I’ve been working on Ragpi, an open-source AI assistant that builds knowledge bases from docs, GitHub Issues, and READMEs. It uses Redis Stack as a vector DB and leverages RAG to answer technical questions through an API.
Some things it does:
- Creates knowledge bases from documentation websites, GitHub Issues, and READMEs
- Uses hybrid search (semantic + keyword) for retrieval
- Uses tool calling to dynamically search and retrieve relevant information during conversations - Works with OpenAI or Ollama
- Provides a simple REST API for querying and managing sources
Built with: FastAPI, Redis Stack, and Celery.
It’s still a work in progress, but I’d love some feedback!
Repo: https://github.com/ragpi/ragpi
API Reference: https://docs.ragpi.io
0 comments