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      "release-monitoring"
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    "notes": "This is one retained README snapshot, not an exhaustive publisher inventory. Only produces unreviewed candidates; release status, canonical identity, scope and per-artifact license require separate review.",
    "rationale": "Official links identify the MultiUI dataset, UIX checkpoints and processed evaluation assets; generic OCR/document capability is not automatically CUA inclusion.",
    "evidence": [
      {
        "role": "primary",
        "method": "publisher_release_index_review",
        "supports": [
          "identity",
          "discovery_scope"
        ],
        "url": "https://raw.githubusercontent.com/neulab/multiui/HEAD/README.md",
        "sha256": "fe0c03fe73529a29788d559103c4aed48dca6ed9ba3bfd5f151f902fa8858b38",
        "retrieved_at": "2026-10-16T06:36:01Z"
      }
    ],
    "observed_candidate_examples": [
      "https://huggingface.co/datasets/neulab/MultiUI",
      "https://huggingface.co/Qwen/Qwen2-7B-Instruct",
      "https://huggingface.co/google/siglip-so400m-patch14-384",
      "https://huggingface.co/neulab/UIX-Qwen2",
      "https://huggingface.co/neulab/UIX-Qwen2-Mind2Web",
      "https://github.com/EvolvingLMMs-Lab/lmms-eval",
      "https://huggingface.co/datasets/neulab/Mind2Web_bbox_eval"
    ]
  },
  {
    "id": "release-ui-genie",
    "name": "UI-Genie — first-party model and data releases",
    "url": "https://raw.githubusercontent.com/Euphoria16/UI-Genie/HEAD/README.md",
    "homepage": "https://github.com/Euphoria16/UI-Genie",
    "role": "discovery",
    "parser": "links",
    "scope": [
      "research",
      "models",
      "datasets",
      "release-monitoring"
    ],
    "notes": "This is one retained README snapshot, not an exhaustive publisher inventory. Only produces unreviewed candidates; release status, canonical identity, scope and per-artifact license require separate review.",
    "rationale": "Model-zoo and dataset sections name released agents and reward/trajectory data; coming-soon weights and evaluation scripts must stay pending.",
    "evidence": [
      {
        "role": "primary",
        "method": "publisher_release_index_review",
        "supports": [
          "identity",
          "discovery_scope"
        ],
        "url": "https://raw.githubusercontent.com/Euphoria16/UI-Genie/HEAD/README.md",
        "sha256": "e08569bd9d8a6ff44537d4fe69243ddfeb8a41ae5c9f87ef84af50a67c64c726",
        "retrieved_at": "2026-10-17T03:59:54Z"
      }
    ],
    "observed_candidate_examples": [
      "https://arxiv.org/abs/2505.21496",
      "https://huggingface.co/collections/HanXiao1999/ui-genie",
      "https://huggingface.co/HanXiao1999/UI-Genie-Agent-3B",
      "https://huggingface.co/HanXiao1999/UI-Genie-Agent-7B",
      "https://huggingface.co/datasets/HanXiao1999/UI-Genie-RM-517k",
      "https://huggingface.co/datasets/HanXiao1999/UI-Genie-Agent-16k",
      "https://github.com/Euphoria16/UI-Genie.git",
      "https://github.com/modelscope/swift"
    ]
  },
  {
    "id": "release-scienceboard",
    "name": "ScienceBoard — first-party environments and trajectories",
    "url": "https://raw.githubusercontent.com/OS-Copilot/ScienceBoard/HEAD/README.md",
    "homepage": "https://github.com/OS-Copilot/ScienceBoard",
    "role": "discovery",
    "parser": "links",
    "scope": [
      "research",
      "models",
      "datasets",
      "release-monitoring"
    ],
    "notes": "This is one retained README snapshot, not an exhaustive publisher inventory. Only produces unreviewed candidates; release status, canonical identity, scope and per-artifact license require separate review.",
    "rationale": "Official updates identify VM snapshots, agent trajectories and scientific desktop evaluation infrastructure, with runtime dependencies scoped separately.",
    "evidence": [
      {
        "role": "primary",
        "method": "publisher_release_index_review",
        "supports": [
          "identity",
          "discovery_scope"
        ],
        "url": "https://raw.githubusercontent.com/OS-Copilot/ScienceBoard/HEAD/README.md",
        "sha256": "4c3fe93aa740dbf4a279a246ddd836f2590a2a36f39b820abe166e38cb484577",
        "retrieved_at": "2026-10-16T06:35:58Z"
      }
    ],
    "observed_candidate_examples": [
