AmpliGraph

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    "slug": "accenture-ampligraph",
    "name": "AmpliGraph",
    "description": "Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org",
    "category": "rag-knowledge",
    "url": "https://www.openagentskill.com/skills/accenture-ampligraph",
    "repository": "https://github.com/Accenture/AmpliGraph",
    "github_repo": "Accenture/AmpliGraph"
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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",
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    "Codex",
    "Claude Code",
    "Cursor",
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      }
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    "handoff_url": "https://www.openagentskill.com/api/skills/accenture-ampligraph/install",
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      "repoActivity": "2.2K stars, 258 forks",
      "lastPushed": "2mo since push",
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      "repository": "https://github.com/Accenture/AmpliGraph",
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      "installSafety": "standard package or runtime install path",
      "permissionSurface": "filesystem or document access",
      "documentation": "Strong README/SKILL.md context",
      "agentOutcomes": "No agent outcome data yet"
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    "known_risks": [
      "Financial research output is not financial advice; require human review before any live investment decision."
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    "penalties": [
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    "score": 92,
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    "risk_label": "Needs review",
    "warnings": [
      "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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    "blocked": false,
    "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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    "score": 99,
    "label": "Excellent"
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    "scenario": "RAG and knowledge",
    "maintenance": "2mo since push",
    "risk": "Needs review"
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    "high-compliance environments without internal security review",
    "No major risk signals from current metadata",
    "Financial research output is not financial advice; require human review before any live investment decision",
    "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.",
    "Production credentials, payments, or irreversible account changes without explicit human review",
    "Sensitive private data before reviewing repository code, license, and permission surface"
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  "agent_contract": {
    "task_input": "Use AmpliGraph in an agent workflow",
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      "Audit: 92/100 Needs review",
      "Safety: 76/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "accenture-ampligraph (AmpliGraph)",
      "install_command": "",
      "risk_summary": "Needs review; Reviewed with permission notes; Low metadata risk",
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      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
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}