AI-assisted parsing of GCN circulars into structured multi-wavelength follow-up observations for Astro-COLIBRI. The package accepts a GCN Circular number, URL, or raw text and returns a JSON-compatible result covering deterministic pre-analysis, optional event association, schema-constrained extraction, photometric and temporal enrichment, follow-up-payload construction, and consistency checks.