Quickstart

This flow builds the images, starts Ollama, indexes security references, and analyzes Python files.

1. Build And Start

make build
make up
make pull-model MODEL=qwen2.5:3b-instruct

2. Add Reference Documents

Put .pdf or .md security references under raw_pdfs/ or another local directory.

make ingest DOCS_DIR=./raw_pdfs MODEL=all-MiniLM-L6-v2

The ingest step writes vectors into ./chroma_db.

3. Analyze Code

Analyze a single file:

make query QUERY_PATH=./src/sovereign_rag/query.py MODEL=qwen2.5:3b-instruct

Analyze a directory by extension:

make query QUERY_PATH=./src EXT=py MODEL=qwen2.5:3b-instruct

Reports are written under output/<timestamp>/report.html.

4. Stop Services

make down