{
  "schemaVersion": "1.0",
  "item": {
    "slug": "chromadb-memory",
    "name": "Chromadb Memory Pub",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/msensintaffar/chromadb-memory",
    "canonicalUrl": "https://clawhub.ai/msensintaffar/chromadb-memory",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/chromadb-memory",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=chromadb-memory",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "README.md",
      "SKILL.md",
      "manifest.json",
      "scripts/index.ts",
      "scripts/openclaw.plugin.json"
    ],
    "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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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/chromadb-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/chromadb-memory",
    "agentPageUrl": "https://openagent3.xyz/skills/chromadb-memory/agent",
    "manifestUrl": "https://openagent3.xyz/skills/chromadb-memory/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/chromadb-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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "ChromaDB Memory",
        "body": "Long-term semantic memory backed by ChromaDB and local Ollama embeddings. Zero cloud dependencies."
      },
      {
        "title": "What It Does",
        "body": "Auto-recall: Before every agent turn, queries ChromaDB with the user's message and injects relevant context automatically\nchromadb_search tool: Manual semantic search over your ChromaDB collection\n100% local: Ollama (nomic-embed-text) for embeddings, ChromaDB for vector storage"
      },
      {
        "title": "Prerequisites",
        "body": "ChromaDB running (Docker recommended):\ndocker run -d --name chromadb -p 8100:8000 chromadb/chroma:latest\n\n\n\nOllama with an embedding model:\nollama pull nomic-embed-text\n\n\n\nIndexed documents in ChromaDB. Use any ChromaDB-compatible indexer to populate your collection."
      },
      {
        "title": "Install",
        "body": "# 1. Copy the plugin extension\nmkdir -p ~/.openclaw/extensions/chromadb-memory\ncp {baseDir}/scripts/index.ts ~/.openclaw/extensions/chromadb-memory/\ncp {baseDir}/scripts/openclaw.plugin.json ~/.openclaw/extensions/chromadb-memory/\n\n# 2. Add to your OpenClaw config (~/.openclaw/openclaw.json):\n\n{\n  \"plugins\": {\n    \"entries\": {\n      \"chromadb-memory\": {\n        \"enabled\": true,\n        \"config\": {\n          \"chromaUrl\": \"http://localhost:8100\",\n          \"collectionName\": \"longterm_memory\",\n          \"ollamaUrl\": \"http://localhost:11434\",\n          \"embeddingModel\": \"nomic-embed-text\",\n          \"autoRecall\": true,\n          \"autoRecallResults\": 3,\n          \"minScore\": 0.5\n        }\n      }\n    }\n  }\n}\n\n# 4. Restart the gateway\nopenclaw gateway restart"
      },
      {
        "title": "Config Options",
        "body": "OptionDefaultDescriptionchromaUrlhttp://localhost:8100ChromaDB server URLcollectionNamelongterm_memoryCollection name (auto-resolves UUID, survives reindexing)collectionId—Collection UUID (optional fallback)ollamaUrlhttp://localhost:11434Ollama API URLembeddingModelnomic-embed-textOllama embedding modelautoRecalltrueAuto-inject relevant memories each turnautoRecallResults3Max auto-recall results per turnminScore0.5Minimum similarity score (0-1)"
      },
      {
        "title": "How It Works",
        "body": "You send a message\nPlugin embeds your message via Ollama (nomic-embed-text, 768 dimensions)\nQueries ChromaDB for nearest neighbors\nResults above minScore are injected into the agent's context as <chromadb-memories>\nAgent responds with relevant long-term context available"
      },
      {
        "title": "Token Cost",
        "body": "Auto-recall adds ~275 tokens per turn worst case (3 results × ~300 chars + wrapper). Against a 200K+ context window, this is negligible."
      },
      {
        "title": "Tuning",
        "body": "Too noisy? Raise minScore to 0.6 or 0.7\nMissing context? Lower minScore to 0.4, increase autoRecallResults to 5\nWant manual only? Set autoRecall: false, use chromadb_search tool"
      },
      {
        "title": "Architecture",
        "body": "User Message → Ollama (embed) → ChromaDB (query) → Context Injection\n                                                  ↓\n                                          Agent Response\n\nNo OpenAI. No cloud. Your memories stay on your hardware."
