Corpus first, chunking second
Audit formats, structure, and access rules before choosing a chunker, store, or embedding model.
Premium skill
Measured retrieval for AI SDK agents: corpus-derived chunking, hybrid search, citations in the UI, and golden-set evals. Prove it works before you ship it.
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Audit formats, structure, and access rules before choosing a chunker, store, or embedding model.
Emit source or data parts from the server and wire them into the chat surface. No markdown scraping.
Golden-set recall@k and MRR before and after every ingest or ranking change. Live graders stay opt-in.
Tenant and role filters run in retrieval code. Cross-tenant leakage fails a deterministic eval.
The skill pairs with Better Chat UI for citation surfaces and Build AI SDK Agent Evals for dataset and scorer conventions.
A docs chatbot that cites the exact section it used.
A support agent that abstains when the knowledge base has no answer.
A multi-tenant policy search that cannot leak across companies.
An existing RAG stack that answers confidently wrong: diagnose retrieval vs generation with metrics.
Available with Premium. The private install link expires; the downloaded skill does not. Generate a fresh link when you want to update it.
Lifecycle skills and UI craft skills