Claude Skill
CortexReach/memory-lancedb-pro
Enhanced LanceDB memory plugin for OpenClaw with hybrid retrieval (vector + BM25), cross-encoder rerank, multi-scope isolation, and management CLI. Ideal for RAG and agent memory.
Overview
Repository
Install this Skill
git clone https://github.com/CortexReach/memory-lancedb-pro-skill.git ~/.claude/skills/memory-lancedb-proRegistry
git clone https://github.com/CortexReach/memory-lancedb-pro-skill.git ~/.claude/skills/memory-lancedb-progit clone https://github.com/CortexReach/memory-lancedb-pro-skill.git ~/.openclaw/workspace/skills/memory-lancedb-pro-skill
Summary
An enhanced LanceDB memory plugin for OpenClaw, featuring hybrid retrieval (vector + BM25), cross-encoder reranking, multi-scope isolation, and a management CLI for efficient RAG workflows.
增强版LanceDB记忆插件适用于OpenClaw——混合检索（向量+BM25）、交叉编码器重排序、多范围隔离、管理CLI
Key features
- Hybrid retrieval combining vector search and BM25
- Cross-encoder reranking for improved relevance
- Multi-scope isolation for organized memory
- Management CLI for easy administration
- Built for OpenClaw agent and plugin ecosystem
Use cases
- Enhancing OpenClaw agents with long-term memory
- Building RAG pipelines with hybrid search
- Isolating memory contexts for multi-user applications
- Administering memory stores via CLI
README excerpt
<div align="center"> # 🧠 memory-lancedb-pro · 🦞OpenClaw Plugin **AI Memory Assistant for [OpenClaw](https://github.com/openclaw/openclaw) Agents** *Give your AI agent a brain that actually remembers — across sessions, across agents, across time.* A LanceDB-backed OpenClaw memory plugin that stores preferences, decisions, and project context, then auto-recalls them in future sessions. [](https://github.com/openclaw/openclaw) [](https://github.com/openclaw/openclaw) [](https://www.npmjs.com/package/memory-lancedb-pro) [](https://lancedb.com) [](LICENSE) <h2>⚡ <a href="https://github.com/CortexReach/memory-lancedb-pro/releases/tag/v1.1.0-beta.10">v1.1.0-beta.10 — OpenClaw 2026.3+ Hook Adaptation</a></h2> <p> ✅ Fully adapted for OpenClaw 2026.3+ new plugin architecture<br> 🔄 Uses <code>before_prompt_build</code> hooks (replacing deprecated <code>before_agent_start</code>)<br> 🩺 Run <code>openclaw doctor --fix</code> after upgrading </p> [English](README.md) | [简体中文](README_CN.md) | [繁體中文](README_TW.md) | [日本語](README_JA.md) | [한국어](README_KO.md) | [Français](README_FR.md) | [Español](README_ES.md) | [Deutsch](README_DE.md) | [Italiano](README_IT.md) | [Русский](README_RU.md) | [Português (Brasil)](README_PT-BR.md) </div> --- ## Why memory-lancedb-pro? Most AI agents have amnesia. They forget everything the moment you start a new chat. **memory-lancedb-pro** is a production-grade long-term memory plugin for OpenClaw tha