Related Servers

Most tools have distinct purposes with detailed descriptions, but there is some thematic overlap (e.g., validate_marks vs lint_marks, translate_texts vs gloss_tokens) that could cause minor confusion if descriptions are not read carefully.

The vast majority follow a verb_noun pattern with underscores, but a few tools like 'gemini_cache_stats' use noun_noun, and 'align' and 'segment' are bare verbs, creating minor inconsistency.

At 27 tools, the count is on the high side for the domain, but each tool addresses a specific need in a complex pipeline, so it is borderline acceptable—though some consolidation might improve clarity.

The tool surface covers creation, deletion, update, validation, alignment, segmenting, and debugging for a multilingual chapter publishing workflow. Minor gaps exist (e.g., no direct bulk chapter listing with metadata), but core CRUD and operational needs are well-served.