{
  "schemaVersion": "1.0",
  "item": {
    "slug": "hybrid-memory",
    "name": "Hybrid Memory",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/clawdbrunner/hybrid-memory",
    "canonicalUrl": "https://clawhub.ai/clawdbrunner/hybrid-memory",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/hybrid-memory",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=hybrid-memory",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md"
    ],
    "primaryDoc": "SKILL.md",
    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
    "agentAssist": {
      "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."
        },
        {
          "label": "Upgrade existing",
          "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
        }
      ]
    },
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-30T16:55:25.780Z",
      "expiresAt": "2026-05-07T16:55:25.780Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
        "contentDisposition": "attachment; filename=\"network-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/hybrid-memory"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/hybrid-memory",
    "agentPageUrl": "https://openagent3.xyz/skills/hybrid-memory/agent",
    "manifestUrl": "https://openagent3.xyz/skills/hybrid-memory/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/hybrid-memory/agent.md"
  },
  "agentAssist": {
    "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."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "Hybrid Memory System",
        "body": "Two memory systems, each with different strengths. Use both."
      },
      {
        "title": "When to Use Which",
        "body": "Question TypeToolExampleDocument contentmemory_search\"What's in GOALS.md?\"Curated notesmemory_search\"What are our project guidelines?\"Temporal factsGraphiti\"When did we set up Slack?\"ConversationsGraphiti\"What did the user say last Tuesday?\"Entity trackingGraphiti\"What projects involve Alice?\""
      },
      {
        "title": "memory_search (Built-in)",
        "body": "Semantic search over markdown files (MEMORY.md, memory/**/*.md).\n\nmemory_search query=\"your question\"\n\nThen use memory_get to read specific lines if needed."
      },
      {
        "title": "Graphiti (Temporal)",
        "body": "Search for facts with time awareness:\n\ngraphiti-search.sh \"your question\" GROUP_ID 10\n\nLog important facts:\n\ngraphiti-log.sh GROUP_ID user \"Name\" \"Fact to remember\"\n\nCommon group IDs:\n\nmain-agent — Primary agent\nuser-personal — User's personal context"
      },
      {
        "title": "Recall Pattern",
        "body": "When answering questions about past context:\n\nTemporal questions → Check Graphiti first\nDocument questions → Use memory_search\nUncertain → Try both, combine results\nLow confidence → Say you checked but aren't sure"
      },
      {
        "title": "AGENTS.md Template",
        "body": "Add to your AGENTS.md:\n\n### Memory Recall (Hybrid)\n\n**Temporal questions** (\"when?\", \"what changed?\", \"last Tuesday\"):\n```bash\ngraphiti-search.sh \"query\" main-agent 10\n\nDocument questions (\"what's in X?\", \"find notes about Y\"):\n\nmemory_search query=\"your query\"\n\nWhen answering past context: check Graphiti for temporal, memory_search for docs.\n\n## Setup\n\nFull setup guide: https://github.com/clawdbrunner/openclaw-graphiti-memory\n\n**Part 1: OpenClaw Memory** — Configure embedding provider (Gemini recommended)\n**Part 2: Graphiti** — Deploy Docker stack, install sync daemons"
      }
    ],
    "body": "Hybrid Memory System\n\nTwo memory systems, each with different strengths. Use both.\n\nWhen to Use Which\nQuestion Type\tTool\tExample\nDocument content\tmemory_search\t\"What's in GOALS.md?\"\nCurated notes\tmemory_search\t\"What are our project guidelines?\"\nTemporal facts\tGraphiti\t\"When did we set up Slack?\"\nConversations\tGraphiti\t\"What did the user say last Tuesday?\"\nEntity tracking\tGraphiti\t\"What projects involve Alice?\"\nQuick Reference\nmemory_search (Built-in)\n\nSemantic search over markdown files (MEMORY.md, memory/**/*.md).\n\nmemory_search query=\"your question\"\n\n\nThen use memory_get to read specific lines if needed.\n\nGraphiti (Temporal)\n\nSearch for facts with time awareness:\n\ngraphiti-search.sh \"your question\" GROUP_ID 10\n\n\nLog important facts:\n\ngraphiti-log.sh GROUP_ID user \"Name\" \"Fact to remember\"\n\n\nCommon group IDs:\n\nmain-agent — Primary agent\nuser-personal — User's personal context\nRecall Pattern\n\nWhen answering questions about past context:\n\nTemporal questions → Check Graphiti first\nDocument questions → Use memory_search\nUncertain → Try both, combine results\nLow confidence → Say you checked but aren't sure\nAGENTS.md Template\n\nAdd to your AGENTS.md:\n\n### Memory Recall (Hybrid)\n\n**Temporal questions** (\"when?\", \"what changed?\", \"last Tuesday\"):\n```bash\ngraphiti-search.sh \"query\" main-agent 10\n\n\nDocument questions (\"what's in X?\", \"find notes about Y\"):\n\nmemory_search query=\"your query\"\n\n\nWhen answering past context: check Graphiti for temporal, memory_search for docs.\n\n\n## Setup\n\nFull setup guide: https://github.com/clawdbrunner/openclaw-graphiti-memory\n\n**Part 1: OpenClaw Memory** — Configure embedding provider (Gemini recommended)\n**Part 2: Graphiti** — Deploy Docker stack, install sync daemons"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/clawdbrunner/hybrid-memory",
    "publisherUrl": "https://clawhub.ai/clawdbrunner/hybrid-memory",
    "owner": "clawdbrunner",
    "version": "1.0.1",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/hybrid-memory",
    "downloadUrl": "https://openagent3.xyz/downloads/hybrid-memory",
    "agentUrl": "https://openagent3.xyz/skills/hybrid-memory/agent",
    "manifestUrl": "https://openagent3.xyz/skills/hybrid-memory/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/hybrid-memory/agent.md"
  }
}