·memory-lancedb-pro
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memory-lancedb-pro

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win4r/memory-lancedb-pro-skillGitHub: win4r/memory-lancedb-pro-skillSource: win4r/memory-lancedb-pro-skill

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 CLI commands, (6) troubleshooting memory quality issues (noise, duplicates, low recall), (7) working on the JSONL session distillation pipeline, (8) migrating data between memory backends, or (9) understanding the plugin's architecture to plan enhancements.

win4r·memory·lancedb·pro
110Installs·17Trend·@win4r

Installation

GitHub: win4r/memory-lancedb-pro-skill
$npx skills add https://github.com/win4r/memory-lancedb-pro-skill --skill memory-lancedb-pro

How to Install memory-lancedb-pro

Quickly install memory-lancedb-pro AI skill to your development environment via command line

  1. Open Terminal: Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.)
  2. Run Installation Command: Copy and run this command: npx skills add https://github.com/win4r/memory-lancedb-pro-skill --skill memory-lancedb-pro
  3. Verify Installation: Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw

Source: win4r/memory-lancedb-pro-skill.

SKILL.md

View raw

memory-lancedb-pro is an enhanced long-term memory plugin for 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

| index.ts | Plugin entry point. Registers with OpenClaw Plugin API, parses config, mounts lifecycle hooks | memoryLanceDBProPlugin (default), shouldCapture, detectCategory | | openclaw.plugin.json | Plugin metadata + full JSON Schema config with uiHints | — | | package.json | NPM package. Deps: @lancedb/lancedb, openai, @sinclair/typebox | — |

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 CLI commands, (6) troubleshooting memory quality issues (noise, duplicates, low recall), (7) working on the JSONL session distillation pipeline, (8) migrating data between memory backends, or (9) understanding the plugin's architecture to plan enhancements. Source: win4r/memory-lancedb-pro-skill.

Facts (cite-ready)

Stable fields and commands for AI/search citations.

Install command
npx skills add https://github.com/win4r/memory-lancedb-pro-skill --skill memory-lancedb-pro
Source
win4r/memory-lancedb-pro-skill
Category
{}Data Analysis
Verified
✓
First Seen
2026-03-01
Updated
2026-03-10
URL
https://www.learn-skills.dev/en/skills/win4r/memory-lancedb-pro-skill/memory-lancedb-pro

Browse more skills from win4r/memory-lancedb-pro-skill

Quick answers

What is 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 CLI commands, (6) troubleshooting memory quality issues (noise, duplicates, low recall), (7) working on the JSONL session distillation pipeline, (8) migrating data between memory backends, or (9) understanding the plugin's architecture to plan enhancements. Source: win4r/memory-lancedb-pro-skill.

How do I install memory-lancedb-pro?

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/win4r/memory-lancedb-pro-skill --skill memory-lancedb-pro Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw

Where is the source repository?

https://github.com/win4r/memory-lancedb-pro-skill

Details

Category
{}Data Analysis
Source
skills.sh
First Seen
2026-03-01

Related Skills

None