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.
- Best overallSClaude Opus 5.51,806 on LMArena WebDev / Code Arena (overall)
- Best valueSClaude Sonnet 5.5Tier S for $4/M tokens
- Best free startSWarpFree tier · from $20/mo · via Claude Opus 5.5
- Best local (≤24 GB GPU)CQwen3.8-27B~17 GB VRAM · 1,592 on LMArena WebDev / Code Arena (overall)
- Tier: how close to the best result on the task's main public benchmark
- Outlined: a tool inherits the tier of the best model it offers
- No public result yet
- Cloud · Local: runs on your own hardware
Models
The engines themselves. Use them through an API or inside the apps on the right.
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.
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
Show as table
| Model | Weights | LMArena WebDev / Code Arena (overall) | Price | Frontier |
|---|---|---|---|---|
| Claude Opus 5.5 | Closed | 1,806 | $8/M tokens | Yes |
| GPT-6 Astra | Closed | 1,776 | $20/M tokens | |
| Claude Sonnet 5.5 | Closed | 1,768 | $4/M tokens | Yes |
| GPT-6.1 Sol | Closed | 1,754 | $4/M tokens | |
| Claude Fable 5.1 | Closed | 1,742 | $20/M tokens | |
| Gemini 4 Argon | Closed | 1,678 | $4/M tokens | |
| Qwen3.8-Max | Closed | 1,674 | $3/M tokens | Yes |
| DeepSeek-V4.1-Flash-1017 | Open | 1,670 | $0.52/M tokens | Yes |
| Muse Spark 1.3 | Closed | 1,659 | $2/M tokens | |
| Kimi K3 | Open | 1,655 | $6/M tokens | |
| Muse Wonder | Closed | 1,650 | $8/M tokens | |
| Grok 4.7 | Closed | 1,638 | $3/M tokens | |
| MiMo-V2.6-Flash | Open | 1,633 | $0.18/M tokens | Yes |
| Hy4-preview | Open | 1,631 | $1.25/M tokens | |
| MiMo-V2.6-Pro | Open | 1,626 | $0.54/M tokens | |
| GLM-5.3 | Open | 1,622 | $2.15/M tokens | |
| GLM-5.3-Flash | Open | 1,607 | $0.24/M tokens | |
| Qwen3.8-27B | Open | 1,592 | $0.96/M tokens | |
| Claude Haiku 5.5 | Closed | 1,586 | $0.2/M tokens | |
| Gemini 3.8 Flash | Closed | 1,586 | $1.5/M tokens | |
| DeepSeek-V4-Pro-0813 | Open | 1,582 | $1.98/M tokens | |
| GPT-6 Luna | Closed | 1,577 | $0.2/M tokens | |
| Step 5 Preview | Open | 1,565 | $1.43/M tokens | |
| Mistral Large 4 (preview) | Closed | 1,542 | $2.06/M tokens | |
| Muse Spark Open (816B-A42B) | Open | 1,524 | $2/M tokens | |
| MiniMax-M3 | Open | 1,482 | $0.52/M tokens | |
| Kimi K2.7 Code | Open | 1,474 | $1.34/M tokens | |
| Gemini 3.1 Pro (Preview) | Closed | 1,447 | $4.5/M tokens | |
| Beam 1.0 (501B-A23B) | Open | 1,437 | $1.5/M tokens | |
| Gemini 3.5 Flash-Lite | Closed | 1,435 | $0.85/M tokens | |
| Inkling | Open | 1,414 | $1.76/M tokens | |
| Inkling Small | Open | 1,410 | $0.64/M tokens | |
| Solar Pro 4 | Closed | 1,371 | $0.52/M tokens | |
| Gemma 4 (31B) | Open | 1,368 | $0.21/M tokens | |
| Muse Glimmer 30B | Open | 1,355 | $0.52/M tokens | |
| Mistral Medium 3.5 | Open | 1,264 | $3/M tokens | |
| Trinity Large Thinking | Open | 1,238 | $0.39/M tokens | |
| Devstral 2 (2512) | Open | 1,197 | $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
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
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Anthropic | Coding agents | Cloud | 68 on Artificial Analysis Coding Agent Index (v1.5) | $20/mo | intermediate |
| S | Anthropic | Models | Cloud | 1,806 on LMArena WebDev / Code Arena (overall) | $8/M tokens | — |
| S | Cognition | Editors & extensions | Cloud | 68 on Artificial Analysis Coding Agent Index (v1.5) | Free tier · $20/mo | beginner |
