# Send Lancedb Memory to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- 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.
## Suggested prompts
### New install

```text
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.
```
### Upgrade existing

```text
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.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "lancedb-memory",
    "name": "Lancedb Memory",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/pntrivedy/lancedb-memory",
    "canonicalUrl": "https://clawhub.ai/pntrivedy/lancedb-memory",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/lancedb-memory",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lancedb-memory",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "clawdbot_memory.py",
      "final_memory.py",
      "lancedb_memory.py",
      "simple_memory.py",
      "working_memory.py"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "lancedb-memory",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-04T20:41:28.512Z",
      "expiresAt": "2026-05-11T20:41:28.512Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lancedb-memory",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lancedb-memory",
        "contentDisposition": "attachment; filename=\"lancedb-memory-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "lancedb-memory"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/lancedb-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."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/lancedb-memory",
    "downloadUrl": "https://openagent3.xyz/downloads/lancedb-memory",
    "agentUrl": "https://openagent3.xyz/skills/lancedb-memory/agent",
    "manifestUrl": "https://openagent3.xyz/skills/lancedb-memory/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/lancedb-memory/agent.md"
  }
}
```
## Documentation

### Global instance

lancedb_memory = LanceMemoryDB()

def add_memory(content: str, category: str = "general", tags: List[str] = None,
importance: int = 5, metadata: Dict[str, Any] = None) -> int:
"""Add a memory to the LanceDB store."""
return lancedb_memory.add_memory(content, category, tags, importance, metadata)

def search_memories(query: str, category: str = None, limit: int = 10) -> List[Dict]:
"""Search memories using semantic similarity."""
return lancedb_memory.search_memories(query, category, limit)

def get_memories_by_category(category: str, limit: int = 50) -> List[Dict]:
"""Get memories by category."""
return lancedb_memory.get_memories_by_category(category, limit)

def get_memory_stats() -> Dict[str, Any]:
"""Get memory storage statistics."""
return lancedb_memory.get_memory_stats()

### Example usage

if name == "main":
# Test the database
print("Testing LanceDB memory integration...")

# Add a test memory
test_id = add_memory(
    content="This is a test memory for LanceDB integration",
    category="test",
    tags=["lancedb", "integration", "test"],
    importance=8
)
print(f"Added memory with ID: {test_id}")

# Search for memories
results = search_memories("test memory")
print(f"Search results: {len(results)} memories found")

# Get stats
stats = get_memory_stats()
print(f"Memory stats: {stats}")
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: pntrivedy
- Version: 1.0.0
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-04T20:41:28.512Z
- Expires at: 2026-05-11T20:41:28.512Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/lancedb-memory)
- [Send to Agent page](https://openagent3.xyz/skills/lancedb-memory/agent)
- [JSON manifest](https://openagent3.xyz/skills/lancedb-memory/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/lancedb-memory/agent.md)
- [Download page](https://openagent3.xyz/downloads/lancedb-memory)