      "https://arxiv.org/abs/2505.19897",
      "https://huggingface.co/datasets/huggingface/badges/resolve/main/paper-page-sm.svg",
      "https://huggingface.co/papers/2505.19897",
      "https://arxiv.org/abs/2508.20096",
      "https://huggingface.co/datasets/OS-Copilot/ScienceBoard-Traj/tree/main",
      "https://huggingface.co/OS-Copilot/ScienceBoard-Env",
      "https://github.com/xlang-ai/OSWorld",
      "https://huggingface.co/OS-Copilot/ScienceBoard-Env/blob/main/VM.zip"
    ]
  },
  {
    "id": "release-mai-ui",
    "name": "MAI-UI / Qwen-UI-Agent — first-party project index",
    "url": "https://raw.githubusercontent.com/Tongyi-MAI/MAI-UI/HEAD/README.md",
    "homepage": "https://github.com/Tongyi-MAI/MAI-UI",
    "role": "discovery",
    "parser": "links",
    "scope": [
      "research",
      "models",
      "datasets",
      "release-monitoring"
    ],
    "notes": "This is one retained README snapshot, not an exhaustive publisher inventory. Only produces unreviewed candidates; release status, canonical identity, scope and per-artifact license require separate review.",
    "rationale": "Root project index tracks original MAI-UI and follow-up work; linked subdirectory READMEs need their own asset review because a root announcement does not prove implementation release.",
    "evidence": [
      {
        "role": "primary",
        "method": "publisher_release_index_review",
        "supports": [
          "identity",
          "discovery_scope"
        ],
        "url": "https://raw.githubusercontent.com/Tongyi-MAI/MAI-UI/HEAD/README.md",
        "sha256": "a77375cc0c52ea48cb913ea046b2255fb3fc4666380beea7b29fa7c3fea7629f",
        "retrieved_at": "2026-10-17T04:11:45Z"
      }
    ],
    "observed_candidate_examples": [
      "https://arxiv.org/abs/2607.28227",
      "https://arxiv.org/abs/2512.22047",
      "https://huggingface.co/Tongyi-MAI/MAI-UI-8B",
      "https://huggingface.co/Tongyi-MAI/MAI-UI-2B"
    ]
  },
  {
    "id": "release-hcompany-model-index",
    "name": "H Company — official Hub model index",
    "url": "https://huggingface.co/api/models?author=Hcompany&limit=100&sort=lastModified&direction=-1",
    "homepage": "https://huggingface.co/Hcompany",
    "role": "discovery",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "One official publisher-index request, limited to the 100 most recently modified entries; this retained response contains 39 models. It is not a complete Hub-wide inventory or a guarantee of future publisher completeness. Parse each id to https://huggingface.co/{id}. Every result remains an unreviewed candidate: general NeoMME retrieval models may be out of CUA scope, and quantized/packaging variants must not become duplicate curated project entries.",
    "rationale": "The index exposes currently released Holo generations and related checkpoints whose links can be absent from older project READMEs.",
    "evidence": [
      {
        "role": "primary",
        "method": "huggingface_publisher_index",
        "supports": [
          "identity",
          "discovery_scope",
          "observed_count"
        ],
        "url": "https://huggingface.co/api/models?author=Hcompany&limit=100&sort=lastModified&direction=-1",
        "sha256": "81da5464dd04bfec969a1efe50391207cab6c399f720547b22a55d96f2ace506",
        "retrieved_at": "2026-10-17T04:07:19Z"
      }
    ],
    "observed_count": 39,
    "window_limit": 100,
    "canonical_url_template": "https://huggingface.co/{id}",
    "observed_candidate_examples": [
      "https://huggingface.co/Hcompany/Holotron4-30B-A3B-FP8",
      "https://huggingface.co/Hcompany/Holotron4-30B-A3B",
      "https://huggingface.co/Hcompany/Holo4-35B-A3B-NVFP4",
      "https://huggingface.co/Hcompany/Holo4-35B-A3B-GGUF",
      "https://huggingface.co/Hcompany/Holo4-35B-A3B-FP8",
      "https://huggingface.co/Hcompany/Holo4-35B-A3B",
      "https://huggingface.co/Hcompany/Holo4-27B-NVFP4",
      "https://huggingface.co/Hcompany/Holo4-27B-GGUF"
    ]
  },
  {
    "id": "maxiw-gui",
    "name": "Maxi-W Awesome AI for GUI Agents",
    "url": "https://raw.githubusercontent.com/maxi-w/awesome-ai-for-gui-agents/HEAD/README.md",
    "homepage": "https://github.com/maxi-w/awesome-ai-for-gui-agents",
    "role": "discovery",
    "scope": [
      "research",
      "datasets",
      "models",
      "tools"
