Memory Lancedb Pro Skill

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What Is This?

This is an **Agent Skill** — a structured knowledge package designed for AI coding assistants to maintain and upgrade the [memory-lancedb-pro](https://github.com/win4r/memory-lancedb-pro) OpenClaw plugin.

When an AI coding assistant loads this skill, it gains comprehensive understanding of the plugin, including:

• 🏗️ Plugin Architecture — Responsibilities, exports, and relationships of all 12 source files
• 🔍 Retrieval Pipeline — RRF fusion, cross-encoder reranking, exact math formulas for 6 scoring stages
• 💾 Storage Layer — LanceDB schema, FTS indexing, CRUD operation implementations
• 🔐 Scope System — 5 scope types, access control logic
• 🛠️ Development Workflows — Step-by-step guides for 7 common development scenarios
• 🐛 Troubleshooting — Installation, configuration, retrieval quality tuning, development pitfalls

File Structure

memory-lancedb-pro-skill/
├── SKILL.md                                  # Main skill file (architecture, workflows, design decisions)
├── references/
│   ├── retrieval_pipeline.md                 # Retrieval pipeline deep dive
│   ├── storage_and_schema.md                 # Storage layer & data model
│   ├── embedding_system.md                   # Embed