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| LICENSE | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/LICENSE |
| LICENSE | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/LICENSE |
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| NOTICE | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/NOTICE |
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| README | https://github.com/TIGER-AI-Lab/ClawBench |
| Contributing | https://github.com/TIGER-AI-Lab/ClawBench |
| Apache-2.0 license | https://github.com/TIGER-AI-Lab/ClawBench |
|
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| https://github.com/TIGER-AI-Lab/ClawBench#clawbench-can-ai-agents-complete-everyday-online-tasks |
| live leaderboard | https://huggingface.co/spaces/TIGER-Lab/ClawBench |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/clawbench_logo.png |
| HarnessBench | https://github.com/reacher-z/HarnessBench |
| 中文 | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/README.zh-CN.md |
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| Quick start | https://github.com/TIGER-AI-Lab/ClawBench#quick-start |
| Live leaderboard | https://huggingface.co/spaces/TIGER-Lab/ClawBench |
| Results | https://github.com/TIGER-AI-Lab/ClawBench#results |
| Task explorer | https://claw-bench.com/tasks |
| Datasets | https://github.com/TIGER-AI-Lab/ClawBench#datasets |
| Reproduction workflow | https://github.com/TIGER-AI-Lab/ClawBench#reproduce-the-leaderboard |
| Trace cookbook | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/trace-cookbook.md |
| Paper | https://arxiv.org/abs/2604.08523 |
| FAQ | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/faq.md |
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| https://github.com/TIGER-AI-Lab/ClawBench#-quick-start |
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| platform setup | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/getting-started.md#prerequisites |
| https://github.com/TIGER-AI-Lab/ClawBench#installed-package |
| model setup guide | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/getting-started.md#configure-models |
| https://github.com/TIGER-AI-Lab/ClawBench#source-checkout |
| getting started guide | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/getting-started.md |
| harness selection | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/getting-started.md#choose-a-harness |
| CLI reference | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/cli.md |
| AGENTS.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/AGENTS.md |
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| https://github.com/TIGER-AI-Lab/ClawBench#-datasets |
| NAIL-Group/ClawBench | https://huggingface.co/datasets/NAIL-Group/ClawBench |
| TIGER-Lab/ClawBench | https://huggingface.co/datasets/TIGER-Lab/ClawBench |
| NAIL-Group/ClawBenchV1Trace | https://huggingface.co/datasets/NAIL-Group/ClawBenchV1Trace |
| TIGER-Lab/ClawBenchV2Trace | https://huggingface.co/datasets/TIGER-Lab/ClawBenchV2Trace |
| Trace Cookbook | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/trace-cookbook.md |
| claw-bench.com/leaderboard | https://claw-bench.com/leaderboard |
| eval/scoring.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/scoring.md |
| leaderboard/results.csv | https://huggingface.co/datasets/TIGER-Lab/ClawBench/blob/main/leaderboard/results.csv |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/bullhorn.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-news |
| 1,000 GitHub stars | https://github.com/TIGER-AI-Lab/ClawBench/stargazers |
| EMNLP 2026 Findings | https://2026.emnlp.org/ |
| Kernel | https://www.kernel.sh |
| rgarcia | https://github.com/rgarcia |
| WebBrain | https://github.com/webbrain-one/webbrain |
| alectimison-maker | https://github.com/alectimison-maker |
| RewardHarness | https://github.com/TIGER-AI-Lab/RewardHarness |
| Details → | https://arxiv.org/abs/2605.08703 |
| Browserbase | https://www.browserbase.com |
| Details → | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/browser-runtimes.md |
| Details → | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CHANGELOG.md |
| COLM 2026 WAB | https://www.aiagentbehavior.com/ |
| docs/news.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/news.md |
