0.56/M tokens25 on Artificial Analysis Intelligence IndexC Gemini 3.1 Pro (Preview)Google · $4.5/M tokens1,447 on LMArena WebDev / Code Arena (overall)C Gemini 3.5 Flash-LiteGoogle · $0.85/M tokens1,435 on LMArena WebDev / Code Arena (overall)C Mercury 2.5Inception · $0.34/M tokens12 on Artificial Analysis Intelligence IndexC Solar Pro 4Upstage · $0.52/M tokens1,371 on LMArena WebDev / Code Arena (overall)
Local
B DeepSeek-V4.1-Flash-1017DeepSeek · ~320 GB VRAM1,670 on LMArena WebDev / Code Arena (overall)$B Kimi K3Moonshot AI · ~1600 GB VRAM1,655 on LMArena WebDev / Code Arena (overall)B Ling-3.1-flashinclusionAI (Ant Group) · ~321 GB VRAM41 on Artificial Analysis Intelligence IndexB MiMo-V2.6-FlashXiaomi · ~178 GB VRAM1,633 on LMArena WebDev / Code Arena (overall)$B Hy4-previewTencent · ~441 GB VRAM1,631 on LMArena WebDev / Code Arena (overall)B Qwen3.8-2.4T-A95BAlibaba (Qwen) · ~1370 GB VRAM40 on Artificial Analysis Intelligence IndexB Qwen3.8-Flash-NextAlibaba (Qwen) · ~104 GB VRAM1,629 on LMArena WebDev / Code Arena (overall)$C MiMo-V2.6-ProXiaomi · ~585 GB VRAM1,626 on LMArena WebDev / Code Arena (overall)C GLM-5.3Z.ai · ~425 GB VRAM1,622 on LMArena WebDev / Code Arena (overall)C GLM-5.3-FlashZ.ai · ~185 GB VRAM1,607 on LMArena WebDev / Code Arena (overall)C Qwen3.8-27BAlibaba (Qwen) · ~17 GB VRAM1,592 on LMArena WebDev / Code Arena (overall)$C DeepSeek-V4-Pro-0813DeepSeek · ~920 GB VRAM1,582 on LMArena WebDev / Code Arena (overall)C Motif-3Motif Technologies · ~181 GB VRAM34 on Artificial Analysis Intelligence IndexC Step 5 PreviewStepFun · ~346 GB VRAM1,565 on LMArena WebDev / Code Arena (overall)C K2-Horizon-375B-A23BMBZUAI Institute of Foundation Models · ~218 GB VRAM31 on Artificial Analysis Intelligence IndexC Muse Spark Open (816B-A42B)Meta · ~470 GB VRAM1,524 on LMArena WebDev / Code Arena (overall)C Nemotron 3.5 Super VL 120B-A12BNVIDIA · ~72 GB VRAM26 on Artificial Analysis Intelligence IndexC K2-Horizon-MoVA-36B-A4BMBZUAI Institute of Foundation Models · ~23 GB VRAM25 on Artificial Analysis Intelligence IndexC MiniMax-M3MiniMax · ~245 GB VRAM1,482 on LMArena WebDev / Code Arena (overall)C Solar Open2 250BUpstage · ~144 GB VRAM25 on Artificial Analysis Intelligence IndexC Kimi K2.7 CodeMoonshot AI · ~587 GB VRAM1,474 on LMArena WebDev / Code Arena (overall)C Nemotron 3 Ultra 550B-A55BNVIDIA · ~321 GB VRAM23 on Artificial Analysis Intelligence IndexC A.X K2SK Telecom · ~396 GB VRAM21 on Artificial Analysis Intelligence IndexC Nemotron 3.5 Bolt 74B-A9BNVIDIA · ~24 GB VRAM21 on Artificial Analysis Intelligence IndexC Beam 1.0 (501B-A23B)Reflection AI · ~287 GB VRAM1,437 on LMArena WebDev / Code Arena (overall)C K-EXAONE 2.0 (750B-A37B)LG AI Research · ~428 GB VRAM20 on Artificial Analysis Intelligence IndexC LongCat-2.0Meituan (LongCat) · ~1014 GB VRAM19 on Artificial Analysis Intelligence IndexC InklingThinking Machines Lab · ~557 GB VRAM1,414 on LMArena WebDev / Code Arena (overall)C Inkling SmallThinking Machines Lab · ~159 GB VRAM1,410 on LMArena WebDev / Code Arena (overall)C Command A+ (05-2026)Cohere · ~126 GB VRAM13 on Artificial Analysis Intelligence IndexC Devstral 2 (2512)Mistral AI · ~72 GB VRAM1,197 on LMArena WebDev / Code Arena (overall)C Gemma 4 (31B)Google DeepMind · ~19 GB VRAM1,368 on LMArena WebDev / Code Arena (overall)C gpt-oss-120bOpenAI · ~80 GB VRAM12 on Artificial Analysis Intelligence IndexC gpt-oss-20bOpenAI · ~16 GB VRAM9 on Artificial Analysis Intelligence Index$C Granite 4.2 30BIBM · ~18 GB VRAM13 on Artificial Analysis Intelligence IndexC Laguna M.1Poolside · ~130 GB VRAM1,350 on LMArena WebDev / Code Arena (overall)C Llama 4 MaverickMeta · ~230 GB VRAM9 on Artificial Analysis Intelligence IndexC Mistral Medium 3.5Mistral AI · ~75 GB VRAM1,264 on LMArena WebDev / Code Arena (overall)C Mistral Small 4 (2603)Mistral AI · ~69 GB VRAM11 on Artificial Analysis Intelligence IndexC Muse Glimmer 30BMeta · ~19 GB VRAM1,355 on LMArena WebDev / Code Arena (overall)C Nemotron 3.5 Lightning 30B-A3BNVIDIA · ~20 GB VRAM13 on Artificial Analysis Intelligence IndexC North Mini Code 1.0Cohere · ~19 GB VRAM10 on Artificial Analysis Intelligence IndexC Qwen3-Coder-NextAlibaba (Qwen) · ~47 GB VRAM9 on Artificial Analysis Intelligence IndexC Ring-2.6-1TinclusionAI (Ant Group) · ~586 GB VRAM17 on Artificial Analysis Intelligence IndexC Trinity Large ThinkingArcee AI · ~229 GB VRAM1,238 on LMArena WebDev / Code Arena (overall)– Devstral Small 2 (2512)Mistral AI · ~15 GB VRAMNo public result yet– Laguna XS 2.1Poolside · ~21 GB VRAMNo public result yet– Mellum2.1 Thinking (12B-A2.5B)JetBrains · ~8 GB VRAMNo public result yet

