AI Powered Search

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    "slug": "treygrainger-ai-powered-search",
    "name": "AI Powered Search",
    "description": "The codebase for the book \"AI-Powered Search\" (Manning Publications, 2025)",
    "category": "rag-knowledge",
    "url": "https://www.openagentskill.com/skills/treygrainger-ai-powered-search",
    "repository": "https://github.com/treygrainger/ai-powered-search",
    "github_repo": "treygrainger/ai-powered-search"
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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",
    "Search sources",
    "Extract claims"
  ],
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    "Jupyter Notebook",
    "Semantic Search",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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      },
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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",
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      "documentation": "Usable metadata, review docs",
      "agentOutcomes": "No agent outcome data yet"
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      "label": "No agent outcome data yet"
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      "License is unclear",
      "Quality score needs review",
      "License clarity: Unknown"
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    "signals": [],
    "penalties": [
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    "risk_level": "needs_review",
    "risk_label": "Needs review",
    "warnings": [
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      "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",
      "License clarity: Unknown"
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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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    "score": 72,
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    "maintenance": "3mo since push",
    "risk": "Needs review"
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    "high-compliance environments without internal security review",
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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.",
    "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 AI Powered Search in an agent workflow",
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    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 74/100 Strong shortlist",
      "Audit: 77/100 Needs review",
      "Safety: 61/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
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      "install_command": "",
      "risk_summary": "Needs review; Reviewed with permission notes; 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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      "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/treygrainger-ai-powered-search",
    "audit": "https://www.openagentskill.com/skills/treygrainger-ai-powered-search/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=treygrainger-ai-powered-search&task=Use%20AI%20Powered%20Search%20in%20an%20agent%20workflow&max_risk=medium",
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