geoseo-mcp
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TDQS
Scored across 36 tools
Each tool has a clearly distinct purpose, with descriptions that precisely differentiate similar-sounding tools (e.g., aio_check vs aio_citation_check, multi_llm_query vs individual query tools). There is no ambiguity; agents can reliably select the correct tool for each task.
Tool names consistently use snake_case and often follow a descriptive pattern (e.g., audit_page, bing_crawl_issues, snapshot_llm_citations). A few tools like geoseo_status or internal_link_graph deviate from a strict verb_noun pattern, but the overall naming is clear and predictable.
36 tools is high for typical MCP servers, but each tool serves a specific function within the comprehensive GEO/SEO domain. The set covers audits, search engines, monitoring, and trend analysis, so the count is justified, though it may be overwhelming for simple tasks.
The tool surface is remarkably complete for GEO/SEO work, covering page/site audits, internal linking, search console data, AI overviews, multi-LLM citation checks, IndexNow submission, llms.txt management, and trend tracking. There are no obvious dead ends or missing operations for the stated purpose.