Mini RAG

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    "slug": "bakrianoo-mini-rag",
    "name": "Mini RAG",
    "description": "An Educational Project (step by step) to teach how to build a production-ready app for RAG application.",
    "category": "ai-knowledge",
    "url": "https://www.openagentskill.com/skills/bakrianoo-mini-rag",
    "repository": "https://github.com/bakrianoo/mini-rag",
    "github_repo": "bakrianoo/mini-rag"
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  "suited_tasks": [
    "RAG and knowledge workflows",
    "Claude Code teams",
    "teams that value GitHub adoption signals",
    "Chunk documents",
    "Create embeddings",
    "Retrieve and cite relevant passages",
    "Inspect source files",
    "Explain architecture"
  ],
  "suited_agents": [
    "Python",
    "RAG",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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  "install": {
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      "stars": "724 GitHub stars",
      "repoActivity": "724 stars, 330 forks",
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      "repository": "https://github.com/bakrianoo/mini-rag",
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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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      "docker",
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    "known_risks": [
      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Repository looks stale",
      "Quality score needs review",
      "Recent maintenance: 1y since push"
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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: 1y since push"
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    "score": 55,
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    "Repository appears stale",
    "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"
  ],
  "agent_contract": {
    "task_input": "Use Mini RAG in an agent workflow",
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    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 76/100 Strong shortlist",
      "Audit: 69/100 Needs review",
      "Safety: 53/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "bakrianoo-mini-rag (Mini RAG)",
      "install_command": "",
      "risk_summary": "Needs review; Experimental; Review before production",
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      "blocked_by_risk",
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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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