    ]
  },
  {
    "id": "on-device-agents",
    "name": "Awesome On-Device Agents",
    "url": "https://raw.githubusercontent.com/Adam-THU/awesome-on-device-agents/HEAD/README.md",
    "homepage": "https://github.com/Adam-THU/awesome-on-device-agents",
    "role": "discovery",
    "scope": [
      "research",
      "mobile",
      "infrastructure"
    ]
  },
  {
    "id": "awesome-everything-gui",
    "name": "AwesomeEverything GUI Agents Paper List",
    "url": "https://raw.githubusercontent.com/WeijianQ/AwesomeEverything_GUI-Agents-Paper-List/HEAD/README.md",
    "homepage": "https://github.com/WeijianQ/AwesomeEverything_GUI-Agents-Paper-List",
    "role": "discovery",
    "scope": [
      "research",
      "benchmarks",
      "datasets",
      "models"
    ]
  },
  {
    "role": "discovery",
    "id": "trycua-acu",
    "name": "trycua/acu — Awesome Computer Use",
    "url": "https://raw.githubusercontent.com/trycua/acu/main/README.md",
    "homepage": "https://github.com/trycua/acu",
    "scope": [
      "research",
      "products",
      "frameworks",
      "infrastructure"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "gui-grounding-survey",
    "name": "Awesome GUI Grounding (GUI grounding survey list)",
    "url": "https://raw.githubusercontent.com/OmniAI-Lab-CUHKSZ/Awesome-GUI-Grounding/main/README.md",
    "homepage": "https://github.com/OmniAI-Lab-CUHKSZ/Awesome-GUI-Grounding",
    "scope": [
      "research",
      "models",
      "benchmarks",
      "datasets"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "showlab-mm-embodied",
    "name": "ShowLab Awesome Multimodal Embodied Agents — surveys and multimodal-agent sections",
    "url": "https://raw.githubusercontent.com/showlab/Awesome-Multimodal-Embodied-Agent/main/README.md",
    "homepage": "https://github.com/showlab/Awesome-Multimodal-Embodied-Agent",
    "scope": [
      "research",
      "benchmarks"
    ],
    "sections": [
      "A. Related Surveys",
      "Multimodal Agents"
    ],
    "rationale": "Sections B and D and the embodied/robotic benchmark groups cover robot agents, which are outside the catalog boundary.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "rl-gui-agents",
    "name": "Awesome RL GUI Agents (reinforcement-learning GUI agent survey list)",
    "url": "https://raw.githubusercontent.com/Steve2457/Awesome-RL-GUI-Agents/main/README.md",
    "homepage": "https://github.com/Steve2457/Awesome-RL-GUI-Agents",
    "scope": [
      "research",
      "models",
      "benchmarks"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "12britz-cua",
    "name": "12britz/awesome-computer-use — agent, grounding, automation and evaluation sections",
    "url": "https://raw.githubusercontent.com/12britz/awesome-computer-use/main/README.md",
    "homepage": "https://github.com/12britz/awesome-computer-use",
    "scope": [
      "products",
      "frameworks",
      "tools",
      "research"
    ],
    "sections": [
      "Desktop Agents",
      "Browser Agents",
      "Mobile Agents",
      "Vision and Grounding",
      "Screen Capture and Recording",
      "Desktop Automation Libraries",
      "RPA Tools",
      "MCP Servers for Desktop",
      "Sandbox",
      "Voice-Controlled",
      "Agent Testing",
      "Game-Playing",
      "Training Data",
      "Screen Understanding",
      "Browser Extension Agents",
      "Desktop-Native",
      "Research Papers",
      "The Leaderboard"
    ],
    "rationale": "OCR, agent memory and orchestration, IDE agents and related lists are not computer-use resources. Screen capture and recording is read because those tools give agents screen context and some also operate the GUI.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "autonomous-web",
    "name": "Agent-Tools/awesome-autonomous-web — browser-agent sections",
    "url": "https://raw.githubusercontent.com/Agent-Tools/awesome-autonomous-web/main/README.md",
    "homepage": "https://github.com/Agent-Tools/awesome-autonomous-web",
    "scope": [
      "browser",
      "products",
      "infrastructure",
      "benchmarks"
    ],
    "sections": [
      "Browsers for AI",
      "MCP Servers for Browser",
      "AI Web Copilots",
      "AI Web Automation Frameworks",
      "Enterprise System Automation",
      "Web Agent Benchmarks",
      "Visual Web Automation"
    ],
