ToG

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    "slug": "dataarctech-tog",
    "name": "ToG",
    "description": "This is the official github repo of Think-on-Graph (ICLR 2024). If you are interested in our work or willing to join our research team in Shenzhen, please feel free to contact us by email (xuchengjin@idea.edu.cn)",
    "category": "rag-knowledge",
    "url": "https://www.openagentskill.com/skills/dataarctech-tog",
    "repository": "https://github.com/DataArcTech/ToG",
    "github_repo": "DataArcTech/ToG"
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    "Claude Code teams",
    "teams that value GitHub adoption signals",
    "Chunk documents",
    "Create embeddings",
    "Retrieve and cite relevant passages",
    "Read user messages",
    "Find relevant knowledge"
  ],
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    "Python",
    "Knowledge Graph",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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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."
    },
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    "handoff_url": "https://www.openagentskill.com/api/skills/dataarctech-tog/install",
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      "stars": "650 GitHub stars",
      "repoActivity": "650 stars, 74 forks",
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      "license": "Unknown",
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      "documentation": "Strong README/SKILL.md context",
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      "recent_failure_rate": null,
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      "Financial research output is not financial advice; require human review before any live investment decision.",
      "License is unclear",
      "Repository looks stale",
      "Quality score needs review",
      "Recent maintenance: 2y since push",
      "License clarity: Unknown"
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    "version": "agent-proven-v1",
    "score": 0,
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    "label": "Needs first agent run",
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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",
      "Recent maintenance: 2y since push",
      "License clarity: Unknown"
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    "score": 49,
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    "License is unclear",
    "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.",
    "Repository appears stale",
    "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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    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 72/100 Strong shortlist",
      "Audit: 62/100 Needs review",
      "Safety: 46/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "dataarctech-tog (ToG)",
      "install_command": "",
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    "expected_outcomes": [
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      "not_relevant",
      "blocked_by_risk",
      "setup_required"
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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/dataarctech-tog",
    "audit": "https://www.openagentskill.com/skills/dataarctech-tog/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=dataarctech-tog&task=Use%20ToG%20in%20an%20agent%20workflow&max_risk=medium",
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}