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Connect your AI assistant to Onsomble to track how ChatGPT, Claude, Gemini and other AI assistants talk about your brand and market. Set up AI visibility scans, review visibility, Share of Voice, sentiment, narratives and cited sources, and manage recommendations in conversation. Requires an Onsomble account.

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Status
Unhealthy
Uptime
7.6% over 21 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 85 tools

Disambiguation4/5

Most tools have clearly distinct purposes (e.g., get_recommendations vs get_recommendation, list_recommendation_notes vs list_recommendation_actions), and descriptions sharply define boundaries. However, the large recommendation lifecycle (approve/acknowledge/decline/start/record/confirm/archive/restore) and parallel scan-config definition tools still require careful state tracking, leaving some risk of misselection.

Naming Consistency5/5

Tool names consistently use snake_case verb_noun phrasing (create_*, get_*, list_*, update_*, archive_*, remove_*), with only minor verb variations like edit_recommendation or trigger_scan. The pattern is predictable and readable throughout.

Tool Count1/5

85 tools is far beyond the 3–15 well-scoped range and indicates an overgrown surface for a single MCP server. The sheer volume overwhelms discoverability and forces agents to choose among many similarly prefixed tools.

Completeness4/5

The surface covers account, clients, sites/topics, prompts, competitors, scan config, scans, reports, recommendations, portfolios, and SEO, which is a broad lifecycle. Minor gaps exist (e.g., no delete_portfolio or cancel_scan), but most workflows have create/read/update/archive operations.

Tool Schema Changelog

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

  1. 85 tool updates
    • First observedacknowledge_recommendation_review
    • First observedadd_competitor
    • First observedadd_members_to_portfolio
    • First observedadd_scan_region
    • First observedapprove_recommendation
    • First observedarchive_client
    • First observedarchive_recommendation
    • First observedarchive_site
    • First observedarchive_topic
    • First observedconfirm_recommendation_result
    • First observedcreate_client
    • First observedcreate_journey_stage
    • First observedcreate_persona
    • First observedcreate_portfolio
    • First observedcreate_product
    • First observedcreate_prompt
    • First observedcreate_recommendation
    • First observedcreate_recommendation_action
    • First observedcreate_recommendation_note
    • First observedcreate_site
    • First observedcreate_topic
    • First observeddecline_recommendation
    • First observeddelete_recommendation_action
    • First observeddelete_recommendation_note
    • First observededit_recommendation
    • First observedget_account
    • First observedget_client
    • First observedget_filter_options
    • First observedget_model_breakdown
    • First observedget_narrative_claims
    • First observedget_narratives
    • First observedget_portfolio
    • First observedget_prompt_result_trends
    • First observedget_prompt_results
    • First observedget_recommendation
    • First observedget_recommendations
    • First observedget_reference_domain
    • First observedget_references
    • First observedget_scan_config
    • First observedget_scan_goal_history
    • First observedget_scan_status
    • First observedget_scorecard
    • First observedget_seo_backlinks
    • First observedget_seo_keyword_metrics
    • First observedget_seo_page_audit
    • First observedget_seo_search_results
    • First observedget_site
    • First observedget_topic
    • First observedget_visibility_overview
    • First observedget_visibility_timeline
    • First observedlist_clients
    • First observedlist_competitors
    • First observedlist_discovered_competitors
    • First observedlist_portfolios
    • First observedlist_prompts
    • First observedlist_recommendation_actions
    • First observedlist_recommendation_notes
    • First observedlist_regions
    • First observedlist_scans
    • First observedlist_sites_and_topics
    • First observedreactivate_prompt
    • First observedrecord_recommendation_publication
    • First observedremove_competitor
    • First observedremove_journey_stage
    • First observedremove_members_from_portfolio
    • First observedremove_persona
    • First observedremove_product
    • First observedremove_scan_region
    • First observedrestore_recommendation
    • First observedretire_prompt
    • First observedstart_recommendation_work
    • First observedtrigger_scan
    • First observedupdate_account
    • First observedupdate_client
    • First observedupdate_competitor
    • First observedupdate_journey_stage
    • First observedupdate_persona
    • First observedupdate_portfolio
    • First observedupdate_product
    • First observedupdate_prompt
    • First observedupdate_recommendation_action
    • First observedupdate_recommendation_note
    • First observedupdate_scan_schedule
    • First observedupdate_site
    • First observedupdate_topic

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