    "rationale": "Authentication, crawler, search, CAPTCHA and GraphQL sections are web-data tooling rather than agents that operate pages.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "agent-native-browsers",
    "name": "haoruilee/awesome-agent-native-services — Browser & Web Execution Services",
    "url": "https://raw.githubusercontent.com/haoruilee/awesome-agent-native-services/main/README.md",
    "homepage": "https://github.com/haoruilee/awesome-agent-native-services",
    "scope": [
      "browser",
      "infrastructure"
    ],
    "sections": [
      "Browser & Web Execution Services"
    ],
    "rationale": "The other categories list messaging, payment, memory, voice and other non-interface services.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-benchmark",
    "name": "LLM-Brained GUI Agents survey tables — data/benchmark.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/benchmark.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "research",
      "benchmarks"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-dataset",
    "name": "LLM-Brained GUI Agents survey tables — data/dataset.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/dataset.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "research",
      "datasets"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-framework",
    "name": "LLM-Brained GUI Agents survey tables — data/framework.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/framework.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "research",
      "frameworks"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-gui-testing",
    "name": "LLM-Brained GUI Agents survey tables — data/gui-testing.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/gui-testing.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "research",
      "testing"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-models",
    "name": "LLM-Brained GUI Agents survey tables — data/models.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/models.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "research",
      "models"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-survey",
    "name": "LLM-Brained GUI Agents survey tables — data/survey.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/survey.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "research"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "llm-brained-gui-survey-virtual-assistant",
    "name": "LLM-Brained GUI Agents survey tables — data/virtual-assistant.json",
    "url": "https://raw.githubusercontent.com/vyokky/LLM-Brained-GUI-Agents-Survey/main/data/virtual-assistant.json",
    "homepage": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
    "scope": [
      "products"
    ],
    "doi_links": true,
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "osworld-verified-leaderboard",
    "name": "OSWorld-Verified leaderboard results",
    "url": "https://os-world.github.io/static/data/osworld_verified_results.xlsx",
    "homepage": "https://os-world.github.io",
    "parser": "xlsx_links",
    "scope": [
      "leaderboard",
      "agents",
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "osworld-self-reported-leaderboard",
    "name": "OSWorld self-reported leaderboard results",
    "url": "https://os-world.github.io/static/data/self_reported_results.xlsx",
    "homepage": "https://os-world.github.io",
    "parser": "xlsx_links",
    "scope": [
      "leaderboard",
      "agents",
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "screenspot-pro-leaderboard",
    "name": "ScreenSpot-Pro grounding leaderboard results",
    "url": "https://gui-agent.github.io/grounding-leaderboard/results/screenspot_pro.json",
    "homepage": "https://gui-agent.github.io/grounding-leaderboard",
    "scope": [
      "leaderboard",
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "androidworld-leaderboard",
    "name": "AndroidWorld leaderboard spreadsheet",
    "url": "https://docs.google.com/spreadsheets/d/1cchzP9dlTZ3WXQTfYNhh3avxoLipqHN75v1Tb86uhHo/export?format=xlsx",
    "homepage": "https://docs.google.com/spreadsheets/d/1cchzP9dlTZ3WXQTfYNhh3avxoLipqHN75v1Tb86uhHo",
    "parser": "xlsx_links",
    "scope": [
      "leaderboard",
      "agents",
      "mobile"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "webarena-leaderboard",
    "name": "WebArena and VisualWebArena leaderboard spreadsheet",
