Measured fidelity first
Sample the corpus and verify extracted text against the rendered page. Never trust a text layer from the file extension alone.
Premium skill
Ingest messy documents with measured fidelity
Gets messy sources into faithful structured text: sampled fidelity audits, parsing strategy per document class, lossless tables, a normalized contract with provenance, and golden-sample fidelity evals.
- Plan
- Premium
- Access
- Gated
- Install
- Tokenized
- Authored files
- 10
Install
Install with skills CLIPremium skills install through a short-lived private link.
$ npx skills add … --skill ingest-messy-documentsOpen Premium install
Sign in with Premium to generate a fresh install link.
Filesystem
Browse the authored file tree — tools, references, and evals included. Source unlocks with Premium.
SKILL.mdmarkdownUnlock skill source
Browse every authored SKILL.md with premium.
File tree for ingest-messy-documents stays visible so you can see the pack before unlocking.
What you get
Strategy per document class
Choose text layer, OCR, vision transcription, or hybrid from sample evidence, with cost and fidelity tradeoffs stated.
Lossless tables and layout
Preserve reading order, headings, and tables as structure with cell provenance. Never flow grids into prose.
A contract every consumer shares
Emit normalized documents with stable ids, content hashes, and citation provenance for Ground and Extract.
Stop feeding garbage into RAG and extraction
Natural partner for Ground AI SDK Agent (retrieval after readable text) and Extract Structured Data (typed records from the normalized contract). Fidelity evals follow Build AI SDK Agent Evals conventions.
A RAG chatbot that was confidently wrong because PDF text layers were empty on scans.
A table-heavy policy corpus where OCR scrambled cell values until a lossless table path shipped.
Feeding Ground so citations still open the source page after messy PDFs are normalized.
Monthly document updates where unchanged files skip re-parse and deletes finally leave the index.
Measure fidelity before you trust the corpus
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
- Chat UIBetter Chat UIBuilding or reviewing the conversation surface
- Generative UIBetter Generative UITurning model output into interactive product UI
- GroundGround AI SDK AgentMaking an agent answer from your data with proof
- 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