Core Features
UltraRAG is an all-in-one RAG solution, streamlining the journey from data governance and orchestration to full-scale system demonstration.
Pipeline
Low-Code Pipeline Orchestration
Natively supports serial, loop, and conditional branch control structures. Developers only need to write YAML configuration files to implement complex iterative RAG logic in just dozens of lines of code.
# Install dependencies
pip install uv
uv sync
# Run Pipeline
ultrarag run examples/sayhello.yaml
# Start UI
ultrarag show ui --admin
Visual Interactive Interface
Explore how to easily manage knowledge bases, build RAG workflows, and create system demonstrations through the visual interface.
View Details