Browser & computer agents
Models ranked on real desktop and web tasks, AI browsers and agent apps that act on your behalf, and open agent frameworks for building your own.
Models are ranked by OSWorld 2.0 (end-to-end models), then OSWorld-Verified (models) for models without a result on the first. Tools with their own result on OSWorld-Verified (agentic frameworks), OSWorld 2.0 (agent systems) or Online-Mind2Web (auto-eval, WebJudge o4-mini) 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 overallAMuse Spark 1.339.3% on OSWorld 2.0 (end-to-end models)
- Best valueAMuse Spark 1.3Tier A for $2/M tokens
- Best free startCUiPathFree tier · from $25/mo · 67.1% on OSWorld-Verified (agentic frameworks)
- Best local (≤24 GB GPU)No qualifying option yet
- 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.
Agent apps & AI browsers
Browsers and apps with an agent that clicks, types and navigates for you.
Agent frameworks
Open frameworks and SDKs for building browser and desktop agents.
Quality vs. price
OSWorld 2.0 (end-to-end models) 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 | OSWorld 2.0 (end-to-end models) | Price | Frontier |
|---|---|---|---|---|
| Muse Spark 1.3 | Closed | 39.3% | $2/M tokens | Yes |
| MiniMax-M3 | Open | 4.6% | $0.52/M tokens | Yes |
| Qwen3.7-Plus | Closed | 2.8% | $0.56/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): OpenClaw, Hermes Agent, Browser Use, UI-TARS Desktop, Cua, Stagehand, Skyvern, Midscene.js, Nanobrowser, Agent S, MagenticLite (formerly Magentic-UI), UFO³, Amazon Nova Act, ChatGPT, ChatGPT Atlas, Claude, Comet, Dia, Fellou, Gemini, Genspark, Manus, Microsoft Copilot, Microsoft Copilot Studio, Opera Neon, Perplexity, Yutori
Everything, in order
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Simular | Agent apps & AI browsers | Cloud | 41.7% on OSWorld 2.0 (agent systems) | $50/mo | beginner |
| A | Muse Spark 1.3 Meta | Models | Cloud | 39.3% on OSWorld 2.0 (end-to-end models) | $2/M tokens | — |
| C | UiPath | Agent frameworks | Cloud | 67.1% on OSWorld-Verified (agentic frameworks) | Free tier · $25/mo | intermediate |
| C | MiniMax | Models | Local | 4.6% on OSWorld 2.0 (end-to-end models) | ~245 GB VRAM | — |
| C | Alibaba (Qwen) | Models | Cloud | 2.8% on OSWorld 2.0 (end-to-end models) | $0.56/M tokens | — |
| – | OpenClaw Foundation | Agent frameworks | Local | No public result yet | Free | intermediate |
| – | Nous Research | Agent frameworks | Local | No public result yet | Free | intermediate |
| – | Browser Use | Agent frameworks | Local | No public result yet | Free | advanced |
| – | ByteDance | Agent frameworks | Local | No public result yet | Free | intermediate |
| – | Cua (trycua) | Agent frameworks | Local | No public result yet | Free tier · $18/mo | advanced |
| – | Browserbase | Agent frameworks | Cloud | No public result yet | Free | advanced |
| – | Skyvern | Agent frameworks | Local | No public result yet | Free | intermediate |
| – | web-infra-dev | Agent frameworks | Local | No public result yet | Free | advanced |
| – | Nanobrowser | Agent apps & AI browsers | Local | No public result yet | Free | intermediate |
| – | Simular | Agent frameworks | Local | No public result yet Cloud models: tier B | Free | advanced |
| – | Microsoft Research AI Frontiers | Agent apps & AI browsers | Local | No public result yet | Free | advanced |
| – | Microsoft | Agent frameworks | Local | No public result yet | Free | advanced |
| – | Amazon Web Services | Agent frameworks | Cloud | No public result yet | — | advanced |
| – | OpenAI | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $20/mo | beginner |
| – | OpenAI | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $20/mo | beginner |
| – | Anthropic | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $20/mo | beginner |
