Scored across 26 tools
Multiple tools overlap: citations_check, domain_am_i_cited, and report_visibility all measure citation presence; citations_provenance and competitors_canonical_set both aggregate cross-engine citations; audit_sitemap vs audit_sitemap_map and competitors_compare vs competitors_compete are easily confused. Descriptions clarify but require careful reading, making misselection likely.
Consistent snake_case with prefix categories (citations_, domain_, signals_, etc.), but within categories patterns mix verbs and nouns (citations_check vs citations_provenance), and domain_am_i_cited breaks the verb_noun convention. Readable but not fully predictable.
26 tools is heavy for a single server; many are variations on citation checking or auditing, indicating over-proliferation rather than a tightly scoped set. Could be consolidated.
Covers the domain broadly: checking, predicting, auditing crawlers/schema/sitemaps, competitor analysis, panels, trends, and signals from GSC/Bing/Wikipedia. Minor gaps like cache management or panel deletion, but core workflows are well supported.
