{"repo":"pragunbhutani/dbt-llm-agent","free":true,"listed":false,"github":"https://github.com/pragunbhutani/dbt-llm-agent","clone":"git clone https://github.com/pragunbhutani/dbt-llm-agent.git","description":"LLM based AI Agent to automate Data Analysis for dbt projects with remote MCP server","language":"Python","stars":179,"topics":["agent","agentic-ai","ai","ai-data-analysis","data-analysis","data-analyst","dbt","llm","text-to-sql"],"license":"MIT","category":"ai-agents","readme_excerpt":"Ragstar — AI Data Analyst for dbt Projects Ragstar is in public βeta. Expect rapid changes and occasional rough edges. --- 1. What is Ragstar? Ragstar connects to your dbt project, builds a knowledge base from models & documentation, and lets everyone ask data-related questions in plain English via a beautiful web dashboard or Slack. Under the hood Ragstar combines: - PostgreSQL + pgvector for fast similarity search - Embeddings + LLMs (OpenAI, Anthropic, etc.) for reasoning - A modern Next.js frontend & Django backend Screenshots Dashboard Integrations Settings --- 2. Quick start (🚀 2 commands) When the containers are healthy: - Frontend: http://localhost:3000 (Next.js) - API: http://localhost:8000 (Django/DRF) - Flower: http://localhost:5555 (background tasks) Run first-time Django tasks: 🎉 That's it — open http://localhost:3000, sign up for a new account and you're ready to start using Ragstar. --- 3. Environment variables Only a handful of variables are truly required for a local/dev install. The rest are advanced overrides. Ragstar keeps the default stack as lightweight as possible. For a local docker compose run you only need 3 variables – everything else has sane fall-backs. 3.1 Required for local/dev Var Example Purpose --------------------- ------------------------- ---------------------------------------------------- NEXTAUTH SECRET openssl rand -base64 32 Secret used by next-auth to sign session cookies NEXTAUTH URL http://localhost:3000 Public URL where the fron","default_branch":null,"files":null,"tree":[],"storefront":"/r/pragunbhutani","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/pragunbhutani/dbt-llm-agent/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}