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    Related Servers

    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables Chinese-market SEO/GEO workflows through MCP tools for multi-engine SERP ranking checks, page audits with GEO scoring, AI visibility probing across nine models, and robots.txt/llms.txt analysis and generation.
      3,017 npm
      2
      MIT
    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables auditing AI search visibility: checks site readiness for AI crawlers and measures whether ChatGPT, Gemini, and Perplexity recommend your site, including verbatim answers and citation gap analysis.
      108 npm
      4
      AGPL 3.0
    • A
      license
      Not graded
      quality
      B
      maintenance
      Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF report.
      MIT
    • A
      license
      A
      quality
      B
      maintenance
      Enables AI assistants to audit a website's AI visibility by checking crawler access, identity files, and page signals, and running a full scored audit across ChatGPT, Claude, Gemini, and Perplexity.
      3
      59 npm
      MIT
    • A
      license
      C
      quality
      B
      maintenance
      Enables read-only SEO and generative-search visibility audits by combining official Google Search Console and Bing Webmaster Tools data with a bounded crawl of a site's public pages. Returns confirmed issues, per-query and per-page opportunities, GEO readiness signals, and prioritized actions with verification steps, while also supporting import of Google generative-search impressions from CSV exports.
      25
      545 npm
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    TDQS

    A4/5.0

    Scored across 7 tools

    Disambiguation4/5

    Each tool targets a distinct stage of GEO analysis: history, diff, signals, audit, fixes, source pool, and scoring. Minor overlap exists—diff_observations and list_signals both surface changes, and plan_fixes can internally run an audit—but descriptions clarify scope (specific identity vs. global signals, assessment vs. remediation).

    Naming Consistency5/5

    All 7 tools follow a consistent snake_case verb_noun/verb_object pattern (query_history, diff_observations, list_signals, audit_cn_citability, plan_fixes, probe_source_pool, score_visibility). No mixed conventions or vague standalone verbs.

    Tool Count5/5

    7 tools is well-scoped for a read-only GEO analytics server. Each tool maps to a clear analytical operation, and there is no redundant or filler tool.

    Completeness4/5

    The surface covers the core read-only lifecycle: query history, compare observations, list signals, audit citability, plan fixes, probe source pools, and score visibility. Minor gap: no explicit tool to discover available identities, series, or kinds before querying, though an agent can work around this via direct queries.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues