Online3D

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    "slug": "xuxw98-online3d",
    "name": "Online3D",
    "description": "[CVPR 2024] Memory-based Adapters for Online 3D Scene Perception",
    "category": "robotics-iot",
    "url": "https://www.openagentskill.com/skills/xuxw98-online3d",
    "repository": "https://github.com/xuxw98/Online3D",
    "github_repo": "xuxw98/Online3D"
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    "RAG and knowledge workflows",
    "Claude Code teams",
    "builders willing to evaluate younger projects",
    "Chunk documents",
    "Create embeddings",
    "Retrieve and cite relevant passages",
    "Inspect source files",
    "Explain architecture"
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    "Robotics",
    "Codex",
    "Claude Code",
    "Cursor",
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      "revision": null,
      "notice": "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."
    },
    "command": "",
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      },
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        "id": "claude-code",
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      },
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        "id": "cursor",
        "label": "Cursor",
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      }
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    "handoff_url": "https://www.openagentskill.com/api/skills/xuxw98-online3d/install",
    "manifest_url": "https://www.openagentskill.com/api/registry/manifest/xuxw98-online3d"
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      "install": "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.",
      "installSafety": "standard package or runtime install path",
      "permissionSurface": "filesystem or document access",
      "documentation": "Usable metadata, review docs",
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      "label": "No agent outcome data yet"
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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",
      "Stars/forks activity: 124 stars, 4 forks; issue activity unavailable in current metadata",
      "Recent maintenance: 1y since push"
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    "label": "Needs first agent run",
    "summary": "No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.",
    "metrics": {
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      "humanReviewRequired": 0,
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    "penalties": [
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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",
      "Stars/forks activity: 124 stars, 4 forks; issue activity unavailable in current metadata",
      "Recent maintenance: 1y since push"
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    "No OpenAgentSkill engagement data yet",
    "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."
  ],
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    "recommended_action": "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.",
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      "Audit: 65/100 Needs review",
      "Safety: 49/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
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      "selected_skill": "xuxw98-online3d (Online3D)",
      "install_command": "",
      "risk_summary": "Needs review; Experimental; Review before production",
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    "expected_outcomes": [
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      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
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      "task": "Use Online3D in an agent workflow",
      "agent": "codex",
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      "setup_required": false,
      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "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/xuxw98-online3d",
    "audit": "https://www.openagentskill.com/skills/xuxw98-online3d/audit",
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    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20Online3D%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20Online3D%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/xuxw98-online3d/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/xuxw98-online3d"
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}