No user-submitted related servers found.
Scored across 38 tools
Several clusters of tools overlap significantly: get_subcat_table / get_subcat_multiple / get_subcat_with_depth all fetch subcategories, and get_category_pages / get_pages_in_cat_table / get_page_in_cat_multiple all list pages in categories. Count and parsing tools (get_any_count vs the specific *_count tools, parse_cite_type vs parse_citations vs parse_all_citations) also blur boundaries, though descriptions provide some differentiation.
Most names follow a consistent snake_case verb_noun pattern (get_*, extract_*, parse_*, annotate_*). Minor deviations like mixing 'table', 'multiple', and 'with_depth' suffixes for parallel operations introduce slight unpredictability but overall naming is coherent.
38 tools is heavy for the scope, and much of the surface is redundant parallel variants (three subcategory getters, three page-in-category getters, two ISBN annotators, multiple citation parsers). Consolidation would reduce cognitive load.
Coverage is strong across the domain: extraction, parsing, counting, history at multiple levels (subcategory/page), external annotation via EuropePMC/CrossRef/OpenLibrary/Google Books, and derived metrics like sci_score. Minor gaps only in areas like write/update operations, which may be out of scope.