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Deduplicate repository-backed copies of the same Skill across scan roots while preserving every observed location, and keep same-named members from different plugins separate.
Aggregate repository-backed gsap, hyperframes, research, story, and similar parent/child families even when their folders are split across roots.
Fetch each observed GitHub repository preview once per build and reuse that evidence for matching Skill, family, and plugin records.
Add a resumable description_queue.py next/apply workflow that supplies bounded local SKILL.md and GitHub README evidence, validates Agent-written Chinese descriptions, and stores completed batches under a unique curation key.
Require CI and package validation to include the description queue, its completion gate, and the complete test suite.