| S | Meta | Coding agents | Cloud | 68 on Artificial Analysis Coding Agent Index (v1.5) | $5/mo | intermediate |
| S | OpenAI | Models | Cloud | 1,776 on LMArena WebDev / Code Arena (overall) | $20/M tokens | — |
| S | Anthropic | Models | Cloud | 1,768 on LMArena WebDev / Code Arena (overall) | $4/M tokens | — |
| S | Warp | Coding agents | Cloud | via Claude Opus 5.5 | Free tier · $20/mo | intermediate |
| S | Abacus.AI | Coding agents | Cloud | via Claude Opus 5.5 | $10/mo | intermediate |
| S | Amazon Web Services | Runtimes & gateways | Cloud | via Claude Opus 5.5 | — | advanced |
| S | Amp | Coding agents | Cloud | via Claude Opus 5.5 | Free tier · $20/mo | intermediate |
| S | Base44 (Wix.com Ltd.) | App builders | Cloud | via Claude Opus 5.5 | Free tier · $20/mo | beginner |
| S | Blink | App builders | Cloud | via Claude Opus 5.5 | Free tier · $25/mo | beginner |
| S | Capy Corporation | Coding agents | Cloud | via Claude Opus 5.5 | $20/mo | beginner |
| S | Anysphere (SpaceX/xAI) | Editors & extensions | Cloud | via Claude Opus 5.5 | Free tier · $8/mo | beginner |
| S | DeepInfra | Runtimes & gateways | Cloud | via Claude Opus 5.5 | — | intermediate |
| S | Factory | Coding agents | Cloud | via Claude Opus 5.5 | $20/mo | intermediate |
| S | Google Cloud | Runtimes & gateways | Cloud | via Claude Opus 5.5 | — | advanced |
| S | GitHub Copilot GitHub (Microsoft) | Editors & extensions | Cloud | via Claude Opus 5.5 | Free tier · $10/mo | beginner |
| S | Amazon Web Services | Editors & extensions | Cloud | via Claude Opus 5.5 | Free tier · $20/mo | beginner |
| S | OpenRouter | Runtimes & gateways | Cloud | via Claude Opus 5.5 | Free tier | intermediate |
| S | Requesty | Runtimes & gateways | Cloud | via Claude Opus 5.5 | — | intermediate |
| S | Vercel | Runtimes & gateways | Cloud | via Claude Opus 5.5 | Free tier | intermediate |
| S | Microsoft | Runtimes & gateways | Cloud | via GPT-6 Astra | — | advanced |
| S | ByteDance | Editors & extensions | Cloud | via GPT-6 Astra | Free tier · $20/mo | intermediate |
| A | Google | Editors & extensions | Cloud | 64 on Artificial Analysis Coding Agent Index (v1.5) | Free tier | beginner |
| A | OpenAI | Models | Cloud | 1,754 on LMArena WebDev / Code Arena (overall) | $4/M tokens | — |
| A | OpenAI | Coding agents | Cloud | 63 on Artificial Analysis Coding Agent Index (v1.5) | Free tier · $8/mo | intermediate |
| A | Anthropic | Models | Cloud | 1,742 on LMArena WebDev / Code Arena (overall) | $20/M tokens | — |
| A | JetBrains | Editors & extensions | Cloud | via Claude Fable 5.1 | — | intermediate |
| B | SpaceXAI (xAI) | Coding agents | Cloud | 56 on Artificial Analysis Coding Agent Index (v1.5) | Free tier · $8/mo | intermediate |
| B | Google | Models | Cloud | 1,678 on LMArena WebDev / Code Arena (overall) | $4/M tokens | — |
| B | Qwen3.8-Max Alibaba (Qwen) | Models | Cloud | 1,674 on LMArena WebDev / Code Arena (overall) | $3/M tokens | — |
| B | DeepSeek | Models | Local | 1,670 on LMArena WebDev / Code Arena (overall) | ~320 GB VRAM | — |
| B | Muse Spark 1.3 Meta | Models | Cloud | 1,659 on LMArena WebDev / Code Arena (overall) | $2/M tokens | — |
| B | Moonshot AI | Models | Local | 1,655 on LMArena WebDev / Code Arena (overall) | ~1600 GB VRAM | — |
| B | Muse Wonder Meta | Models | Cloud | 1,650 on LMArena WebDev / Code Arena (overall) | $8/M tokens | — |
| B | Moonshot AI | Coding agents | Cloud | 52 on Artificial Analysis Coding Agent Index (v1.5) | — | intermediate |
