gaik-toolkit
claudeChoosing a document parser that preserves table structure, designing extraction schemas that stay inside provider limits and produce checkable evidence, building hybrid pgvector search that fails visibly, and writing source-cited reports from mixed files. Use when parsing PDFs or DOCX, pulling fields and line items into a schema, adding semantic or hybrid search over documents, when a report must be written from source files with every statement traced to a source, or when a parse, extraction, or search looked fine but the output is wrong, when a presentation, slide deck or speaker notes are needed from a brief, or when a recording or a set of documents should become an incident report, a construction site diary, a priced sales order or a structured Word report.
9 skills