Coding agents

Agents that read, edit and run code in your terminal or in the cloud.

Editors & extensions

AI inside your code editor: completions, chat and in-editor agents.

App builders

Describe an app in plain language and get a running one.

Runtimes & gateways

Run open models on your own machine, or reach many models through one API.

Local
B OllamaOllama · Freevia DeepSeek-V4.1-Flash-1017$B llama.cppggml-org · Freevia DeepSeek-V4.1-Flash-1017$B vLLMvLLM project · Freevia DeepSeek-V4.1-Flash-1017$B Unsloth (Studio / Desktop app)Unsloth AI · Freevia DeepSeek-V4.1-Flash-1017$B LiteLLMBerriAI · Freevia DeepSeek-V4.1-Flash-1017$B LocalAIEttore Di Giacinto (mudler) · Freevia DeepSeek-V4.1-Flash-1017$B exoEXO Labs · Freevia DeepSeek-V4.1-Flash-1017$B TextGen (text-generation-webui)oobabooga · Freevia DeepSeek-V4.1-Flash-1017$B SGLangSGLang project (LMSYS) · Freevia DeepSeek-V4.1-Flash-1017$B KTransformersKVCache.AI (Tsinghua MADSys) · Freevia DeepSeek-V4.1-Flash-1017$B TensorRT LLMNVIDIA · Freevia DeepSeek-V4.1-Flash-1017$B Portkey AI GatewayPortkey · Freevia DeepSeek-V4.1-Flash-1017$B XinferenceXorbits · Freevia DeepSeek-V4.1-Flash-1017$B MLX LMApple (ml-explore) · Freevia DeepSeek-V4.1-Flash-1017$B GPUStackGPUStack · Freevia DeepSeek-V4.1-Flash-1017$B LM StudioElement Labs · Freevia DeepSeek-V4.1-Flash-1017$B LMDeployInternLM (Shanghai AI Laboratory) · Freevia Kimi K3C llamafileMozilla.ai · Freevia GLM-5.3-FlashC LLM (CLI)Simon Willison · Freevia GLM-5.3-FlashC AIChatsigoden · Freevia GLM-5.3-FlashC OsaurusOsaurus · Freevia GLM-5.3-FlashC mistral.rsEric Buehler · Freevia GLM-5.3-FlashC llama-swapmostlygeek · Freevia GLM-5.3-FlashC LemonadeAMD (lemonade-sdk) · Freevia GLM-5.3-FlashC RamaLamaRamaLama project (containers) · Freevia GLM-5.3-FlashC TabbyAPI (ExLlamaV3)theroyallab · Freevia GLM-5.3-FlashC Docker Model RunnerDocker · Freevia GLM-5.3-FlashC MLC LLMMLC AI · Freevia Qwen3.8-27BC WebLLMMLC AI · Freevia Gemma 4 (31B)C GenieXQualcomm · Freevia Gemma 4 (31B)C Foundry LocalMicrosoft · Freevia gpt-oss-20b

Quality vs. price

LMArena WebDev / Code Arena (overall) score against API price (USD per 1M tokens, blended 3:1 input:output, log scale). Up and to the left is better; the line joins the models that nothing else beats on both.