    "url": "https://docs.google.com/spreadsheets/d/1M801lEpBbKSNwP-vDBkC_pF7LdyGU1f_ufZb_NWNBZQ/export?format=xlsx",
    "homepage": "https://docs.google.com/spreadsheets/d/1M801lEpBbKSNwP-vDBkC_pF7LdyGU1f_ufZb_NWNBZQ",
    "parser": "xlsx_links",
    "scope": [
      "leaderboard",
      "agents",
      "browser"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "androidlab-leaderboard",
    "name": "AndroidLab leaderboard spreadsheet",
    "url": "https://docs.google.com/spreadsheets/d/1Zv6mBfd4Ibt8mke24K6zAFrXe4AvEFaBLW3hpJqSgjw/export?format=xlsx",
    "homepage": "https://docs.google.com/spreadsheets/d/1Zv6mBfd4Ibt8mke24K6zAFrXe4AvEFaBLW3hpJqSgjw",
    "parser": "xlsx_links",
    "scope": [
      "leaderboard",
      "agents",
      "mobile"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "arxiv-abstract-phrases",
    "name": "arXiv abstract-phrase query: GUI, computer-use and web agents (all dates)",
    "url": "https://export.arxiv.org/api/query?search_query=abs%3A%22GUI+agent%22+OR+abs%3A%22GUI+agents%22+OR+abs%3A%22computer-use+agent%22+OR+abs%3A%22computer-use+agents%22+OR+abs%3A%22computer+use+agent%22+OR+abs%3A%22computer+use+agents%22+OR+abs%3A%22GUI+grounding%22+OR+abs%3A%22web+agent%22+OR+abs%3A%22web+agents%22&start=0&max_results=2000&sortBy=submittedDate&sortOrder=descending",
    "homepage": "https://arxiv.org",
    "parser": "arxiv_query",
    "scope": [
      "research"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-models-search-gui",
    "name": "Hub model search \"gui\" (by likes)",
    "url": "https://huggingface.co/api/models?search=gui&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/models?search=gui",
    "parser": "huggingface_models",
    "min_likes": 3,
    "id_pattern": "(?i)(?:^|[-_./])gui(?:[-_./]|$)",
    "scope": [
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-models-search-computer-use",
    "name": "Hub model search \"computer-use\" (by likes)",
    "url": "https://huggingface.co/api/models?search=computer-use&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/models?search=computer-use",
    "parser": "huggingface_models",
    "min_likes": 3,
    "id_pattern": "(?i)computer[-_]?use",
    "scope": [
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-datasets-search-gui",
    "name": "Hub dataset search \"gui\" (by likes)",
    "url": "https://huggingface.co/api/datasets?search=gui&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/datasets?search=gui",
    "parser": "huggingface_datasets",
    "min_likes": 3,
    "id_pattern": "(?i)(?:^|[-_./])gui(?:[-_./]|$)",
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-datasets-search-computer-use",
    "name": "Hub dataset search \"computer-use\" (by likes)",
    "url": "https://huggingface.co/api/datasets?search=computer-use&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/datasets?search=computer-use",
    "parser": "huggingface_datasets",
    "min_likes": 3,
    "id_pattern": "(?i)computer[-_]?use",
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-datasets-search-web-agent",
    "name": "Hub dataset search \"web-agent\" (by likes)",
    "url": "https://huggingface.co/api/datasets?search=web-agent&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/datasets?search=web-agent",
    "parser": "huggingface_datasets",
    "min_likes": 3,
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-datasets-search-mind2web",
    "name": "Hub dataset search \"mind2web\" (by likes)",
    "url": "https://huggingface.co/api/datasets?search=mind2web&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/datasets?search=mind2web",
    "parser": "huggingface_datasets",
    "min_likes": 3,
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-datasets-search-android",
    "name": "Hub dataset search \"android\" (by likes)",
    "url": "https://huggingface.co/api/datasets?search=android&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/datasets?search=android",
    "parser": "huggingface_datasets",
    "min_likes": 3,
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-datasets-search-screenspot",
    "name": "Hub dataset search \"screenspot\" (by likes)",
    "url": "https://huggingface.co/api/datasets?search=screenspot&sort=likes&direction=-1&limit=100",
    "homepage": "https://huggingface.co/datasets?search=screenspot",
    "parser": "huggingface_datasets",