| B | inclusionAI (Ant Group) | Models | Local | 41 on Artificial Analysis Intelligence Index | ~321 GB VRAM | — |
| B | xAI | Models | Cloud | 1,638 on LMArena WebDev / Code Arena (overall) | $3/M tokens | — |
| B | Xiaomi | Models | Local | 1,633 on LMArena WebDev / Code Arena (overall) | ~178 GB VRAM | — |
| B | Tencent | Models | Local | 1,631 on LMArena WebDev / Code Arena (overall) | ~441 GB VRAM | — |
| B | Alibaba (Qwen) | Models | Local | 40 on Artificial Analysis Intelligence Index | ~1370 GB VRAM | — |
| B | Alibaba (Qwen) | Models | Local | 1,629 on LMArena WebDev / Code Arena (overall) | ~104 GB VRAM | — |
| B | Novita AI | Runtimes & gateways | Cloud | via Qwen3.8-Max | — | intermediate |
| B | Anomaly Innovations | Coding agents | Local | via DeepSeek-V4.1-Flash-1017 | Free | intermediate |
| B | Ollama | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | intermediate |
| B | ggml-org | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | vLLM project | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | Unsloth AI | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | intermediate |
| B | Cline | Editors & extensions | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | intermediate |
| B | BerriAI | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | advanced |
| B | Agentic AI Foundation (AAIF); originally created by Block | Coding agents | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | intermediate |
| B | Ettore Di Giacinto (mudler) | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | Aider Aider (open-source project, Aider-AI) | Coding agents | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | intermediate |
| B | EXO Labs | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | oobabooga | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | intermediate |
| B | SGLang project (LMSYS) | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | Kilo Code | Editors & extensions | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | intermediate |
| B | KTransformers KVCache.AI (Tsinghua MADSys) | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | NVIDIA | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | Portkey | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | advanced |
| B | Xorbits | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | Apple (ml-explore) | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | GPUStack | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | advanced |
| B | ggml-org | Editors & extensions | Local | via DeepSeek-V4.1-Flash-1017 Cloud models: tier S | Free | intermediate |
| B | Hugging Face | Runtimes & gateways | Cloud | via DeepSeek-V4.1-Flash-1017 | Free tier · $9/mo | intermediate |
| B | Element Labs | Runtimes & gateways | Local | via DeepSeek-V4.1-Flash-1017 | Free | beginner |
| B | NVIDIA | Runtimes & gateways | Cloud | via DeepSeek-V4.1-Flash-1017 | Free tier | intermediate |
| B | Together AI | Runtimes & gateways | Cloud | via DeepSeek-V4.1-Flash-1017 | — | intermediate |
| B | Alibaba (Qwen) | Coding agents | Local | via Kimi K3 Cloud models: tier B | Free | intermediate |
| B | InternLM (Shanghai AI Laboratory) | Runtimes & gateways | Local | via Kimi K3 | Free | advanced |
| B | Fireworks AI | Runtimes & gateways | Cloud | via Kimi K3 | — | intermediate |
| B | Softgen Labs | App builders | Cloud | via Kimi K3 | Free tier · $25/mo | beginner |