  • Closed models
  • Open-weights models
  • Best-value frontier
1,0001,2001,4001,6001,8002,000$0.2$0.5$1$2$5$10$20USD per 1M tokens, blended 3:1 input:output (log scale)LMArena WebDev / Code ArenaClaude Opus 5.5Claude Sonnet 5.5Qwen3.8-MaxDeepSeek-V4.1-Flash-1017
Show as table
ModelWeightsLMArena WebDev / Code Arena (overall)PriceFrontier
Claude Opus 5.5Closed1,806$8/M tokensYes
GPT-6 AstraClosed1,776$20/M tokens
Claude Sonnet 5.5Closed1,768$4/M tokensYes
GPT-6.1 SolClosed1,754$4/M tokens
Claude Fable 5.1Closed1,742$20/M tokens
Gemini 4 ArgonClosed1,678$4/M tokens
Qwen3.8-MaxClosed1,674$3/M tokensYes
DeepSeek-V4.1-Flash-1017Open1,670$0.52/M tokensYes
Muse Spark 1.3Closed1,659$2/M tokens
Kimi K3Open1,655$6/M tokens
Muse WonderClosed1,650$8/M tokens
Grok 4.7Closed1,638$3/M tokens
MiMo-V2.6-FlashOpen1,633$0.18/M tokensYes
Hy4-previewOpen1,631$1.25/M tokens
MiMo-V2.6-ProOpen1,626$0.54/M tokens
GLM-5.3Open1,622$2.15/M tokens
GLM-5.3-FlashOpen1,607$0.24/M tokens
Qwen3.8-27BOpen1,592$0.96/M tokens
Claude Haiku 5.5Closed1,586$0.2/M tokens
Gemini 3.8 FlashClosed1,586$1.5/M tokens
DeepSeek-V4-Pro-0813Open1,582$1.98/M tokens
GPT-6 LunaClosed1,577$0.2/M tokens
Step 5 PreviewOpen1,565$1.43/M tokens
Mistral Large 4 (preview)Closed1,542$2.06/M tokens
Muse Spark Open (816B-A42B)Open1,524$2/M tokens
MiniMax-M3Open1,482$0.52/M tokens
Kimi K2.7 CodeOpen1,474$1.34/M tokens
Gemini 3.1 Pro (Preview)Closed1,447$4.5/M tokens
Beam 1.0 (501B-A23B)Open1,437$1.5/M tokens
Gemini 3.5 Flash-LiteClosed1,435$0.85/M tokens
InklingOpen1,414$1.76/M tokens
Inkling SmallOpen1,410$0.64/M tokens
Solar Pro 4Closed1,371$0.52/M tokens
Gemma 4 (31B)Open1,368$0.21/M tokens
Muse Glimmer 30BOpen1,355$0.52/M tokens
Mistral Medium 3.5Open1,264$3/M tokens
Trinity Large ThinkingOpen1,238$0.39/M tokens
Devstral 2 (2512)Open1,197$0.8/M tokens

Quality vs. setup

The same tools as the map, placed by how good the results can be (up) and how much setup they take (right). Top-left is the easiest way to top quality; further right buys control, privacy or price at the cost of setup. Models are left out: you reach them through these tools.

