MCP Radar
MCP Server

visibility

com.frontstat/visibility
Data & Analytics Marketing & Advertising Public & reachable MCP 2025-11-25

What this MCP does

Reports how often AI search assistants recommend a startup, which competitors they mention, and related visibility trends.

Capabilities

Tools

6 tools
check_public_launch
Check a launch FrontStat tracks
Look up a product launch that FrontStat already tracks: its name, its rank on this week's or this month's launch board, its visibility score (0 to 100), and whether ChatGPT, Claude and Gemini recommend it for its buyer question, with the products they name instead. Returns a link to its public FrontStat page. If FrontStat does not track the domain yet, says so and links to the free report. No token needed.
Read only Idempotent
Input schema 
{'type': 'object', 'required': ['domain'], 'properties': {'domain': {'type': 'string', 'maxLength': 300, 'description': "The product's domain or URL, for example example.com."}}, 'additionalProperties': False}
cited_sites
Sites AI search engines cite
The sites the AI search engines cite most when they answer your buyer questions, with how many answers cite each one, your own domain left out. These are the pages to get mentioned on. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
Read only Idempotent
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
get_visibility
Your AI visibility today
Your latest FrontStat Pro report: date, visibility score, whether each AI search engine recommends your product for your main buyer question and who it names instead, and for your 10 buyer questions how many answers recommend you (X of Y) per assistant. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
Read only Idempotent
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
list_buyer_questions
Your buyer questions
Each buyer question FrontStat asks the AI search engines about your market, with yes or no per engine: does the answer recommend your product. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
Read only Idempotent
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
visibility_history
Your visibility over 30 days
One point per day for the last 30 days: your visibility score and how many answers recommend your product. Use it to see whether your changes moved AI search engines. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
Read only Idempotent
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
who_wins_instead
Who wins instead of you
The products the AI search engines name instead of yours, and the sites they cite, each with how many answers it appears in, from your latest Pro report. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
Read only Idempotent
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': False}
History

Recent tool changes

Added
visibility_history
Oct. 2, 2026, 2:40 a.m.
Added
cited_sites
Oct. 2, 2026, 2:40 a.m.
Added
who_wins_instead
Oct. 2, 2026, 2:40 a.m.
Added
list_buyer_questions
Oct. 2, 2026, 2:40 a.m.
Added
get_visibility
Oct. 2, 2026, 2:40 a.m.
Added
check_public_launch
Oct. 2, 2026, 2:40 a.m.
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