LightRAG Search Skill

Search and manage knowledge bases using LightRAG API. Supports multiple servers, context-aware writing, and direct information retrieval. Use when the user wants to query a LightRAG-powered knowledge

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Last updated: April 23, 2026

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Quick Start

Manual Installation

No automatic installation available. Please visit the source repository for installation instructions.

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LightRAG Skill

This skill allows you to interact with one or more LightRAG API servers. You can perform queries in various modes (local, global, hybrid, mix, naive) and use the retrieved context for further processing.

Configuration

The skill uses a configuration file at

~/.lightrag_config.json

to store server details. Format:

{
  "servers": {
    "alias1": {
      "url": "http://server1:9621",
      "api_key": "optional_key"
    },
    "alias2": {
      "url": "http://server2:9621",
      "api_key": "optional_key"
    }
  },
  "default_server": "alias1"
}

Workflows

1. Direct Search

To find information, use

scripts/query_lightrag.py

. Modes:

local

global

hybrid

mix

naive

2. Using Context for Writing

To use a knowledge base as context (e.g., for a test or article):

Run
```
query_lightrag.py
```
with the
```
--only-context
```
flag.
Pass the resulting context to your writing task/model.

Reference

See API_DOCS.md for endpoint details.

LightRAG Search Skill

AI Skill Market Insights

Quick Start

Manual Installation

TEAR & SHARE

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Multi-Agent Patterns

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LightRAG Skill

Configuration

Workflows

1. Direct Search

2. Using Context for Writing

Reference

Memory Systems Design

Context Degradation Detection

Context Optimization

Tool Design for Agents

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