  • Cloud
  • Local: runs on your hardware
  • Hollow: tier inherited from the best model the tool offers
SABCReady to useSign in or install and goSome setupInstalls, keys or configurationBuild it yourselfCommand line, nodes, self-hostingMore setup, more control →↑ Higher quality (vertical position inside a tier follows the score)Google Antigravity (Editors & extensions) Tier A · 64 on Artificial Analysis Coding Agent Index (v1.5) Free tier · beginnerGoogle AntigravityCodex (Coding agents) Tier A · 63 on Artificial Analysis Coding Agent Index (v1.5) Free tier · $8/mo · intermediateCodexJetBrains Air (Editors & extensions) Tier A · via Claude Fable 5.1 · intermediateJetBrains AirGrok Build (Coding agents) Tier B · 56 on Artificial Analysis Coding Agent Index (v1.5) Free tier · $8/mo · intermediateGrok BuildNovita AI (Runtimes & gateways) Tier B · via Qwen3.8-Max · intermediateNovita AIAider (Coding agents) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateAiderCline (Editors & extensions) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateClineexo (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedexogoose (Coding agents) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediategooseGPUStack (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedGPUStackHugging Face Inference Providers (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free tier · $9/mo · intermediateHugging Face Inference ProvidersKilo Code (Editors & extensions) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateKilo CodeKTransformers (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedKTransformersLiteLLM (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedLiteLLMllama.cpp (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedllama.cppllama.vscode (Editors & extensions) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediatellama.vscodeLM Studio (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · beginnerLM StudioLocalAI (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedLocalAIMLX LM (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedMLX LMNVIDIA NIM APIs (build.nvidia.com) (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free tier · intermediateNVIDIA NIM APIs (build.nvidia.com)Ollama (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateOllamaOpenCode (Coding agents) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateOpenCodePortkey AI Gateway (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedPortkey AI GatewaySGLang (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedSGLangTensorRT LLM (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedTensorRT LLMTextGen (text-generation-webui) (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateTextGen (text-generation-webui)Together AI (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 · intermediateTogether AIUnsloth (Studio / Desktop app) (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · intermediateUnsloth (Studio / Desktop app)vLLM (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedvLLMXinference (Runtimes & gateways) Tier B · via DeepSeek-V4.1-Flash-1017 Free · advancedXinferenceFireworks AI (Runtimes & gateways) Tier B · via Kimi K3 · intermediateFireworks AILMDeploy (Runtimes & gateways) Tier B · via Kimi K3 Free · advancedLMDeployQwen Code (Coding agents) Tier B · via Kimi K3 Free · intermediateQwen CodeSoftgen (App builders) Tier B · via Kimi K3 Free tier · $25/mo · beginnerSoftgenKimi Code (Coding agents) Tier B · 52 on Artificial Analysis Coding Agent Index (v1.5) · intermediateKimi Codeomp (oh-my-pi) (Coding agents) Tier B · via Qwen3.8-2.4T-A95B Free · advancedomp (oh-my-pi)Qoder (Editors & extensions) Tier B · via Qwen3.8-2.4T-A95B Free tier · $20/mo · intermediateQoderCloudflare Workers AI (Runtimes & gateways) Tier C · via GLM-5.3 Free tier · advancedCloudflare Workers AIAIChat (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · advancedAIChatDocker Model Runner (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · intermediateDocker Model RunnerLemonade (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · intermediateLemonadellama-swap (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · advancedllama-swapllamafile (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · intermediatellamafileLLM (CLI) (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · advancedLLM (CLI)mistral.rs (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · advancedmistral.rsOsaurus (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · intermediateOsaurusRamaLama (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · advancedRamaLamaTabbyAPI (ExLlamaV3) (Runtimes & gateways) Tier C · via GLM-5.3-Flash Free · advancedTabbyAPI (ExLlamaV3)Cerebras Inference (Runtimes & gateways) Tier C · via Qwen3.8-27B Free tier · intermediateCerebras InferenceGroq (Runtimes & gateways) Tier C · via Qwen3.8-27B · intermediateGroqMLC LLM (Runtimes & gateways) Tier C · via Qwen3.8-27B Free · advancedMLC LLMFreebuff (formerly Codebuff) (Coding agents) Tier C · via Claude Haiku 5.5 Free · beginnerFreebuff (formerly Codebuff)Gemini CLI (Coding agents) Tier C · via Gemini 3.8 Flash · intermediateGemini CLIGoogle AI Studio (App builders) Tier C · via Gemini 3.8 Flash Free · intermediateGoogle AI StudioPi (Coding agents) Tier C · via DeepSeek-V4-Pro-0813 Free · intermediatePiSambaNova Cloud (Runtimes & gateways) Tier C · via MiniMax-M3 · intermediateSambaNova CloudJules (Coding agents) Tier C · via Gemini 3.1 Pro (Preview) Free tier · $20/mo · beginnerJulesFoundry Local (Runtimes & gateways) Tier C · via gpt-oss-20b Free · intermediateFoundry LocalGenieX (Runtimes & gateways) Tier C · via Gemma 4 (31B) Free · advancedGenieXOpenHands (Coding agents) Tier C · via Qwen3-Coder-Next Free · intermediateOpenHandsVibe (formerly Le Chat) (Coding agents) Tier C · via Mistral Medium 3.5 Free tier · $15/mo · beginnerVibe (formerly Le Chat)WebLLM (Runtimes & gateways) Tier C · via Gemma 4 (31B) Free · advancedWebLLM

Not placed (no public result yet): Zed, Tabby, Deep Agents Code, Crush, Dyad, bolt.diy, mini-swe-agent, twinny, Nanocoder, Xum (formerly Mux), a0.dev, Anything, Augment Code, Bolt, Builder.io, CodeBuddy, CodeGPT, CodeRabbit, Emergent, Figma Make, Greptile, Junie, Leap, Lovable, Macaly, Qodo, Replit, Rocket, Rork, Same, v0, Vibecode