      }
    ],
    "body": "ChromaDB Memory\n\nLong-term semantic memory backed by ChromaDB and local Ollama embeddings. Zero cloud dependencies.\n\nWhat It Does\nAuto-recall: Before every agent turn, queries ChromaDB with the user's message and injects relevant context automatically\nchromadb_search tool: Manual semantic search over your ChromaDB collection\n100% local: Ollama (nomic-embed-text) for embeddings, ChromaDB for vector storage\nPrerequisites\n\nChromaDB running (Docker recommended):\n\ndocker run -d --name chromadb -p 8100:8000 chromadb/chroma:latest\n\n\nOllama with an embedding model:\n\nollama pull nomic-embed-text\n\n\nIndexed documents in ChromaDB. Use any ChromaDB-compatible indexer to populate your collection.\n\nInstall\n# 1. Copy the plugin extension\nmkdir -p ~/.openclaw/extensions/chromadb-memory\ncp {baseDir}/scripts/index.ts ~/.openclaw/extensions/chromadb-memory/\ncp {baseDir}/scripts/openclaw.plugin.json ~/.openclaw/extensions/chromadb-memory/\n\n# 2. Add to your OpenClaw config (~/.openclaw/openclaw.json):\n\n{\n  \"plugins\": {\n    \"entries\": {\n      \"chromadb-memory\": {\n        \"enabled\": true,\n        \"config\": {\n          \"chromaUrl\": \"http://localhost:8100\",\n          \"collectionName\": \"longterm_memory\",\n          \"ollamaUrl\": \"http://localhost:11434\",\n          \"embeddingModel\": \"nomic-embed-text\",\n          \"autoRecall\": true,\n          \"autoRecallResults\": 3,\n          \"minScore\": 0.5\n        }\n      }\n    }\n  }\n}\n\n# 4. Restart the gateway\nopenclaw gateway restart\n\nConfig Options\nOption\tDefault\tDescription\nchromaUrl\thttp://localhost:8100\tChromaDB server URL\ncollectionName\tlongterm_memory\tCollection name (auto-resolves UUID, survives reindexing)\ncollectionId\t—\tCollection UUID (optional fallback)\nollamaUrl\thttp://localhost:11434\tOllama API URL\nembeddingModel\tnomic-embed-text\tOllama embedding model\nautoRecall\ttrue\tAuto-inject relevant memories each turn\nautoRecallResults\t3\tMax auto-recall results per turn\nminScore\t0.5\tMinimum similarity score (0-1)\nHow It Works\nYou send a message\nPlugin embeds your message via Ollama (nomic-embed-text, 768 dimensions)\nQueries ChromaDB for nearest neighbors\nResults above minScore are injected into the agent's context as <chromadb-memories>\nAgent responds with relevant long-term context available\nToken Cost\n\nAuto-recall adds ~275 tokens per turn worst case (3 results × ~300 chars + wrapper). Against a 200K+ context window, this is negligible.\n\nTuning\nToo noisy? Raise minScore to 0.6 or 0.7\nMissing context? Lower minScore to 0.4, increase autoRecallResults to 5\nWant manual only? Set autoRecall: false, use chromadb_search tool\nArchitecture\nUser Message → Ollama (embed) → ChromaDB (query) → Context Injection\n                                                  ↓\n                                          Agent Response\n\n\nNo OpenAI. No cloud. Your memories stay on your hardware."
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/msensintaffar/chromadb-memory",
    "publisherUrl": "https://clawhub.ai/msensintaffar/chromadb-memory",
    "owner": "msensintaffar",
    "version": "1.2.1",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/chromadb-memory",
    "downloadUrl": "https://openagent3.xyz/downloads/chromadb-memory",
    "agentUrl": "https://openagent3.xyz/skills/chromadb-memory/agent",
    "manifestUrl": "https://openagent3.xyz/skills/chromadb-memory/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/chromadb-memory/agent.md"
  }
}