devrag

🥈Silver

DevRag is a lightweight RAG system for Claude Code that enables natural language search of markdown files using multilingual-e5-small embeddings. It helps developers quickly find relevant information without reading entire documents, saving tokens and time. The system connects to local markdown files and integrates with Claude Code for efficient document retrieval.

3070Updated Today

Intermediate30min to implementautomation

Saves ~120 min per use

Quick InstallView Source

git clone https://github.com/tomohiro-owada/devrag.git

Works with:

Claude

Overview

About This Skill

Setup & Installation

Quick Install

No install command available. Check the GitHub repository for manual installation instructions.

Alternative Install (Git Clone)

git clone https://github.com/tomohiro-owada/devrag

Requirements

Claude Code or compatible AI agent
Works with: Claude

Quick Start Guide

Install the Skill

Copy the install command above and run it in your terminal.

Open Your AI Agent

Launch Claude Code, Cursor, or your preferred AI coding agent.

Try It Out

Use the prompt template or examples below to test the skill.

Customize

Adapt the skill to your specific use case and workflow.

Usage Examples

Prompt Template

I'm using DevRag to search my [COMPANY] documentation. Please find information about [TOPIC] in the following markdown files: [FILE1.md, FILE2.md, FILE3.md]. Provide a concise summary with key points and relevant code snippets if available.

Example Output

# Summary of [TOPIC] in [COMPANY] Documentation

## Key Points
- [TOPIC] is a critical component in [COMPANY]'s [INDUSTRY] workflows.
- It is primarily used for [PRIMARY PURPOSE] but can also be adapted for [SECONDARY PURPOSE].
- The system integrates with [RELEVANT TOOLS] for enhanced functionality.

## Relevant Code Snippets
```python
# Example code snippet from [FILE1.md]
def example_function():
    # Implementation details
    pass
```

## Additional Resources
- [FILE2.md] (Lines 45-60): Detailed explanation of [TOPIC] configuration
- [FILE3.md] (Lines 120-135): Troubleshooting common issues