| B | Stencil Labs (can1357) | Coding agents | Local | via Qwen3.8-2.4T-A95B Cloud models: tier S | Free | advanced |
| B | Alibaba | Editors & extensions | Cloud | via Qwen3.8-2.4T-A95B | Free tier · $20/mo | intermediate |
| C | Xiaomi | Models | Local | 1,626 on LMArena WebDev / Code Arena (overall) | ~585 GB VRAM | — |
| C | Z.ai | Models | Local | 1,622 on LMArena WebDev / Code Arena (overall) | ~425 GB VRAM | — |
| C | Z.ai | Models | Local | 1,607 on LMArena WebDev / Code Arena (overall) | ~185 GB VRAM | — |
| C | Alibaba (Qwen) | Models | Local | 1,592 on LMArena WebDev / Code Arena (overall) | ~17 GB VRAM | — |
| C | Anthropic | Models | Cloud | 1,586 on LMArena WebDev / Code Arena (overall) | $0.2/M tokens | — |
| C | Google | Models | Cloud | 1,586 on LMArena WebDev / Code Arena (overall) | $1.5/M tokens | — |
| C | DeepSeek | Models | Local | 1,582 on LMArena WebDev / Code Arena (overall) | ~920 GB VRAM | — |
| C | OpenAI | Models | Cloud | 1,577 on LMArena WebDev / Code Arena (overall) | $0.2/M tokens | — |
| C | Motif Technologies | Models | Local | 34 on Artificial Analysis Intelligence Index | ~181 GB VRAM | — |
| C | StepFun | Models | Local | 1,565 on LMArena WebDev / Code Arena (overall) | ~346 GB VRAM | — |
| C | Mistral AI | Models | Cloud | 1,542 on LMArena WebDev / Code Arena (overall) | $2.06/M tokens | — |
| C | MBZUAI Institute of Foundation Models | Models | Local | 31 on Artificial Analysis Intelligence Index | ~218 GB VRAM | — |
| C | Meta | Models | Local | 1,524 on LMArena WebDev / Code Arena (overall) | ~470 GB VRAM | — |
| C | ByteDance Seed | Models | Cloud | 1,520 on LMArena WebDev / Code Arena (overall) | — | — |
| C | NVIDIA | Models | Local | 26 on Artificial Analysis Intelligence Index | ~72 GB VRAM | — |
| C | MBZUAI Institute of Foundation Models | Models | Local | 25 on Artificial Analysis Intelligence Index | ~23 GB VRAM | — |
| C | MiniMax | Models | Local | 1,482 on LMArena WebDev / Code Arena (overall) | ~245 GB VRAM | — |
| C | Alibaba (Qwen) | Models | Cloud | 25 on Artificial Analysis Intelligence Index | $0.56/M tokens | — |
| C | Upstage | Models | Local | 25 on Artificial Analysis Intelligence Index | ~144 GB VRAM | — |
| C | Moonshot AI | Models | Local | 1,474 on LMArena WebDev / Code Arena (overall) | ~587 GB VRAM | — |
| C | NVIDIA | Models | Local | 23 on Artificial Analysis Intelligence Index | ~321 GB VRAM | — |
| C | Google | Models | Cloud | 1,447 on LMArena WebDev / Code Arena (overall) | $4.5/M tokens | — |
| C | SK Telecom | Models | Local | 21 on Artificial Analysis Intelligence Index | ~396 GB VRAM | — |
| C | NVIDIA | Models | Local | 21 on Artificial Analysis Intelligence Index | ~24 GB VRAM | — |
| C | Reflection AI | Models | Local | 1,437 on LMArena WebDev / Code Arena (overall) | ~287 GB VRAM | — |
| C | Google | Models | Cloud | 1,435 on LMArena WebDev / Code Arena (overall) | $0.85/M tokens | — |
| C | LG AI Research | Models | Local | 20 on Artificial Analysis Intelligence Index | ~428 GB VRAM | — |
| C | Meituan (LongCat) | Models | Local | 19 on Artificial Analysis Intelligence Index | ~1014 GB VRAM | — |
| C | Thinking Machines Lab | Models | Local | 1,414 on LMArena WebDev / Code Arena (overall) | ~557 GB VRAM | — |
| C | Thinking Machines Lab | Models | Local | 1,410 on LMArena WebDev / Code Arena (overall) | ~159 GB VRAM | — |
| C | Cohere | Models | Local | 13 on Artificial Analysis Intelligence Index | ~126 GB VRAM | — |
