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Enables AI coding assistants to query a locally built SQLite+FTS5 knowledge base from bookmarked PLC manual PDFs, precisely retrieving instruction syntax, parameter tables, data types, ranges, sections, and tables of contents while writing PLC programs. It works offline and can be rebuilt for other bookmarked manuals such as S7-1500.