GCNet

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    "slug": "xvjiarui-gcnet",
    "name": "GCNet",
    "description": "GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond",
    "category": "robotics-iot",
    "url": "https://www.openagentskill.com/skills/xvjiarui-gcnet",
    "repository": "https://github.com/xvjiarui/GCNet",
    "github_repo": "xvjiarui/GCNet"
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    "Claude Code teams",
    "teams that value GitHub adoption signals",
    "Navigate local resources",
    "Run repeatable desktop actions",
    "Verify file outputs",
    "Inspect source files",
    "Explain architecture"
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    "Python",
    "Computer Vision",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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        "id": "cursor",
        "label": "Cursor",
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      }
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    "handoff_url": "https://www.openagentskill.com/api/skills/xvjiarui-gcnet/install",
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      "repoActivity": "1.2K stars, 166 forks",
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      "installSafety": "standard package or runtime install path",
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      "documentation": "Usable metadata, review docs",
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      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Repository looks stale",
      "Quality score needs review",
      "Recent maintenance: 6y since push"
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    "summary": "No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.",
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    "penalties": [
      "No real agent outcome evidence yet"
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    "risk_label": "Needs review",
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      "Repository appears stale",
      "Financial research output is not financial advice; require human review before any live investment decision",
      "Repository looks stale",
      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Quality score needs review",
      "Recent maintenance: 6y since push"
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    "score": 71,
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    "Repository appears stale",
    "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.",
    "Financial research output is not financial advice; require human review before any live investment decision",
    "Financial research output is not financial advice; require human review before any live investment decision.",
    "Quality score needs review"
  ],
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    "task_input": "Use GCNet in an agent workflow",
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    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 79/100 Strong shortlist",
      "Audit: 72/100 Needs review",
      "Safety: 56/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "xvjiarui-gcnet (GCNet)",
      "install_command": "",
      "risk_summary": "Needs review; Experimental; Review before production",
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    "expected_outcomes": [
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      "not_relevant",
      "blocked_by_risk",
      "setup_required"
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      "task_success": true,
      "output_quality": 4,
      "error_type": null,
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      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
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    "api": "https://www.openagentskill.com/api/agent/skills/xvjiarui-gcnet",
    "audit": "https://www.openagentskill.com/skills/xvjiarui-gcnet/audit",
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    "install": "https://www.openagentskill.com/api/skills/xvjiarui-gcnet/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/xvjiarui-gcnet"
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}