| – | Anthropic | Models | Cloud | No public result yet | $20/M tokens | — |
| – | Anthropic | Models | Cloud | No public result yet | $0.2/M tokens | — |
| – | Anthropic | Models | Cloud | No public result yet | $8/M tokens | — |
| – | Anthropic | Models | Cloud | No public result yet | $4/M tokens | — |
| – | Perplexity AI | Agent apps & AI browsers | Cloud | No public result yet | Free tier | beginner |
| – | The Browser Company | Agent apps & AI browsers | Cloud | No public result yet | — | beginner |
| – | Meituan (LongCat Team) | Models | Local | No public result yet | ~21 GB VRAM | — |
| – | Microsoft | Models | Local | No public result yet | ~17 GB VRAM | — |
| – | Fellou | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $19/mo | beginner |
| – | Google | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $4.99/mo | beginner |
| – | Google | Models | Cloud | No public result yet | $1.5/M tokens | — |
| – | Google | Models | Cloud | No public result yet | $4/M tokens | — |
| – | Genspark | Agent apps & AI browsers | Cloud | No public result yet | Free tier | beginner |
| – | OpenAI | Models | Cloud | No public result yet | $20/M tokens | — |
| – | OpenAI | Models | Cloud | No public result yet | $4/M tokens | — |
| – | Alibaba (Tongyi Lab, mPLUG) | Models | Local | No public result yet | ~21 GB VRAM | — |
| – | H Company | Models | Local | No public result yet | ~22 GB VRAM | — |
| – | Manus | Agent apps & AI browsers | Cloud | No public result yet | — | beginner |
| – | Microsoft Copilot Microsoft | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $9.99/mo | beginner |
| – | Microsoft | Agent frameworks | Cloud | No public result yet | — | intermediate |
| – | Allen Institute for AI (Ai2) | Models | Local | No public result yet | ~7 GB VRAM | — |
| – | Yutori | Models | Cloud | No public result yet | $2.38/M tokens | — |
| – | XLANG Lab (The University of Hong Kong) & Moonshot AI | Models | Local | No public result yet | ~43 GB VRAM | — |
| – | Opera | Agent apps & AI browsers | Cloud | No public result yet | $20/mo | beginner |
| – | Perplexity AI | Agent apps & AI browsers | Cloud | No public result yet | Free tier · $20/mo | beginner |
| – | ByteDance Seed | Models | Local | No public result yet | ~6 GB VRAM | — |
| – | Yutori | Agent frameworks + Agent apps & AI browsers | Cloud | No public result yet | — | intermediate |
Benchmarks used
- OSWorld 2.0 (end-to-end models) by OSWorld team, XLANG Lab, The University of Hong Kong (automated tests, Binary accuracy: share of 108 long-horizon computer-use workflows fully completed (default view: 500-step budget, full task set)) · snapshot 15 Oct 2026Default view (end-to-end models, 500 steps, full task set, all task releases): 23 rows covering 11 model versions, incl. reasoning-effort variants; task releases v2026.06.24, v2026.08.08 and v2.1 differ, so scores across releases are not strictly comparable. Data file static/data/leaderboard/official-results.json has updatedAt 2026-10-15 (rows for MuseSpark 1.3 and 1.2 added then; repository xlang-ai/OSWorld-V2 pushed 2026-10-15); all model rows are marked official (run by the OSWorld team). Lists Claude Opus 5 (leader, a previous version), GPT-5.6 Sol, MuseSpark 1.3, MiniMax M3, Kimi 2.6, Qwen 3.7-Plus, older Claude/GPT; current tracked versions present: Muse Spark 1.3, MiniMax M3, Qwen3.7-Plus. No Gemini entries and no Claude Opus/Sonnet 5.5, Fable, GPT-6.x or Gemini 4 Argon rows; vendor-announced OSWorld 2.0 numbers are not on this board. Re-checked 2026-10-19: data file official-results.json still updatedAt 2026-10-15 (55 rows across views, unchanged); repo xlang-ai/OSWorld-V2 last pushed 2026-10-15 (harness commits only). Still stale for Claude Opus/Sonnet 5.5, Fable 5.1, GPT-6.x, Gemini 4 Argon.