| C | Mistral AI | Models | Local | 1,197 on LMArena WebDev / Code Arena (overall) | ~72 GB VRAM | — |
| C | Google DeepMind | Models | Local | 1,368 on LMArena WebDev / Code Arena (overall) | ~19 GB VRAM | — |
| C | OpenAI | Models | Local | 12 on Artificial Analysis Intelligence Index | ~80 GB VRAM | — |
| C | OpenAI | Models | Local | 9 on Artificial Analysis Intelligence Index | ~16 GB VRAM | — |
| C | IBM | Models | Local | 13 on Artificial Analysis Intelligence Index | ~18 GB VRAM | — |
| C | Poolside | Models | Local | 1,350 on LMArena WebDev / Code Arena (overall) | ~130 GB VRAM | — |
| C | Meta | Models | Local | 9 on Artificial Analysis Intelligence Index | ~230 GB VRAM | — |
| C | Inception | Models | Cloud | 12 on Artificial Analysis Intelligence Index | $0.34/M tokens | — |
| C | Mistral AI | Models | Local | 1,264 on LMArena WebDev / Code Arena (overall) | ~75 GB VRAM | — |
| C | Mistral AI | Models | Local | 11 on Artificial Analysis Intelligence Index | ~69 GB VRAM | — |
| C | Meta | Models | Local | 1,355 on LMArena WebDev / Code Arena (overall) | ~19 GB VRAM | — |
| C | NVIDIA | Models | Local | 13 on Artificial Analysis Intelligence Index | ~20 GB VRAM | — |
| C | Cohere | Models | Local | 10 on Artificial Analysis Intelligence Index | ~19 GB VRAM | — |
| C | Alibaba (Qwen) | Models | Local | 9 on Artificial Analysis Intelligence Index | ~47 GB VRAM | — |
| C | inclusionAI (Ant Group) | Models | Local | 17 on Artificial Analysis Intelligence Index | ~586 GB VRAM | — |
| C | Upstage | Models | Cloud | 1,371 on LMArena WebDev / Code Arena (overall) | $0.52/M tokens | — |
| C | Arcee AI | Models | Local | 1,238 on LMArena WebDev / Code Arena (overall) | ~229 GB VRAM | — |
| C | Cloudflare | Runtimes & gateways | Cloud | via GLM-5.3 | Free tier | advanced |
| C | Mozilla.ai | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | intermediate |
| C | Simon Willison | Runtimes & gateways | Local | via GLM-5.3-Flash Cloud models: tier S | Free | advanced |
| C | sigoden | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | advanced |
| C | Osaurus | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | intermediate |
| C | Eric Buehler | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | advanced |
| C | mostlygeek | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | advanced |
| C | AMD (lemonade-sdk) | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | intermediate |
| C | RamaLama project (containers) | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | advanced |
| C | theroyallab | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | advanced |
| C | Docker | Runtimes & gateways | Local | via GLM-5.3-Flash | Free | intermediate |
| C | MLC AI | Runtimes & gateways | Local | via Qwen3.8-27B | Free | advanced |
| C | Cerebras | Runtimes & gateways | Cloud | via Qwen3.8-27B | Free tier | intermediate |
| C | Groq | Runtimes & gateways | Cloud | via Qwen3.8-27B | — | intermediate |
| C | Google | Coding agents | Cloud | via Gemini 3.8 Flash | — | intermediate |
| C | Codebuff | Coding agents | Cloud | via Claude Haiku 5.5 | Free | beginner |
| C | Google | App builders | Cloud | via Gemini 3.8 Flash | Free | intermediate |
| C | Earendil Inc. | Coding agents | Local | via DeepSeek-V4-Pro-0813 Cloud models: tier S | Free | intermediate |
| C | SambaNova | Runtimes & gateways | Cloud | via MiniMax-M3 | — | intermediate |
