npm install -g @reaatech/hybrid-rag-cli
# or
pnpm add -g @reaatech/hybrid-rag-cli

hybrid-rag server \
  --qdrant-url http://localhost:6333 \
  --collection documents \
  --config rag-config.yaml

hybrid-rag ingest ./docs/*.pdf ./docs/*.md \
  --qdrant-url http://localhost:6333 \
  --strategy semantic \
  --chunk-size 512 \
  --overlap 50

hybrid-rag query "How do I reset my password?" \
  --top-k 10 \
  --reranker cohere \
  --mode hybrid \
  --output json

hybrid-rag evaluate \
  --dataset ./datasets/eval.jsonl \
  --metrics precision@10,recall@10,ndcg@10,map,mrr \
  --output eval-results.json

hybrid-rag ablate \
  --config ./ablation-config.yaml \
  --dataset ./datasets/eval.jsonl \
  --output ablation-results.json

hybrid-rag benchmark \
  --queries 100 \
  --iterations 50 \
  --warmup 10 \
  --concurrent 5 \
  --output benchmark-report.md

hybrid-rag chunk ./docs/report.pdf \
  --strategy semantic \
  --chunk-size 512 \
  --overlap 50 \
  --output chunks.json

hybrid-rag-healthcheck --qdrant-url http://localhost:6333

qdrantUrl: http://localhost:6333
collectionName: documents
 
embeddingProvider: openai
embeddingModel: text-embedding-3-small
embeddingApiKey: ${OPENAI_API_KEY}
 
chunkingStrategy: semantic
chunkSize: 512
chunkOverlap: 50
 
useHybrid: true
vectorWeight: 0.7
bm25Weight: 0.3
fusionStrategy: rrf
 
rerankerProvider: cohere
rerankerModel: rerank-english-v3.0
rerankerApiKey: ${COHERE_API_KEY}
rerankTopK: 20
rerankFinalK: 10
 
topK: 10
bm25K1: 1.2
bm25B: 0.75