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    "name": "Local Memory Search",
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        {
          "label": "Upgrade existing",
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        "bodySnippet": null
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      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/local-memory-search"
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        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
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    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
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  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "Local Memory Search",
        "body": "Lightweight semantic search for OpenClaw memory files. No external API needed."
      },
      {
        "title": "Usage",
        "body": "python3 search.py \"your query\"\n\nBuild index:\n\npython3 search.py --build"
      },
      {
        "title": "Features",
        "body": "Searches MEMORY.md and memory/*.md\nTF-IDF based semantic matching\nZero external dependencies\nFast local execution\nReturns top snippets with file path and line numbers"
      },
      {
        "title": "How It Works",
        "body": "Builds inverted index of all memory files\nUses TF-IDF scoring for relevance\nReturns ranked results with context"
      },
      {
        "title": "Requirements",
        "body": "Python 3.8+\nNo pip packages needed (uses stdlib only)"
      }
    ],
    "body": "Local Memory Search\n\nLightweight semantic search for OpenClaw memory files. No external API needed.\n\nUsage\npython3 search.py \"your query\"\n\n\nBuild index:\n\npython3 search.py --build\n\nFeatures\nSearches MEMORY.md and memory/*.md\nTF-IDF based semantic matching\nZero external dependencies\nFast local execution\nReturns top snippets with file path and line numbers\nHow It Works\nBuilds inverted index of all memory files\nUses TF-IDF scoring for relevance\nReturns ranked results with context\nRequirements\nPython 3.8+\nNo pip packages needed (uses stdlib only)"
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    "owner": "dagangtj",
    "version": "1.0.0",
    "license": null,
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