    "min_likes": 3,
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-maxiw-gui-datasets",
    "name": "Hub collection maxiw/gui-datasets",
    "url": "https://huggingface.co/api/collections/maxiw/gui-datasets-66c512aef77e8e56f38a670b",
    "homepage": "https://huggingface.co/collections/maxiw/gui-datasets-66c512aef77e8e56f38a670b",
    "parser": "huggingface_collection",
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-maxiw-research-on-gui-models",
    "name": "Hub collection maxiw/research-on-gui-models",
    "url": "https://huggingface.co/api/collections/maxiw/research-on-gui-models-66b907281caaa1d77cfc536d",
    "homepage": "https://huggingface.co/collections/maxiw/research-on-gui-models-66b907281caaa1d77cfc536d",
    "parser": "huggingface_collection",
    "scope": [
      "research",
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-m-ric-gui-agents",
    "name": "Hub collection m-ric/gui-agents",
    "url": "https://huggingface.co/api/collections/m-ric/gui-agents-67cc9f6ea029f09af73caff8",
    "homepage": "https://huggingface.co/collections/m-ric/gui-agents-67cc9f6ea029f09af73caff8",
    "parser": "huggingface_collection",
    "scope": [
      "research"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-thomwolf-gui-agents",
    "name": "Hub collection thomwolf/gui-agents",
    "url": "https://huggingface.co/api/collections/thomwolf/gui-agents-675d54f9e907322a10f1cfae",
    "homepage": "https://huggingface.co/collections/thomwolf/gui-agents-675d54f9e907322a10f1cfae",
    "parser": "huggingface_collection",
    "scope": [
      "research"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-johannhartmann-computer-use-models",
    "name": "Hub collection johannhartmann/computer-use-models",
    "url": "https://huggingface.co/api/collections/johannhartmann/computer-use-models-679792c9addd59e1129d990f",
    "homepage": "https://huggingface.co/collections/johannhartmann/computer-use-models-679792c9addd59e1129d990f",
    "parser": "huggingface_collection",
    "scope": [
      "models"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-sergiopaniego-gui-grounding-datasets",
    "name": "Hub collection sergiopaniego/gui-grounding-datasets",
    "url": "https://huggingface.co/api/collections/sergiopaniego/gui-grounding-datasets-6867faa9ecb5032865458705",
    "homepage": "https://huggingface.co/collections/sergiopaniego/gui-grounding-datasets-6867faa9ecb5032865458705",
    "parser": "huggingface_collection",
    "scope": [
      "datasets"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-xlbqc-gui-agent",
    "name": "Hub collection xlbqc/gui-agent",
    "url": "https://huggingface.co/api/collections/xlbqc/gui-agent-67bc272a55edf2ef92ae1076",
    "homepage": "https://huggingface.co/collections/xlbqc/gui-agent-67bc272a55edf2ef92ae1076",
    "parser": "huggingface_collection",
    "scope": [
      "research"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "hf-collection-yuxiang007-gui-agent",
    "name": "Hub collection Yuxiang007/gui-agent",
    "url": "https://huggingface.co/api/collections/Yuxiang007/gui-agent-689d9f3701de4072f3d60dcd",
    "homepage": "https://huggingface.co/collections/Yuxiang007/gui-agent-689d9f3701de4072f3d60dcd",
    "parser": "huggingface_collection",
    "scope": [
      "research"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-xlangai-model-index",
    "name": "XLANG Lab — official Hub model index",
    "url": "https://huggingface.co/api/models?author=xlangai&limit=100&sort=lastModified&direction=-1",
    "homepage": "https://huggingface.co/xlangai",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-ui-tars-model-index",
    "name": "ByteDance Seed UI-TARS — official Hub model index",
    "url": "https://huggingface.co/api/models?author=ByteDance-Seed&search=UI-TARS&limit=100",
    "homepage": "https://huggingface.co/ByteDance-Seed",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-gui-owl-model-index",
    "name": "mPLUG GUI-Owl — official Hub model index",
    "url": "https://huggingface.co/api/models?author=mPLUG&search=GUI&limit=100",
    "homepage": "https://huggingface.co/mPLUG",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-gta1-model-index",
    "name": "Salesforce GTA1 — official Hub model index",
    "url": "https://huggingface.co/api/models?author=Salesforce&search=GTA1&limit=100",