| C | Google | Coding agents | Cloud | via Gemini 3.1 Pro (Preview) | Free tier · $20/mo | beginner |
| C | OpenHands (All Hands AI) | Coding agents | Local | via Qwen3-Coder-Next Cloud models: tier S | Free | intermediate |
| C | MLC AI | Runtimes & gateways | Local | via Gemma 4 (31B) | Free | advanced |
| C | GenieX Qualcomm | Runtimes & gateways | Local | via Gemma 4 (31B) | Free | advanced |
| C | Microsoft | Runtimes & gateways | Local | via gpt-oss-20b | Free | intermediate |
| C | Mistral AI | Coding agents | Cloud | via Mistral Medium 3.5 | Free tier · $15/mo | beginner |
| – | Zed Industries | Editors & extensions | Local | No public result yet Cloud models: tier S | Free | beginner |
| – | TabbyML | Editors & extensions | Local | No public result yet | Free | advanced |
| – | LangChain | Coding agents | Local | No public result yet Cloud models: tier S | Free | intermediate |
| – | Charm | Coding agents | Local | No public result yet Cloud models: tier S | Free | intermediate |
| – | Dyad Tech, Inc. | App builders | Local | No public result yet Cloud models: tier C | Free | intermediate |
| – | StackBlitz Labs (community) | App builders | Local | No public result yet | Free | advanced |
| – | SWE-agent team (Princeton & Stanford) | Coding agents | Local | No public result yet Cloud models: tier C | Free | advanced |
| – | twinny | Editors & extensions | Local | No public result yet | Free | intermediate |
| – | Nano Collective | Coding agents | Local | No public result yet Cloud models: tier S | Free | intermediate |
| – | Xum (formerly Mux) Coder | Coding agents | Local | No public result yet Cloud models: tier S | Free | intermediate |
| – | a0.dev | App builders | Cloud | No public result yet | Free tier | beginner |
| – | Anything | App builders | Cloud | No public result yet | Free tier · $19/mo | beginner |
| – | Augment Code | Coding agents | Cloud | No public result yet | $20/mo | intermediate |
| – | StackBlitz | App builders | Cloud | No public result yet | Free tier · $25/mo | beginner |
| – | Builder.io | App builders | Cloud | No public result yet | Free tier | intermediate |
| – | CodeBuddy Tencent | Editors & extensions | Cloud | No public result yet | Free tier · $10/mo | intermediate |
| – | CodeGPT | Editors & extensions | Local | No public result yet Cloud models: tier S | Free tier · $10/mo | beginner |
| – | CodeRabbit | Coding agents | Cloud | No public result yet | Free tier · $30/mo | beginner |
| – | Mistral AI | Models | Local | No public result yet | ~15 GB VRAM | — |
| – | Emergent | App builders | Cloud | No public result yet | Free tier · $20/mo | beginner |
| – | Figma | App builders | Cloud | No public result yet | Free tier | beginner |
| – | Greptile | Coding agents | Cloud | No public result yet | Free tier · $30/mo | beginner |
| – | JetBrains | Coding agents | Local | No public result yet | Free tier · $8.33/mo | intermediate |
| – | Poolside | Models | Local | No public result yet | ~21 GB VRAM | — |
| – | Leap | App builders | Cloud | No public result yet | Free tier · $30/mo | intermediate |
| – | Lovable | App builders | Cloud | No public result yet | Free tier · $25/mo | beginner |
| – | Macaly | App builders | Cloud | No public result yet | Free tier · $10/mo | beginner |
| – | JetBrains | Models | Local | No public result yet | ~8 GB VRAM | — |
| – | Qodo | Coding agents | Cloud | No public result yet | $30/mo | intermediate |
