entity-linker

Catalog CRUD and staging review with Apps-first UX and elicitation fallback. TRIGGERS: "review staged entities", "approve new entities", "add entity to catalog", "rename entity", "deprecate entity", "import seed", "manage catalog".

End-to-end entity resolution: reads a text file or pasted content, runs preprocessing, calls resolve_link_text, handles disambiguation via the Disambiguation App (or elicitation fallback), and writes the annotated output. TRIGGERS: "link entities in this", "tag mentions", "normalize names in call", "resolve entities against catalog", "link-file", "link-text".

Reference skill for the matching pipeline: scoring model, normalization chain, Czech inflection rules, phonetic algorithms, and thresholds. TRIGGERS: "tune matching", "why did it miss this name", "explain scoring", "add a phonetic algorithm", "adjust thresholds", "debug matching".

Standalone text cleaning for entity-linker pipelines. Detects source type and applies the right cleaner (ASR, email, markdown, HTML, plain). TRIGGERS: "clean up transcript", "parse speaker turns", "normalize timestamps", "strip email headers", "flatten markdown", "preprocess this text".