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Scored across 5 tools
Each tool serves a clearly distinct purpose: auditing a single site, comparing two sites, checking AI visibility, viewing city stats, and generating redesign previews. There is no overlap or ambiguity between them, making it easy for an agent to select the right tool.
Four of five tools follow a consistent verb_noun pattern (audit_website, compare_websites, get_city_dashboard, generate_redesign_preview). 'ai_visibility_check' deviates from the verb-first convention, making it slightly inconsistent but still readable and predictable.
With exactly 5 tools, the set is well-scoped for a website audit/analysis service. Each tool earns its place without redundancy or bloat, and the count is within the ideal 3-15 range.
The tool surface covers the core lifecycle of website analysis: auditing, comparing, AI visibility, city-level aggregation, and redesign previews. Minor gaps exist (e.g., no tool to fetch historical audits or manage saved reports), but the core workflows are well covered.