RAG Search Engine

Re-ranking LLM

Individual re-ranking uses an OpenAI-compatible chat completions API. Defaults:

RERANK_BASE_URL=https://llama.rucknet.uk/v1
RERANK_MODEL=Qwen3.6-35B-A3B-UD-Q4_K_M

Override these in .env or your environment to switch servers or models. No API key is needed for this server. Set RERANK_API_KEY only if your provider requires authentication; otherwise the client uses a dummy key. Query enhancement still uses OpenRouter and requires OPENROUTER_API_KEY.

uv run cli/hybrid_search_cli.py rrf-search "family movie about bears in the woods" --rerank-method individual --limit 3