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Scored across 42 tools
Many tools have overlapping purposes, such as multiple AI-related tools (ai_mentions, ai_visibility, ai_top_sources), keyword tools (ai_keyword_data, keyword_suggestions, related_keywords), and local listing tools (business_listings, local_finder, maps). Descriptions help slightly but ambiguity remains, especially for agents distinguishing subtle differences.
Most tools follow a verb_noun pattern (e.g., ai_compare, keyword_suggestions, local_audit) with consistent snake_case. However, a few outliers like 'ping', 'qa', and 'maps' break the pattern, and some names like 'geogrid_scan' use noun_verb order.
With 42 tools, the server is on the heavy side for its scope. While each tool has a specific function, the sheer number can overwhelm an agent. The domain is broad (local SEO, AI visibility, reviews), but some tools feel redundant (e.g., multiple AI citation tools), making the count slightly excessive.
The tool set covers a wide range of local SEO tasks: keyword research, ranking, reviews, audits, backlinks, AI mentions, and business profiles. There are minor gaps (e.g., no tool for managing or updating listings), but for a data/analysis-focused server, the coverage is thorough.