Verisource

Each tool occupies a distinct stage: scan_domain_ai_readiness audits a domain, check_brand_hallucinations fact-checks AI claims, get_citation_gaps_and_fanouts surfaces competitor citations/sub-queries, and generate_geo_fix_bundle produces remediation assets. The only mild overlap is that both the scan tool (sample prompt citation preview) and the citation-gaps tool return citation data, which could cause occasional misselection.

All four names are snake_case and follow a verb-first pattern (check_, generate_, get_, scan_) with clear domain nouns. The convention is uniform and predictable across the whole surface.

Four tools is on the lean side but each maps to a distinct stage of a GEO workflow, so nothing feels redundant. A slightly larger surface (e.g. a re-verification or monitoring tool) would round it out, but the current count is defensible for a focused audit-and-fix suite.

The set covers the core loop: readiness audit, hallucination detection, competitive citation gaps, and fix generation. The main gap is post-fix verification/monitoring—there is no explicit tool to confirm a deployed fix bundle improved the visibility score or to track changes over time, though re-running the scan partially covers this.