Magpie

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    "name": "Magpie",
    "description": "A reusable framework for Apache projects to automate agent-assisted maintainership, triage, and drafting of fixes with human review.",
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    "repository": "https://github.com/apache/magpie",
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    "builders willing to evaluate younger projects",
    "Inspect source files",
    "Explain architecture",
    "Patch bugs and verify changes",
    "Navigate pages",
    "Click and type safely"
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    "Python",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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  "install": {
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    "ready": false,
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    "handoff_url": "https://www.openagentskill.com/api/skills/apache-magpie/install",
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      "repoActivity": "85 stars, 81 forks",
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      "license": "Apache-2.0",
      "repository": "https://github.com/apache/magpie",
      "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": "shell or command execution, filesystem or document access",
      "documentation": "Strong README/SKILL.md context",
      "agentOutcomes": "No agent outcome data yet"
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      "recent_failure_rate": null,
      "install_attempts": 0,
      "install_success_rate": null,
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      "setup_required": 0,
      "avg_output_quality": null,
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      "label": "No agent outcome data yet"
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      "sandbox_required": true,
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      "GitHub adoption: 85 GitHub stars",
      "Stars/forks activity: 85 stars, 81 forks; issue activity unavailable in current metadata"
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    "version": "agent-proven-v1",
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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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      "installAttempts": 0,
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      "avgTimeToUsefulMs": null,
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    "penalties": [
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    "risk_level": "needs_review",
    "risk_label": "Needs review",
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      "GitHub adoption: 85 GitHub stars",
      "Stars/forks activity: 85 stars, 81 forks; issue activity unavailable in current metadata"
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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": 74,
    "label": "Strong"
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    "maintenance": "1mo since push",
    "risk": "Needs review"
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    "high-compliance environments without internal security review",
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    "High-risk permission hints: Shell or command execution",
    "Quality score needs review",
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    "GitHub adoption: 85 GitHub stars",
    "Stars/forks activity: 85 stars, 81 forks; issue activity unavailable in current metadata"
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    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 76/100 Strong shortlist",
      "Audit: 80/100 Needs review",
      "Safety: 52/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "apache-magpie (Magpie)",
      "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 Magpie in an agent workflow",
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      "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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    "install": "https://www.openagentskill.com/api/skills/apache-magpie/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/apache-magpie"
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}