Premium skill
Ground your AI SDK agent in real data
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.
Install
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Filesystem
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Use this when
- 01A docs chatbot that cites the exact section it used.
- 02A support agent that abstains when the knowledge base has no answer.
- 03A multi-tenant policy search that cannot leak across companies.
- 04An existing RAG stack that answers confidently wrong: diagnose retrieval vs generation with metrics.
What you get
- Corpus first
- Audit formats and access rules before choosing a chunker, store, or embedding model.
- Citations as parts
- The server emits source parts. The chat surface renders them. No markdown scraping.
- Measured retrieval
- Golden-set recall@k and MRR before and after ingest or ranking changes.
- ACL in the query
- Tenant and role filters run in retrieval code. Cross-tenant leakage fails a test.
Unlock the files
Available with Premium. The private install link expires; the downloaded skill does not. Generate a fresh link when you want to update it.
Other Premium skills
Lifecycle skills and UI craft skills
- PlanPlan AI SDK AgentBefore you write agent code
- BuildAISDK AgentsImplementing agents, chat apps, and streaming UIs
- EvaluateBuild AI SDK Agent EvalsProtecting critical agent journeys before you optimize
- ObserveObserve AI SDK AgentDebugging and attributing agent behavior in production
- OptimizeOptimize AI SDK AgentImproving quality, speed, cost, or reliability with proof
- InstructWrite Agent PromptsAgents that ignore instructions or run on folklore prompts
- InstructWrite Prompt ContractsAgents that pick the wrong tool or narrate a plan instead of acting
- Chat UIBetter Chat UIBuilding or reviewing the conversation surface
- Generative UIBetter Generative UITurning model output into interactive product UI
- PrototypeTest UI VariantsSurfaces where one polished mock would hide the real choice
- IngestIngest Messy DocumentsPDF, scan, and table-heavy corpora feeding RAG or extraction
- MemoryAgent MemoryAgents that should remember users across sessions
- ExposeBuild MCP ServerMaking your product agent-accessible
- ExtractExtract Structured DataInvoices, resumes, contracts, forms, and free text to typed data
- ShipShip AI SDK on CloudflareGetting an AI SDK agent into production on Cloudflare
- ShipShip AI SDK on AWSGetting an AI SDK agent into production on AWS
- MobileAI SDK on MobileShipping AI SDK chat in an Expo or React Native app
- MigrateMigrate to AI SDKLeaving LangChain, the Assistants API, or hand-rolled LLM code