    "homepage": "https://huggingface.co/Salesforce",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-microsoft-gui-model-index",
    "name": "Microsoft GUI models — official Hub model index",
    "url": "https://huggingface.co/api/models?author=microsoft&search=GUI&limit=100",
    "homepage": "https://huggingface.co/microsoft",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-omniparser-model-index",
    "name": "Microsoft OmniParser — official Hub model index",
    "url": "https://huggingface.co/api/models?author=microsoft&search=OmniParser&limit=100",
    "homepage": "https://huggingface.co/microsoft",
    "parser": "huggingface_models",
    "scope": [
      "models",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-opengvlab-gui-dataset-index",
    "name": "OpenGVLab GUI datasets — official Hub dataset index",
    "url": "https://huggingface.co/api/datasets?author=OpenGVLab&search=GUI&limit=100",
    "homepage": "https://huggingface.co/OpenGVLab",
    "parser": "huggingface_datasets",
    "scope": [
      "datasets",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-osunlp-mind2web-dataset-index",
    "name": "OSU NLP Mind2Web datasets — official Hub dataset index",
    "url": "https://huggingface.co/api/datasets?author=osunlp&search=Mind2Web&limit=100",
    "homepage": "https://huggingface.co/osunlp",
    "parser": "huggingface_datasets",
    "scope": [
      "datasets",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "role": "discovery",
    "id": "release-stepfun-android-dataset-index",
    "name": "StepFun Android datasets — official Hub dataset index",
    "url": "https://huggingface.co/api/datasets?author=stepfun-ai&search=Android&limit=100",
    "homepage": "https://huggingface.co/stepfun-ai",
    "parser": "huggingface_datasets",
    "scope": [
      "datasets",
      "release-monitoring",
      "bounded-publisher-window"
    ],
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "id": "survey-bibliography-backfill",
    "name": "Survey bibliography references with no other registered listing (arXiv identifier query)",
    "url": "https://export.arxiv.org/api/query?id_list=1812.09195,1902.07257,2106.00133,2602.06485&max_results=4",
    "homepage": "https://arxiv.org",
    "role": "discovery",
    "parser": "arxiv_query",
    "scope": [
      "research"
    ],
    "rationale": "Semantic Scholar reference lists cite these papers: arXiv 2508.04482, the OS Agents survey, cites 1812.09195, 1902.07257 and 2106.00133 (graph/v1 references response SHA-256 36a8acc7358ff284cc227b93ca186a392e7ca38c6f63191272465a410d45be5b), and arXiv 2604.27955, the RL GUI agents survey, cites 2602.06485 (SHA-256 3fce6c09be42e313a7f0fa9bd16fd66854ab4ee95df1a264002ec83f17eda609); both retrieved 2026-11-05 18:31 UTC. No registered source lists them. The unauthenticated Semantic Scholar API rate-limits repeated requests, so the scheduled scan queries the cited arXiv identifiers directly.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "id": "efficient-gui-survey-references",
    "name": "Efficient GUI Agents survey (arXiv 2609.02309) — HTML bibliography",
    "url": "https://arxiv.org/html/2609.02309",
    "homepage": "https://arxiv.org/abs/2609.02309",
    "role": "discovery",
    "scope": [
      "research",
      "survey-bibliography"
    ],
    "doi_links": true,
    "rationale": "The arXiv HTML rendering links the survey's references, including OpenReview-only submissions that Semantic Scholar lists by title alone. Page-chrome links of arXiv HTML are set aside in data/candidate-reviews.json.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  },
  {
    "id": "gui-agents-survey-references",
    "name": "GUI Agents: A Survey (arXiv 2412.13501) — HTML bibliography",
    "url": "https://arxiv.org/html/2412.13501",
    "homepage": "https://arxiv.org/abs/2412.13501",
    "role": "discovery",
    "scope": [
      "research",
      "survey-bibliography"
    ],
    "doi_links": true,
    "rationale": "The arXiv HTML rendering links the references of the survey, including UI-Pro, an OpenReview-only submission that Semantic Scholar lists by title alone. Page-chrome links of arXiv HTML are set aside in data/candidate-reviews.json.",
    "notes": "Registered by the 2026-11-05 coverage comparison against outside reference sources. Discovery is not inclusion; every link stays a candidate until its own source review."
  }
]