Memory Lancedb Pro

Comprehensive guide for maintaining, debugging, and upgrading the memory-lancedb-pro OpenClaw plugin — an enhanced LanceDB-backed long-term memory system with hybrid retrieval (Vector + BM25), cross-encoder reranking, multi-scope isolation, noise filtering, adaptive retrieval, and a management CLI. Use this skill when: (1) developing new features or fixing bugs in memory-lancedb-pro, (2) modifying the retrieval pipeline (vector search, BM25, RRF fusion, reranking, scoring stages), (3) adding or changing embedding providers, (4) updating scope/access control logic, (5) modifying agent tools or

47 stars 5 forksProductivity & Notes

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add win4r/memory-lancedb-pro-skill --skill memory-lancedb-pro

Manual install

git clone --depth 1 https://github.com/win4r/memory-lancedb-pro-skill.git /tmp/memory-lancedb-pro-skill
mkdir -p ~/.claude/skills
cp -r /tmp/memory-lancedb-pro-skill/. ~/.claude/skills/memory-lancedb-pro

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# memory-lancedb-pro Plugin Maintenance Guide

## Overview

**memory-lancedb-pro** is an enhanced long-term memory plugin for [OpenClaw](https://github.com/openclaw/openclaw). It replaces the built-in `memory-lancedb` plugin with advanced retrieval capabilities, multi-scope memory isolation, and a management CLI.

**Repository**: https://github.com/win4r/memory-lancedb-pro
**License**: MIT | **Language**: TypeScript (ESM) | **Runtime**: Node.js via OpenClaw Gateway

## Architecture

```
┌─────────────────────────────────────────────────────────┐
│                   index.ts (Entry Point)                │
│  Plugin Registration · Config Parsing · Lifecycle Hooks │
└────────┬──────────┬──────────┬──────────┬───────────────┘
         │          │          │          │
    ┌────▼───┐ ┌────▼───┐ ┌───▼────┐ ┌──▼──────────┐
    │ store  │ │embedder│ │retriever│ │   scopes    │
    │ .ts    │ │ .ts    │ │ .ts    │ │    .ts      │
    └────────┘ └────────┘ └────────┘ └─────────────┘
         │                     │
    ┌────▼───┐           ┌─────▼──────────┐
    │migrate │           │noise-filter.ts │
    │ .ts    │           │adaptive-       │
    └────────┘           │retrieval.ts    │
                         └────────────────┘
    ┌─────────────┐   ┌──────────┐
    │  tools.ts   │   │  cli.ts  │
    │ (Agent API) │   │ (CLI)    │
    └─────────────┘   └──────────┘
```

## File Reference (Quick Navigation)

| File | Purpose | Key Exports |
|------|---------|-------------|

Read the full skill on GitHub

Details

Skill name: memory-lancedb-pro
Repository: win4r/memory-lancedb-pro-skill
Repo updated: 28 February 2026

FAQ

What does the Memory Lancedb Pro skill do?

How do I install the Memory Lancedb Pro skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add win4r/memory-lancedb-pro-skill --skill memory-lancedb-pro. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Memory Lancedb Pro popular?

It lives in win4r/memory-lancedb-pro-skill, which has 47 GitHub stars and 5 forks.

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