RAG Retrieval Inspector

What it's for

• RAG debugging console that breaks down why a chunk did or did not pass the vector similarity and reranker cutoff threshold.
• LLM answer auditor that inspects the provenance and term overlap of fragments retrieved from the vector store.
• Test bench to dynamically calibrate the minimum similarity threshold before injecting context into the prompt.

For direct editing or uploading of documents is required, use RAG Source Manager.

Includes

• Retrieval fragments list
• Score breakdown visualization
• Cross encoder rerank analysis
• Dense vector similarity
• Sparse bm25 lexical match
• Interactive threshold simulation
• Query term matching
• Provenance metadata inspection

Works with

• Radix UI primitives (the registry variant it ships in)
• React 19, Next.js App Router and Tailwind CSS 4, installed with the shadcn CLI
• Your theme tokens, in light and dark mode