Everything, in order

All coding options in quality order
TierNameApproachRunsRated byPriceSkill
S Claude Code
Anthropic
Coding agentsCloud68 on Artificial Analysis Coding Agent Index (v1.5)$20/mointermediate
S Claude Opus 5.5
Anthropic
ModelsCloud1,806 on LMArena WebDev / Code Arena (overall)$8/M tokens—
S Devin (Devin Desktop, formerly Windsurf)
Cognition
Editors & extensionsCloud68 on Artificial Analysis Coding Agent Index (v1.5)Free tier · $20/mobeginner
S Muse Code
Meta
Coding agentsCloud68 on Artificial Analysis Coding Agent Index (v1.5)$5/mointermediate
S GPT-6 Astra
OpenAI
ModelsCloud1,776 on LMArena WebDev / Code Arena (overall)$20/M tokens—
S Claude Sonnet 5.5
Anthropic
ModelsCloud1,768 on LMArena WebDev / Code Arena (overall)$4/M tokens—
S Warp
Warp
Coding agentsCloudvia Claude Opus 5.5Free tier · $20/mointermediate
S Abacus AI Desktop
Abacus.AI
Coding agentsCloudvia Claude Opus 5.5$10/mointermediate
S Amazon Bedrock
Amazon Web Services
Runtimes & gatewaysCloudvia Claude Opus 5.5—advanced
S Amp
Amp
Coding agentsCloudvia Claude Opus 5.5Free tier · $20/mointermediate
S Base44
Base44 (Wix.com Ltd.)
App buildersCloudvia Claude Opus 5.5Free tier · $20/mobeginner
S Blink
Blink
App buildersCloudvia Claude Opus 5.5Free tier · $25/mobeginner
S Capy
Capy Corporation
Coding agentsCloudvia Claude Opus 5.5$20/mobeginner
S Cursor
Anysphere (SpaceX/xAI)
Editors & extensionsCloudvia Claude Opus 5.5Free tier · $8/mobeginner
S DeepInfra
DeepInfra
Runtimes & gatewaysCloudvia Claude Opus 5.5—intermediate
S Droid
Factory
Coding agentsCloudvia Claude Opus 5.5$20/mointermediate
S Gemini Enterprise Agent Platform (formerly Vertex AI)
Google Cloud
Runtimes & gatewaysCloudvia Claude Opus 5.5—advanced
S GitHub Copilot
GitHub (Microsoft)
Editors & extensionsCloudvia Claude Opus 5.5Free tier · $10/mobeginner
S Kiro
Amazon Web Services
Editors & extensionsCloudvia Claude Opus 5.5Free tier · $20/mobeginner
S OpenRouter
OpenRouter
Runtimes & gatewaysCloudvia Claude Opus 5.5Free tierintermediate
S Requesty
Requesty
Runtimes & gatewaysCloudvia Claude Opus 5.5—intermediate
S Vercel AI Gateway
Vercel
Runtimes & gatewaysCloudvia Claude Opus 5.5Free tierintermediate
S Microsoft Foundry
Microsoft
Runtimes & gatewaysCloudvia GPT-6 Astra—advanced
S TRAE
ByteDance
Editors & extensionsCloudvia GPT-6 AstraFree tier · $20/mointermediate
A Google Antigravity
Google
Editors & extensionsCloud64 on Artificial Analysis Coding Agent Index (v1.5)Free tierbeginner
A GPT-6.1 Sol
OpenAI
ModelsCloud1,754 on LMArena WebDev / Code Arena (overall)$4/M tokens—
A Codex
OpenAI
Coding agentsCloud63 on Artificial Analysis Coding Agent Index (v1.5)Free tier · $8/mointermediate
A Claude Fable 5.1
Anthropic
ModelsCloud1,742 on LMArena WebDev / Code Arena (overall)$20/M tokens—
A JetBrains Air
JetBrains
Editors & extensionsCloudvia Claude Fable 5.1—intermediate
B Grok Build
SpaceXAI (xAI)
Coding agentsCloud56 on Artificial Analysis Coding Agent Index (v1.5)Free tier · $8/mointermediate
B Gemini 4 Argon
Google
ModelsCloud1,678 on LMArena WebDev / Code Arena (overall)$4/M tokens—
B Qwen3.8-Max
Alibaba (Qwen)
ModelsCloud1,674 on LMArena WebDev / Code Arena (overall)$3/M tokens—
B DeepSeek-V4.1-Flash-1017
DeepSeek
ModelsLocal1,670 on LMArena WebDev / Code Arena (overall)~320 GB VRAM—
B Muse Spark 1.3
Meta
ModelsCloud1,659 on LMArena WebDev / Code Arena (overall)$2/M tokens—
B Kimi K3
Moonshot AI
ModelsLocal1,655 on LMArena WebDev / Code Arena (overall)~1600 GB VRAM—
B Muse Wonder
Meta
ModelsCloud1,650 on LMArena WebDev / Code Arena (overall)$8/M tokens—
B Kimi Code
Moonshot AI
Coding agentsCloud52 on Artificial Analysis Coding Agent Index (v1.5)—intermediate
B Ling-3.1-flash
inclusionAI (Ant Group)
ModelsLocal41 on Artificial Analysis Intelligence Index~321 GB VRAM—
B Grok 4.7
xAI
ModelsCloud1,638 on LMArena WebDev / Code Arena (overall)$3/M tokens—
B MiMo-V2.6-Flash
Xiaomi
ModelsLocal1,633 on LMArena WebDev / Code Arena (overall)~178 GB VRAM—
B Hy4-preview
Tencent
ModelsLocal1,631 on LMArena WebDev / Code Arena (overall)~441 GB VRAM—
B Qwen3.8-2.4T-A95B
Alibaba (Qwen)
ModelsLocal40 on Artificial Analysis Intelligence Index~1370 GB VRAM—
B Qwen3.8-Flash-Next
Alibaba (Qwen)
ModelsLocal1,629 on LMArena WebDev / Code Arena (overall)~104 GB VRAM—
B Novita AI
Novita AI
Runtimes & gatewaysCloudvia Qwen3.8-Max—intermediate
