CLI Pipeline

# From a document
ragrails ingest \
  --docs files/guide.pdf \
  --vector-db qdrant --collection docs --url http://localhost:6333 \
  --provider voyage --model voyage-3

# From a folder
ragrails ingest \
  --folder files/docs/ \
  --vector-db qdrant --collection docs --url http://localhost:6333 \
  --provider voyage --model voyage-3

# From a URL
ragrails ingest \
  --source-url https://example.com/docs \
  --vector-db qdrant --collection docs --url http://localhost:6333 \
  --provider voyage --model voyage-3

# From raw markdown
ragrails ingest \
  --markdown "# Guide\n\nContent here." \
  --vector-db qdrant --collection docs --url http://localhost:6333 \
  --provider voyage --model voyage-3

ragrails query "What does the guide cover?" \
  --vector-db qdrant --collection docs --url http://localhost:6333 \
  --provider voyage --model voyage-3 \
  --top-k 5

# With reranking
ragrails query "What does the guide cover?" \
  --vector-db qdrant --collection docs --url http://localhost:6333 \
  --provider voyage --model voyage-3 \
  --rerank --reranker-model rerank-2-lite --rerank-top-k 3