| – | Replit | App builders | Cloud | No public result yet | Free tier · $20/mo | beginner |
| – | Rocket | App builders | Cloud | No public result yet | Free tier · $25/mo | beginner |
| – | Rork | App builders | Cloud | No public result yet | Free tier · $25/mo | beginner |
| – | Same | App builders | Cloud | No public result yet | Free tier · $10/mo | beginner |
| – | Vercel | App builders | Cloud | No public result yet | Free tier · $30/mo | beginner |
| – | Vibecode | App builders | Cloud | No public result yet | Free tier · $20/mo | beginner |
Benchmarks used
- LMArena WebDev / Code Arena (overall) by LMArena (arena.ai) (blind human votes, Arena score (Bradley-Terry rating from pairwise human votes on web-app generation)) · snapshot 18 Oct 2026Read from lmarena-ai/leaderboard-dataset (webdev subset = Code Arena, latest split, category overall, publish date 2026-10-18). Best coding coverage of current versions among the boards checked (all closed frontier models plus most open families, incl. Hy4 preview, MiMo-V2.6-Flash, Qwen3.8-Flash-Next, Step 5 Preview, Beam 1.0, Inkling, Laguna M.1, Kimi K2.7 Code, Mistral Large 4, Seed2.1 Pro Preview, Solar Pro 4, GPT-5.6 Terra); gpt-oss, Llama 4, Qwen3-Coder-Next, Devstral Small 2 and Qwen3.8-2.4T are absent. Some new entries have few votes (Gemini 3.5 Flash-Lite: 238).
- Artificial Analysis Intelligence Index by Artificial Analysis (automated tests, Composite index over Artificial Analysis' own evaluation suite) · snapshot 19 Oct 2026Values taken from the model data embedded in the leaderboard page (the page shows rounded integers and states 135 models ranked (68 open weights); no last-updated date shown). Covers nearly all current closed and open families; Devstral is absent. Older versions score much lower than on earlier index versions, so compare only within this snapshot. Some entries are flagged 'estimated' by AA; non-estimated entries were preferred.
- Artificial Analysis Coding Agent Index (v1.5) by Artificial Analysis (automated tests, Composite index: equal-weight mean of pass@1 (3 attempts/task) on DeepSWE v1.1, Terminal-Bench 4.0 and SWE-Atlas-QnA, per agent + model, ranks tools) · snapshot 18 Oct 202642 agent+model entries (page shows 15 by default) from first-party harnesses: Claude Code, Codex, Devin Fusion CLI, Antigravity CLI/SDK, Grok Build, Muse Code (Meta), Kimi Code CLI, OpenCode, Mirror. Values are indexScore x 100 rounded to 1 decimal, read from the page's embedded data. Also reports cost, tokens, time, refusals and reward hacking. Covers 6 tools in this file: antigravity, claude-code, codex, devin, grok-build, opencode. No Cursor, Copilot, Cline, Kilo Code, Aider or builder entries.
- Terminal-Bench 4.0 by Terminal-Bench (Stanford / Laude Institute; hosted on Harbor) (automated tests, Accuracy: share of terminal tasks solved by an agent harness + model pair, ranks tools) · snapshot 18 Oct 202635 agent+model entries from 5 distinct harnesses (incl. reasoning-effort variants). Current default version on tbench.ai; first-party harnesses only so far (Claude Code, Codex, Grok Build, Meta's Muse Code) plus mini-SWE-agent. Covers 3 tools in this file: claude-code, codex, grok-build. Page renders client-side; rows read from the site's own API (POST https://ofhuhcpkvzjlejydnvyd.supabase.co/functions/v1/leaderboard-read, package 'terminal-bench/terminal-bench', name '4-0-0'). No last-updated date on the page; API metadata: board created 2026-08-27, updated 2026-10-06.