.ragfine — Perfect AI starts here.

Framework that helps you build, evaluate, and refine RAG component in generative AI pipelines with surgical precision.

Developed by IncubeAI — founded by Artur Bak.

🧠 What is .ragfine?

.ragfine is a modular framework that helps you build, evaluate, and refine RAG component.
It automatically analyzes retrieval quality, semantic coherence, prompt strategy, and response alignment — helping your AI reason more clearly.

✨ Features

• 🔍 Retrieval Diagnostics — detect irrelevant or missing chunks.
• 🧩 Embedding Alignment — optimize vector representations for semantic precision.
• 🧠 Prompt Refinement — evaluate and fine-tune query templates dynamically.
• 📈 Performance Tracking — continuous feedback on retrieval + generation quality.

🚀 Quick Start

pip install ragfine
ragfine analyze --config config.yaml

## Local Tests
```bash
poetry install --with dev

make install        # install dev deps via Poetry
make test           # run all tests
make coverage       # with coverage report
make lint           # static checks
make format         # format code (black + isort)
make clean          # remove caches