Klib

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  "skill": {
    "slug": "akanz1-klib",
    "name": "Klib",
    "description": "Easy to use Python library of customized functions for cleaning and analyzing data.",
    "category": "data-analysis",
    "url": "https://www.openagentskill.com/skills/akanz1-klib",
    "repository": "https://github.com/akanz1/klib",
    "github_repo": "akanz1/klib"
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    "Claude Code teams",
    "teams that value GitHub adoption signals",
    "Load tabular data",
    "Calculate trends",
    "Summarize findings clearly",
    "Search sources",
    "Extract claims"
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    "Codex",
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    "command": "",
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      },
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    "handoff_url": "https://www.openagentskill.com/api/skills/akanz1-klib/install",
    "manifest_url": "https://www.openagentskill.com/api/registry/manifest/akanz1-klib"
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      "stars": "522 GitHub stars",
      "repoActivity": "522 stars, 57 forks",
      "lastPushed": "2mo since push",
      "license": "MIT",
      "repository": "https://github.com/akanz1/klib",
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      "installSafety": "standard package or runtime install path",
      "permissionSurface": "filesystem or document access",
      "documentation": "Strong README/SKILL.md context",
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    "known_risks": [
      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Quality score needs review"
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    "label": "Needs first agent run",
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    "metrics": {
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      "successfulOutcomes": 0,
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      "installAttempts": 0,
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    "penalties": [
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    "risk_level": "needs_review",
    "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.",
      "Quality score needs review"
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    "human_review_required": true,
    "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": 81,
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    "scenario": "Data analysis",
    "maintenance": "2mo since push",
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    "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.",
    "Quality score needs review",
    "Production credentials, payments, or irreversible account changes without explicit human review"
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    "task_input": "Use Klib in an agent workflow",
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    "minimum_review_before_use": [
      "Trust: 83/100 Strong shortlist",
      "Audit: 85/100 Needs review",
      "Safety: 69/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
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      "install_command": "",
      "risk_summary": "Needs review; Reviewed with permission notes; Review before production",
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      "blocked_by_risk",
      "setup_required"
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      "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/akanz1-klib",
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    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20Klib%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/akanz1-klib/install",
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}