| CHANGELOG.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CHANGELOG.md |
| https://github.com/TIGER-AI-Lab/ClawBench#-awesome-works-using-clawbench |
| The Recipe for Intelligence in Natural and Artificial Systems | https://osf.io/preprints/psyarxiv/x9ktv_v1/ |
| DOI | https://doi.org/10.31234/osf.io/x9ktv_v1 |
| Auditing Agent Harness Safety | https://arxiv.org/abs/2605.14271 |
| Code | https://github.com/UCSB-AI/HarnessAudit |
| Project | https://harnessaudit.github.io/ |
| Agentic Coding Needs Proactivity, Not Just Autonomy | https://arxiv.org/abs/2605.06717 |
| Google Research Blog | https://developers.googleblog.com/en/measuring-what-matters-with-jules/ |
| NeuroClaw Technical Report | https://arxiv.org/abs/2604.24696 |
| Code | https://github.com/CUHK-AIM-Group/NeuroClaw |
| Project | https://cuhk-aim-group.github.io/NeuroClaw/ |
| Verifying Agents in Rubric-Graded Environments | https://openreview.net/pdf?id=ayA2tJNDET |
| Code | https://github.com/Handshake-AI-Research/gandalf-the-grader |
| Workshop | https://rl-eval.github.io/ |
| OpenClaw Research: A Systematic Survey of Large Language Model Agents in Open Deployment | https://openreview.net/forum?id=5PMzjzEy6J |
| Project | https://ykc1.github.io/OpenClaw_Survey_Web/ |
| Resources | https://github.com/shuolucs/Awesome-OpenClaw-Research |
| A Survey of the OpenClaw Ecosystem: From Platform Extensibility to Constraint Design | https://openreview.net/pdf/eab5a52b7bba57e22707282587f78e482b44d9b0.pdf |
| Project & Resources | https://github.com/REAL-Lab-NU/Awesome-OpenClaw-Papers |
| Toward Trustworthy Computer-Use Agents: Risk Propagation, Evaluation Gaps, and Human Governance | https://www.researchgate.net/publication/405422774_Toward_Trustworthy_Computer-Use_Agents_Risk_Propagation_Evaluation_Gaps_and_Human_Governance |
| Code & Project | https://github.com/xu-hu-2002/Toward-Trustworthy-Computer-Use-Agent-A-Survey |
| Resources | https://huggingface.co/datasets/Xu-Hu-2002/Toward-Thustworthy-Computer-Use-Agent |
| Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context | https://arxiv.org/abs/2605.13831 |
| Models | https://huggingface.co/collections/ZhaoweiWang/mmprolong |
| TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training | https://arxiv.org/abs/2607.05804 |
| VibeSearchBench: Benchmarking Long-horizon Proactive Search in the Wild | https://arxiv.org/abs/2605.27882 |
| Code | https://github.com/VibeBench/VibeSearchBench |
| Project | https://vibebench.github.io/VibeSearchBench.github.io/ |
| WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation | https://arxiv.org/abs/2605.10912 |
| Code | https://github.com/InternLM/WildClawBench |
| Project | https://internlm.github.io/WildClawBench/ |
| Towards Long-Horizon Agents: A Survey | https://openreview.net/forum?id=HyhfhlbWGh |
| Project | https://long-horizon-agents.github.io/ |
| Resources | https://github.com/RUC-NLPIR/Awesome-Long-Horizon-Agents |
| UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks | https://arxiv.org/abs/2607.08768 |
| Code | https://github.com/HKU-MMLab/UniClawBench |
| Project | https://uniclawbench.github.io/ |
| MacAgentBench: Benchmarking AI Agents on Real-World macOS Desktop | https://arxiv.org/abs/2606.22557 |
| Code | https://github.com/JetAstra/MacAgentBench |
| Project | https://jetastra.github.io/MacAgentBench/ |
| π-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows | https://arxiv.org/abs/2605.14678 |
| Code | https://github.com/Simplified-Reasoning/Pi-Bench |
| Project | https://simplified-reasoning.github.io/Pi-Bench/ |
| AcademiClaw: When Students Set Challenges for AI Agents | https://arxiv.org/abs/2605.02661 |
| Code | https://github.com/GAIR-NLP/AcademiClaw |
| Project | https://gair-nlp.github.io/AcademiClaw/ |
| open an issue | https://github.com/TIGER-AI-Lab/ClawBench/issues/new/choose |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/chart-bar.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-results |
| claw-bench.com | https://claw-bench.com/ |
| live leaderboard | https://claw-bench.com/leaderboard |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/check-double.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-reproduce-the-leaderboard |