B OpenCode
Anomaly Innovations
Coding agentsLocalvia DeepSeek-V4.1-Flash-1017Freeintermediate
B Ollama
Ollama
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeintermediate
B llama.cpp
ggml-org
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B vLLM
vLLM project
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B Unsloth (Studio / Desktop app)
Unsloth AI
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeintermediate
B Cline
Cline
Editors & extensionsLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeintermediate
B LiteLLM
BerriAI
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeadvanced
B goose
Agentic AI Foundation (AAIF); originally created by Block
Coding agentsLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeintermediate
B LocalAI
Ettore Di Giacinto (mudler)
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B Aider
Aider (open-source project, Aider-AI)
Coding agentsLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeintermediate
B exo
EXO Labs
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B TextGen (text-generation-webui)
oobabooga
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeintermediate
B SGLang
SGLang project (LMSYS)
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B Kilo Code
Kilo Code
Editors & extensionsLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeintermediate
B KTransformers
KVCache.AI (Tsinghua MADSys)
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B TensorRT LLM
NVIDIA
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B Portkey AI Gateway
Portkey
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeadvanced
B Xinference
Xorbits
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B MLX LM
Apple (ml-explore)
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B GPUStack
GPUStack
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freeadvanced
B llama.vscode
ggml-org
Editors & extensionsLocalvia DeepSeek-V4.1-Flash-1017
Cloud models: tier S
Freeintermediate
B Hugging Face Inference Providers
Hugging Face
Runtimes & gatewaysCloudvia DeepSeek-V4.1-Flash-1017Free tier · $9/mointermediate
B LM Studio
Element Labs
Runtimes & gatewaysLocalvia DeepSeek-V4.1-Flash-1017Freebeginner
B NVIDIA NIM APIs (build.nvidia.com)
NVIDIA
Runtimes & gatewaysCloudvia DeepSeek-V4.1-Flash-1017Free tierintermediate
B Together AI
Together AI
Runtimes & gatewaysCloudvia DeepSeek-V4.1-Flash-1017—intermediate
B Qwen Code
Alibaba (Qwen)
Coding agentsLocalvia Kimi K3
Cloud models: tier B
Freeintermediate
B LMDeploy
InternLM (Shanghai AI Laboratory)
Runtimes & gatewaysLocalvia Kimi K3Freeadvanced
B Fireworks AI
Fireworks AI
Runtimes & gatewaysCloudvia Kimi K3—intermediate
B Softgen
Softgen Labs
App buildersCloudvia Kimi K3Free tier · $25/mobeginner
B omp (oh-my-pi)
Stencil Labs (can1357)
Coding agentsLocalvia Qwen3.8-2.4T-A95B
Cloud models: tier S
Freeadvanced
B Qoder
Alibaba
Editors & extensionsCloudvia Qwen3.8-2.4T-A95BFree tier · $20/mointermediate
C MiMo-V2.6-Pro
Xiaomi
ModelsLocal1,626 on LMArena WebDev / Code Arena (overall)~585 GB VRAM—
C GLM-5.3
Z.ai
ModelsLocal1,622 on LMArena WebDev / Code Arena (overall)~425 GB VRAM—
C GLM-5.3-Flash
Z.ai
ModelsLocal1,607 on LMArena WebDev / Code Arena (overall)~185 GB VRAM—
C Qwen3.8-27B
Alibaba (Qwen)
ModelsLocal1,592 on LMArena WebDev / Code Arena (overall)~17 GB VRAM—
C Claude Haiku 5.5
Anthropic
ModelsCloud1,586 on LMArena WebDev / Code Arena (overall)$0.2/M tokens—
C Gemini 3.8 Flash
Google
ModelsCloud1,586 on LMArena WebDev / Code Arena (overall)$1.5/M tokens—
C DeepSeek-V4-Pro-0813
DeepSeek
ModelsLocal1,582 on LMArena WebDev / Code Arena (overall)~920 GB VRAM—
C GPT-6 Luna
OpenAI
ModelsCloud1,577 on LMArena WebDev / Code Arena (overall)$0.2/M tokens—
C Motif-3
Motif Technologies
ModelsLocal34 on Artificial Analysis Intelligence Index~181 GB VRAM—
C Step 5 Preview
StepFun
ModelsLocal1,565 on LMArena WebDev / Code Arena (overall)~346 GB VRAM—
C Mistral Large 4 (preview)
Mistral AI
ModelsCloud1,542 on LMArena WebDev / Code Arena (overall)$2.06/M tokens—
C K2-Horizon-375B-A23B
MBZUAI Institute of Foundation Models
ModelsLocal31 on Artificial Analysis Intelligence Index~218 GB VRAM—
C Muse Spark Open (816B-A42B)
Meta
ModelsLocal1,524 on LMArena WebDev / Code Arena (overall)~470 GB VRAM—
C Seed 2.1 Pro
ByteDance Seed
ModelsCloud1,520 on LMArena WebDev / Code Arena (overall)——