- OSWorld-Verified (models) by OSWorld team, XLANG Lab, The University of Hong Kong (automated tests, Success rate: share of OSWorld's ~360 Ubuntu desktop tasks (browser, office, media, code, multi-app) completed end to end, re-run by the OSWorld team) · snapshot 19 Oct 202693 scored rows of approach type 'General model' or 'Specialized model' (42 distinct names; one row per max-steps setting 15/50/100). Rows read from the page's data file static/data/osworld_verified_results.xlsx; no last-updated date shown; newest model entry dated 2026-08-01 (claude-fable-5[1m] 85.96 and claude-opus-5[1m] 83.39, both previous versions) and the site repository's last data commit is 2026-08-07. Frontier versions current on 2026-10-19 (Claude Opus 5.5, Sonnet 5.5, Fable 5.1, GPT-6.x, Gemini 4 Argon, Kimi K3, Holo4, Fara1.5) are not listed. The page carries a notice dated 2026-06-26 that OSWorld 2.0 (osworld-v2.xlang.ai) is the latest version; see osworld-2. Re-checked 2026-10-19: site repository os-world/os-world.github.io last commit still 2026-08-07, so the xlsx is unchanged; still stale.
- OSWorld-Verified (agentic frameworks) by OSWorld team, XLANG Lab, The University of Hong Kong (automated tests, Success rate: share of OSWorld's ~360 Ubuntu desktop tasks completed end to end by an agent framework plus its models, re-run by the OSWorld team, ranks tools) · snapshot 19 Oct 202652 scored rows of approach type 'Agentic framework' (24 distinct names, incl. multi-rollout best-of-N runs and max-steps variants). Mostly research and enterprise agents (Intelligence-Indeed Agent, Pointer Agent w/ Opus 4.7, OpenAPA w/ gemini-3.1-pro, VLAA-GUI, HIPPO, UiPath Screen Agent, OS-Symphony); newest entry 2026-07-25; site repository's last data commit 2026-08-07. Same page and data file as osworld-verified; no last-updated date shown; the page points to OSWorld 2.0 as the latest version (osworld-2-tools has only 3 agent rows so far). Re-checked 2026-10-19: unchanged (last repository commit 2026-08-07).
- OSWorld 2.0 (agent systems) by OSWorld team, XLANG Lab, The University of Hong Kong (automated tests, Binary accuracy: share of 108 long-horizon computer-use workflows fully completed by an agent system (harness plus model), ranks tools) · snapshot 15 Oct 20263 agent-system rows (shown when the model filter is set to all): Darwinx w/ Claude Opus 4.8 (Salesforce AI Research) at a 450-step budget (44.44 on task release v2.1, 37.65 on v2026.08.08) and Sai w/ Claude Opus 5 (Simular) at 500 steps (41.67, v2.1, 108 tasks). Same page, data file and update date (2026-10-15) as osworld-2; verified unchanged 2026-10-19. Re-checked 2026-10-19: unchanged.
- Online-Mind2Web (auto-eval, WebJudge o4-mini) by OSU NLP Group, The Ohio State University (automated tests, Average success rate on 300 live tasks across 136 real websites (easy/medium/hard), judged automatically by WebJudge (o4-mini), ranks tools) · snapshot 5 Aug 202620 rows in the auto-eval CSV (auto_o4-mini_Mind2Web-Online - Leaderboard_data.csv); Space last modified 2026-08-05, newest entries 2026-08-04. Entries are agent systems (Operator, Browser Use w/ GPT-4o, Navigator n1.5, ACT-2, Hark, Webwright, ChatGPT Atlas) plus a few model-in-harness rows (Gemini 2.5 Computer Use, MolmoWeb-8B, GPT-5.4); several rows are marked Verified=False (self-reported). A separate human-eval table (13 rows, leader Hark 97.7) is on the same Space. Frontier models of Oct 2026 are not listed.