| https://github.com/TIGER-AI-Lab/ClawBench#path-a--re-run-the-agent-then-score |
| https://github.com/TIGER-AI-Lab/ClawBench#path-b--skip-the-run-re-judge-our-published-traces |
| https://github.com/TIGER-AI-Lab/ClawBench#pass-criterion |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/bolt.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-clawbench-lite |
| test-cases/v1-lite/ | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/test-cases/v1-lite |
| browser-use/benchmark | https://github.com/browser-use/benchmark |
| human-reference evaluation workflow | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/README.md |
| eval/agentic_eval.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/agentic_eval.md |
| test-cases/v1-lite/ | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/test-cases/v1-lite |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/play.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-example-walkthrough |
| task walkthrough | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/walkthrough.md |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/video.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-evaluation |
| CLI reference | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/cli.md#clawbench-rescore |
| eval/agentic_eval.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/agentic_eval.md |
| evaluation guide | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/README.md |
| OpenEval / EvalPort export instructions | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/README.md#export-results-to-openeval--evalport |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/terminal.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-cli |
| CLI reference | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/cli.md |
| test-cases/v1/ | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/test-cases/v1 |
| test-cases/task.schema.json | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/test-cases/task.schema.json |
| CONTRIBUTING.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CONTRIBUTING.md |
| eval/README.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/eval/README.md |
| https://github.com/TIGER-AI-Lab/ClawBench#how-clawbench-compares |
| WebArena | https://webarena.dev |
| GAIA | https://huggingface.co/datasets/gaia-benchmark/GAIA |
| SWE-bench | https://www.swebench.com |
| BrowserGym | https://github.com/ServiceNow/BrowserGym |
| Mind2Web | https://github.com/OSU-NLP-Group/Mind2Web |
| Online-Mind2Web | https://github.com/OSU-NLP-Group/Online-Mind2Web |
| VisualWebArena | https://jykoh.com/vwa |
| WebVoyager | https://github.com/MinorJerry/WebVoyager |
| TheAgentCompany | https://the-agent-company.com |
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/icons/circle-question.svg |
| https://github.com/TIGER-AI-Lab/ClawBench#-faq |
| FAQ | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/faq.md |
| Getting started | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/docs/getting-started.md |
| https://github.com/TIGER-AI-Lab/ClawBench#contributing |
| Add a new test case | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CONTRIBUTING.md#adding-a-new-test-case |
| Add a new category | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CONTRIBUTING.md#what-were-looking-for |
| Submit a new model | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CONTRIBUTING.md#what-were-looking-for |
| good first issues | https://github.com/TIGER-AI-Lab/ClawBench/labels/good%20first%20issue |
| CONTRIBUTING.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CONTRIBUTING.md |
| https://github.com/TIGER-AI-Lab/ClawBench#community |
|
| https://github.com/TIGER-AI-Lab/ClawBench/issues/new/choose |
|
| https://github.com/TIGER-AI-Lab/ClawBench/blob/main/assets/community/wechat_grp_422.jpg |
|
| https://huggingface.co/datasets/NAIL-Group/ClawBench/discussions |
| https://github.com/TIGER-AI-Lab/ClawBench#citation |
| https://github.com/TIGER-AI-Lab/ClawBench#contact |
| Homepage ↗ | https://reacher-z.github.io |
| open a GitHub issue | https://github.com/TIGER-AI-Lab/ClawBench/issues/new/choose |
| https://github.com/TIGER-AI-Lab/ClawBench#core-contributors |
|
Yuxuan Zhang
| https://github.com/reacher-z |