C Nemotron 3.5 Super VL 120B-A12B
NVIDIA
ModelsLocal26 on Artificial Analysis Intelligence Index~72 GB VRAM—
C K2-Horizon-MoVA-36B-A4B
MBZUAI Institute of Foundation Models
ModelsLocal25 on Artificial Analysis Intelligence Index~23 GB VRAM—
C MiniMax-M3
MiniMax
ModelsLocal1,482 on LMArena WebDev / Code Arena (overall)~245 GB VRAM—
C Qwen3.7-Plus
Alibaba (Qwen)
ModelsCloud25 on Artificial Analysis Intelligence Index$0.56/M tokens—
C Solar Open2 250B
Upstage
ModelsLocal25 on Artificial Analysis Intelligence Index~144 GB VRAM—
C Kimi K2.7 Code
Moonshot AI
ModelsLocal1,474 on LMArena WebDev / Code Arena (overall)~587 GB VRAM—
C Nemotron 3 Ultra 550B-A55B
NVIDIA
ModelsLocal23 on Artificial Analysis Intelligence Index~321 GB VRAM—
C Gemini 3.1 Pro (Preview)
Google
ModelsCloud1,447 on LMArena WebDev / Code Arena (overall)$4.5/M tokens—
C A.X K2
SK Telecom
ModelsLocal21 on Artificial Analysis Intelligence Index~396 GB VRAM—
C Nemotron 3.5 Bolt 74B-A9B
NVIDIA
ModelsLocal21 on Artificial Analysis Intelligence Index~24 GB VRAM—
C Beam 1.0 (501B-A23B)
Reflection AI
ModelsLocal1,437 on LMArena WebDev / Code Arena (overall)~287 GB VRAM—
C Gemini 3.5 Flash-Lite
Google
ModelsCloud1,435 on LMArena WebDev / Code Arena (overall)$0.85/M tokens—
C K-EXAONE 2.0 (750B-A37B)
LG AI Research
ModelsLocal20 on Artificial Analysis Intelligence Index~428 GB VRAM—
C LongCat-2.0
Meituan (LongCat)
ModelsLocal19 on Artificial Analysis Intelligence Index~1014 GB VRAM—
C Inkling
Thinking Machines Lab
ModelsLocal1,414 on LMArena WebDev / Code Arena (overall)~557 GB VRAM—
C Inkling Small
Thinking Machines Lab
ModelsLocal1,410 on LMArena WebDev / Code Arena (overall)~159 GB VRAM—
C Command A+ (05-2026)
Cohere
ModelsLocal13 on Artificial Analysis Intelligence Index~126 GB VRAM—
C Devstral 2 (2512)
Mistral AI
ModelsLocal1,197 on LMArena WebDev / Code Arena (overall)~72 GB VRAM—
C Gemma 4 (31B)
Google DeepMind
ModelsLocal1,368 on LMArena WebDev / Code Arena (overall)~19 GB VRAM—
C gpt-oss-120b
OpenAI
ModelsLocal12 on Artificial Analysis Intelligence Index~80 GB VRAM—
C gpt-oss-20b
OpenAI
ModelsLocal9 on Artificial Analysis Intelligence Index~16 GB VRAM—
C Granite 4.2 30B
IBM
ModelsLocal13 on Artificial Analysis Intelligence Index~18 GB VRAM—
C Laguna M.1
Poolside
ModelsLocal1,350 on LMArena WebDev / Code Arena (overall)~130 GB VRAM—
C Llama 4 Maverick
Meta
ModelsLocal9 on Artificial Analysis Intelligence Index~230 GB VRAM—
C Mercury 2.5
Inception
ModelsCloud12 on Artificial Analysis Intelligence Index$0.34/M tokens—
C Mistral Medium 3.5
Mistral AI
ModelsLocal1,264 on LMArena WebDev / Code Arena (overall)~75 GB VRAM—
C Mistral Small 4 (2603)
Mistral AI
ModelsLocal11 on Artificial Analysis Intelligence Index~69 GB VRAM—
C Muse Glimmer 30B
Meta
ModelsLocal1,355 on LMArena WebDev / Code Arena (overall)~19 GB VRAM—
C Nemotron 3.5 Lightning 30B-A3B
NVIDIA
ModelsLocal13 on Artificial Analysis Intelligence Index~20 GB VRAM—
C North Mini Code 1.0
Cohere
ModelsLocal10 on Artificial Analysis Intelligence Index~19 GB VRAM—
C Qwen3-Coder-Next
Alibaba (Qwen)
ModelsLocal9 on Artificial Analysis Intelligence Index~47 GB VRAM—
C Ring-2.6-1T
inclusionAI (Ant Group)
ModelsLocal17 on Artificial Analysis Intelligence Index~586 GB VRAM—
C Solar Pro 4
Upstage
ModelsCloud1,371 on LMArena WebDev / Code Arena (overall)$0.52/M tokens—
C Trinity Large Thinking
Arcee AI
ModelsLocal1,238 on LMArena WebDev / Code Arena (overall)~229 GB VRAM—
C Cloudflare Workers AI
Cloudflare
Runtimes & gatewaysCloudvia GLM-5.3Free tieradvanced
C llamafile
Mozilla.ai
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeintermediate
C LLM (CLI)
Simon Willison
Runtimes & gatewaysLocalvia GLM-5.3-Flash
Cloud models: tier S
Freeadvanced
C AIChat
sigoden
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeadvanced
C Osaurus
Osaurus
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeintermediate
C mistral.rs
Eric Buehler
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeadvanced
C llama-swap
mostlygeek
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeadvanced
C Lemonade
AMD (lemonade-sdk)
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeintermediate
C RamaLama
RamaLama project (containers)
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeadvanced
C TabbyAPI (ExLlamaV3)
theroyallab
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeadvanced
C Docker Model Runner
Docker
Runtimes & gatewaysLocalvia GLM-5.3-FlashFreeintermediate
C MLC LLM
MLC AI
Runtimes & gatewaysLocalvia Qwen3.8-27BFreeadvanced
C Cerebras Inference
Cerebras
Runtimes & gatewaysCloudvia Qwen3.8-27BFree tierintermediate
C Groq
Groq
Runtimes & gatewaysCloudvia Qwen3.8-27B—intermediate
C Gemini CLI
Google
Coding agentsCloudvia Gemini 3.8 Flash—intermediate
C Freebuff (formerly Codebuff)
Codebuff
Coding agentsCloudvia Claude Haiku 5.5Freebeginner
C Google AI Studio
Google
App buildersCloudvia Gemini 3.8 FlashFreeintermediate
C Pi
Earendil Inc.
Coding agentsLocalvia DeepSeek-V4-Pro-0813
Cloud models: tier S
Freeintermediate
C SambaNova Cloud
SambaNova
Runtimes & gatewaysCloudvia MiniMax-M3—intermediate
C Jules
Google
Coding agentsCloudvia Gemini 3.1 Pro (Preview)Free tier · $20/mobeginner
C OpenHands
OpenHands (All Hands AI)
Coding agentsLocalvia Qwen3-Coder-Next
Cloud models: tier S
Freeintermediate
C WebLLM
MLC AI
Runtimes & gatewaysLocalvia Gemma 4 (31B)Freeadvanced
C GenieX
Qualcomm
Runtimes & gatewaysLocalvia Gemma 4 (31B)Freeadvanced
C Foundry Local
Microsoft
Runtimes & gatewaysLocalvia gpt-oss-20bFreeintermediate
C Vibe (formerly Le Chat)
Mistral AI
Coding agentsCloudvia Mistral Medium 3.5Free tier · $15/mobeginner
– Zed
Zed Industries
Editors & extensionsLocalNo public result yet
Cloud models: tier S
Freebeginner
– Tabby
TabbyML
Editors & extensionsLocalNo public result yetFreeadvanced
– Deep Agents Code
LangChain
Coding agentsLocalNo public result yet
Cloud models: tier S
Freeintermediate
– Crush
Charm
Coding agentsLocalNo public result yet
Cloud models: tier S
Freeintermediate
– Dyad
Dyad Tech, Inc.
App buildersLocalNo public result yet
Cloud models: tier C
Freeintermediate
– bolt.diy
StackBlitz Labs (community)
App buildersLocalNo public result yetFreeadvanced
– mini-swe-agent
SWE-agent team (Princeton & Stanford)
Coding agentsLocalNo public result yet
Cloud models: tier C
Freeadvanced
– twinny
twinny
Editors & extensionsLocalNo public result yetFreeintermediate
– Nanocoder
Nano Collective
Coding agentsLocalNo public result yet
Cloud models: tier S
Freeintermediate
– Xum (formerly Mux)
Coder
Coding agentsLocalNo public result yet
Cloud models: tier S
Freeintermediate
– a0.dev
a0.dev
App buildersCloudNo public result yetFree tierbeginner
– Anything
Anything
App buildersCloudNo public result yetFree tier · $19/mobeginner
– Augment Code
Augment Code
Coding agentsCloudNo public result yet$20/mointermediate
– Bolt
StackBlitz
App buildersCloudNo public result yetFree tier · $25/mobeginner
– Builder.io
Builder.io
App buildersCloudNo public result yetFree tierintermediate
– CodeBuddy
Tencent
Editors & extensionsCloudNo public result yetFree tier · $10/mointermediate
– CodeGPT
CodeGPT
Editors & extensionsLocalNo public result yet
Cloud models: tier S
Free tier · $10/mobeginner
– CodeRabbit
CodeRabbit
Coding agentsCloudNo public result yetFree tier · $30/mobeginner
– Devstral Small 2 (2512)
Mistral AI
ModelsLocalNo public result yet~15 GB VRAM—
– Emergent
Emergent
App buildersCloudNo public result yetFree tier · $20/mobeginner
– Figma Make
Figma
App buildersCloudNo public result yetFree tierbeginner
– Greptile
Greptile
Coding agentsCloudNo public result yetFree tier · $30/mobeginner
– Junie
JetBrains
Coding agentsLocalNo public result yetFree tier · $8.33/mointermediate
– Laguna XS 2.1
Poolside
ModelsLocalNo public result yet~21 GB VRAM—
– Leap
Leap
App buildersCloudNo public result yetFree tier · $30/mointermediate
– Lovable
Lovable
App buildersCloudNo public result yetFree tier · $25/mobeginner
– Macaly
Macaly
App buildersCloudNo public result yetFree tier · $10/mobeginner
– Mellum2.1 Thinking (12B-A2.5B)
JetBrains
ModelsLocalNo public result yet~8 GB VRAM—
– Qodo
Qodo
Coding agentsCloudNo public result yet$30/mointermediate
– Replit
Replit
App buildersCloudNo public result yetFree tier · $20/mobeginner
– Rocket
Rocket
App buildersCloudNo public result yetFree tier · $25/mobeginner
– Rork
Rork
App buildersCloudNo public result yetFree tier · $25/mobeginner
– Same
Same
App buildersCloudNo public result yetFree tier · $10/mobeginner
– v0
Vercel
App buildersCloudNo public result yetFree tier · $30/mobeginner
– Vibecode
Vibecode
App buildersCloudNo public result yetFree tier · $20/mobeginner

Benchmarks used