Use Case
Stop doing repetitive developer & devops tasks manually. RAG lets your AI agent handle them automatically through natural conversation. Build, optimize, and debug RAG pipelines with chunking strategies, retrieval tuning, evaluation metrics, and production monitoring. This guide shows practical examples of using RAG to automate common developer & devops workflows and save hours every week.
Install RAG: npx clawhub@latest --dir ~/.claude/skills install rag
Identify the repetitive developer & devops tasks you want to automate
Describe the task to your AI in plain English
RAG will execute the task and return results directly in the chat
Chain multiple tasks: ask your AI to run a sequence of operations
Copy these prompts and use them with your AI agent after installing RAG
Automate my developer & devops tasks using RAG
What repetitive tasks can RAG handle for me?
Set up a workflow that runs RAG every morning
Select your agent
Option 1: Install via CLI (recommended)
Recommended (no pre-install needed)
npx clawhub@latest --dir ~/.claude/skills install ragOr via clawhub CLI (if already installed)
clawhub --dir ~/.claude/skills install ragβ οΈ Requires Node.js 18+. No Node? Use Option 2 below to download the ZIP instead. Install Node.js β
Option 2: Manual install (no Node required)
Download the ZIP, extract it, and place the folder at the path below. Restart your agent to activate.
Install path
~/.claude/skills/rag/π‘Extract and place the folder at the path above, then restart your agent.