|
Yubo Wang
| https://github.com/Wyyyb |
|
Perry Zhu
| https://github.com/Perry2004 |
|
Penghui Du
| https://github.com/eternaldolphin |
|
Junwen Miao
| https://github.com/MEKSAAA |
| https://github.com/TIGER-AI-Lab/ClawBench#advisors |
|
Kelsey R. Allen
| https://github.com/k-r-allen |
|
Wenhu Chen
| https://github.com/wenhuchen |
|
Dongfu Jiang
| https://github.com/jdf-prog |
|
Liang Chen
| https://github.com/chenllliang |
| https://github.com/TIGER-AI-Lab/ClawBench#support-clawbench |
| star the repo | https://github.com/TIGER-AI-Lab/ClawBench |
|
| https://github.com/TIGER-AI-Lab/ClawBench |
| CONTRIBUTING.md | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/CONTRIBUTING.md |
|
| https://github.com/TIGER-AI-Lab/ClawBench/graphs/contributors |
| https://github.com/TIGER-AI-Lab/ClawBench#star-history |
|
| https://www.star-history.com/?type=date&repos=TIGER-AI-Lab%2FClawBench |
| https://github.com/TIGER-AI-Lab/ClawBench#license--acknowledgments |
| LICENSE | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/LICENSE |
| test-cases/claw-eval/ | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/test-cases/claw-eval |
| claw-eval/claw-eval | https://github.com/claw-eval/claw-eval |
| claw-eval/Claw-Eval | https://huggingface.co/datasets/claw-eval/Claw-Eval |
| NOTICE | https://github.com/TIGER-AI-Lab/ClawBench/blob/main/NOTICE |
| OpenClaw | https://github.com/openclaw/openclaw |
| opencode | https://opencode.ai |
| Claude Code | https://docs.anthropic.com/en/docs/claude-code |
| Claude in Chrome | https://code.claude.com/docs/en/chrome |
| OpenAI Codex CLI | https://github.com/openai/codex |
| browser-use | https://github.com/browser-use/browser-use |
| claw-code | https://github.com/ultraworkers/claw-code |
| Hermes Agent | https://github.com/NousResearch/hermes-agent |
| Pi | https://pi.dev/ |
| pi-browser-harness | https://pi.dev/packages/pi-browser-harness |
| WebBrain | https://github.com/webbrain-one/webbrain |
| Microsoft Playwright MCP | https://github.com/microsoft/playwright-mcp |
| LiteLLM | https://github.com/BerriAI/litellm |
| noVNC | https://github.com/novnc/noVNC |
| websockify | https://github.com/novnc/websockify |
| claw-bench.com | https://claw-bench.com |
| agent-evaluation | https://github.com/topics/agent-evaluation |
| agentic-ai | https://github.com/topics/agentic-ai |
| ai-agent-benchmark | https://github.com/topics/ai-agent-benchmark |
| ai-agents | https://github.com/topics/ai-agents |
| benchmark | https://github.com/topics/benchmark |
| browser-agent | https://github.com/topics/browser-agent |
| browser-automation | https://github.com/topics/browser-automation |
| browser-use | https://github.com/topics/browser-use |
| chrome-agent | https://github.com/topics/chrome-agent |
| chrome-extension | https://github.com/topics/chrome-extension |
| computer-use | https://github.com/topics/computer-use |
| dataset | https://github.com/topics/dataset |
| evaluation | https://github.com/topics/evaluation |
| everyday-tasks | https://github.com/topics/everyday-tasks |
| llm | https://github.com/topics/llm |
| llm-evaluation | https://github.com/topics/llm-evaluation |
| online-tasks | https://github.com/topics/online-tasks |
| real-world-benchmark | https://github.com/topics/real-world-benchmark |
| web-agent | https://github.com/topics/web-agent |
| web-agents | https://github.com/topics/web-agents |
| Readme | https://github.com/TIGER-AI-Lab/ClawBench#readme-ov-file |
| Apache-2.0 license | https://github.com/TIGER-AI-Lab/ClawBench#Apache-2.0-1-ov-file |
| Contributing | https://github.com/TIGER-AI-Lab/ClawBench#contributing-ov-file |
| Activity | https://github.com/TIGER-AI-Lab/ClawBench/activity |
| Custom properties | https://github.com/TIGER-AI-Lab/ClawBench/custom-properties |
| 74 forks | https://github.com/TIGER-AI-Lab/ClawBench/forks |
| Report repository | https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FTIGER-AI-Lab%2FClawBench&report=TIGER-AI-Lab+%28user%29 |
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| Security | https://github.com/security |
| Status | https://www.githubstatus.com/ |
| Community | https://github.community/ |
| Docs | https://docs.github.com/ |
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