A
licenseA
qualityC
maintenanceEnables Claude to query ChatGPT, Claude, Perplexity and Gemini with customer questions and report whether a business is recommended, where it ranks, and which competitors are named instead.
4
64 npm
MIT
visibility
Server Details
See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.
If you are the author of this connector, you can claim ownership by verifying the domain or GitHub account it belongs to. Claimed connector authors can inspect health checks, view analytics, and manage their listing.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- ChatGPT
- –
- Claude
- –
TDQS
A3.9/5.0
Scored across 6 tools
Disambiguation4/5
Most tools target distinct facets of AI visibility: public launch lookup, latest report, history, buyer questions, cited sites, and competitors. There is some overlap between cited_sites and who_wins_instead on cited sites, and between check_public_launch and get_visibility on AI recommendations, but the public-vs-authenticated and site-only-vs-competitor distinctions are clear from descriptions.
Naming Consistency3/5
The names mix verb_noun patterns (get_visibility, list_buyer_questions), a verb_adj_noun pattern (check_public_launch), noun phrases (cited_sites, visibility_history), and a question phrase (who_wins_instead). They remain readable, but an agent cannot rely on a predictable naming convention to infer tool behavior.
Tool Count5/5
Six tools is well within the appropriate range for a focused analytics server. Each tool corresponds to a concrete reporting need, and there are no obviously redundant or placeholder tools.
Completeness5/5
The surface covers public launch lookup, latest report, historical trend, buyer-question breakdown, cited sites, and competitor alternatives. For a read-only AI visibility analytics domain, this appears to cover the core lifecycle without obvious dead ends.
Available Tools
6 toolscheck_public_launchCheck a launch FrontStat tracksARead-onlyIdempotentInspect
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.
Inputs: domain (required).
cited_sitesSites AI search engines citeARead-onlyIdempotentInspect
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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
Inputs: no named parameters.
get_visibilityYour AI visibility todayARead-onlyIdempotentInspect
Your latest FrontStat 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 buyer questions how many answers recommend you (X of Y) per assistant. Needs a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
Inputs: no named parameters.
list_buyer_questionsYour buyer questionsARead-onlyIdempotentInspect
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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
Inputs: no named parameters.
visibility_historyYour visibility over 30 daysARead-onlyIdempotentInspect
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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
Inputs: no named parameters.
who_wins_insteadWho wins instead of youARead-onlyIdempotentInspect
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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
Inputs: no named parameters.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Related MCP Connectors
How ChatGPT, Claude, Perplexity and Gemini mention your brand: visibility, mentions, competitors.
How often ChatGPT, Claude, Gemini and Perplexity name and cite your brand, with the evidence.
How often ChatGPT, Perplexity, Gemini and Claude mention and cite your brand vs competitors.
How ChatGPT, Gemini, Perplexity and Google AI name your brand, cite sources and rank rivals.
Related MCP Servers
- AlicenseAqualityBmaintenanceChecks whether ChatGPT, Perplexity, and Gemini cite your brand for a given keyword, and who's winning the citation battle for it instead.610MIT
- AlicenseAqualityDmaintenanceTrack brand visibility across ChatGPT, Perplexity, Claude, and Gemini.6188 npm11MIT
optifeed-radarofficial
AlicenseAqualityDmaintenanceOpen-source CLI + MCP server that asks real AI engines (ChatGPT, Claude, Gemini, Perplexity) real buyer questions and scores whether a brand or its products get recommended (AI visibility / GEO / AEO). Runs locally with your own API keys.5104 npm5MIT
Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd
Glama MCP Gateway
Add one secure layer between your agents and this server.