Librarian · from Riken Patel's AI Lab

Answers grounded in your docs — with receipts.

Ask a question and get an answer built only from retrieved sources: hybrid search, live relevance scoring, inline citations, and an honest refusal when the docs don't cover it.

Runs in-browser No sign-up Streams live
librarian.rikenpatel.work/demo
Queries today
0
Avg latency
0ms
Recall@5
0%
query vector
top-3 · 0.94
Hybrid retrieval

Dense vector similarity fused with a keyword boost, so exact terms and meaning both win.

Cited or refused

Every claim links to the chunk it came from — and when the docs don't cover it, it says so.

Reranked results

A rerank pass reorders candidates by true relevance before a single token is generated.

Everything runs client-side

See it run for yourself.

No sign-up, no API key. Open the console and launch a real multi-agent run in your browser.

Launch live console