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AI visibility analytics for brands across citations, prompts, competitors, research, and reports.

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Status
Unhealthy
Uptime
24.0% over 54 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL

TDQS

B3.2/5.0

Scored across 81 tools

Disambiguation3/5

The tool set is large with several overlapping read-only views across domains (e.g., get_citations vs. get_visibility_scores vs. get_model_breakdown; get_crawler_overview/detail/live/pages/access/submit). Some tools are clearly distinguished by purpose (e.g., get_opportunities vs. list_opportunity_pool vs. get_content_ideas), but the many near-synonymous getters for visibility and crawler data create selection risk. A few tools are very thin (get_crawler_submit_status, preview_crawler_access_fix, send_crawler_verification_ping) with minimal descriptions that add ambiguity.

Naming Consistency3/5

The majority use get_* for reads and manage_* or bulk_manage_* for writes, with occasional verb-first tools like add_knowledge, commit_opportunity, compare_brands, discover_publishers, export_data, generate_article, list_prompts, mark_notifications_read, run_diagnosis, scan_reddit, submit_crawler_to_search, suggest_prompts, update_brand_aliases. This is a mix of get_/manage_ prefixes with verb_noun forms, but it is not chaotic; it follows a mostly predictable pattern with some exceptions (e.g., bulk_manage_prompts vs. manage_prompt; commit_opportunity vs. manage_action; preview_crawler_access_fix is an odd verb-noun).

Tool Count2/5

81 tools is far above the typical well-scoped server. While the domain is broad (AI visibility monitoring, crawler access, content, competitor analysis, Reddit, workflows), this count is heavy and will strain agent context. It feels like every dashboard view and sub-action was exposed as a separate tool rather than consolidated. Many tools are narrowly scoped (e.g., get_crawler_submit_status, preview_crawler_access_fix, send_crawler_verification_ping) which inflates the count without adding much distinct capability.

Completeness4/5

The tool surface is very comprehensive: reads and writes exist for prompts, actions, opportunities, knowledge, crawler, workflows, Reddit, webhooks, articles, reports, and configuration. The only notable gaps are around actual article authoring (only generate_article, no update/delete for articles) and workflow authoring is explicitly not exposed (only lifecycle actions). Given the breadth, these are minor gaps and the overall lifecycle coverage is strong.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 4 tool updates
    • Addeddiscover_publishers
    • Addedget_tracked_articles
    • Addedmanage_publisher_shortlist
    • Addedmanage_tracked_article
  2. 77 tool updates
    • First observedadd_knowledge
    • First observedbulk_manage_prompts
    • First observedcommit_opportunity
    • First observedcompare_brands
    • First observedcompare_reports
    • First observedexport_data
    • First observedgenerate_article
    • First observedgenerate_report
    • First observedget_action_stats
    • First observedget_actions
    • First observedget_articles
    • First observedget_audit_findings
    • First observedget_changes
    • First observedget_citations
    • First observedget_competitors
    • First observedget_content_ideas
    • First observedget_crawler_access
    • First observedget_crawler_detail
    • First observedget_crawler_live
    • First observedget_crawler_overview
    • First observedget_crawler_pages
    • First observedget_crawler_submit_status
    • First observedget_diagnosis_result
    • First observedget_knowledge
    • First observedget_latest_research
    • First observedget_model_breakdown
    • First observedget_narratives
    • First observedget_notifications
    • First observedget_opportunities
    • First observedget_page_analysis
    • First observedget_perception
    • First observedget_period_summary
    • First observedget_portfolio_actions
    • First observedget_prism
    • First observedget_proof
    • First observedget_rankings
    • First observedget_reddit
    • First observedget_reports
    • First observedget_research_credits
    • First observedget_research_run
    • First observedget_research_runs
    • First observedget_results
    • First observedget_search_performance
    • First observedget_traffic
    • First observedget_visibility_scores
    • First observedget_workflows
    • First observedget_writing_style
    • First observedlist_audits
    • First observedlist_brand_groups
    • First observedlist_brands
    • First observedlist_opportunity_pool
    • First observedlist_page_analyses
    • First observedlist_pages
    • First observedlist_prompts
    • First observedlist_tags
    • First observedmanage_action
    • First observedmanage_competitor
    • First observedmanage_conversions
    • First observedmanage_knowledge
    • First observedmanage_prompt
    • First observedmanage_prompt_tags
    • First observedmanage_reddit_opportunity
    • First observedmanage_reddit_subreddit
    • First observedmanage_reddit_trigger
    • First observedmanage_webhook
    • First observedmanage_workflow
    • First observedmark_notifications_read
    • First observedpreview_crawler_access_fix
    • First observedreport_unmet_need
    • First observedrun_diagnosis
    • First observedrun_research_snapshot
    • First observedscan_reddit
    • First observedsend_crawler_verification_ping
    • First observedset_brand_location
    • First observedsubmit_crawler_to_search
    • First observedsuggest_prompts
    • First observedupdate_brand_aliases

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