Connect

8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

{
  "mcpServers": {
    "visibility": {
      "type": "http",
      "url": "https://frontstat.com/api/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIBILITY_TOKEN}"
      }
    }
  }
}

claude mcp add --transport http visibility https://frontstat.com/api/mcp --header "Authorization: Bearer ${VISIBILITY_TOKEN}"

[mcp_servers.visibility]
url = "https://frontstat.com/api/mcp"
bearer_token_env_var = "VISIBILITY_TOKEN"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "visibility": {
      "type": "remote",
      "url": "https://frontstat.com/api/mcp",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:VISIBILITY_TOKEN}"
      }
    }
  }
}

{
  "mcpServers": {
    "visibility": {
      "type": "http",
      "url": "https://frontstat.com/api/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIBILITY_TOKEN}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=visibility&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vZnJvbnRzdGF0LmNvbS9hcGkvbWNwIiwiaGVhZGVycyI6eyJBdXRob3JpemF0aW9uIjoiQmVhcmVyICR7VklTSUJJTElUWV9UT0tFTn0ifX0%3D"
}

{
  "servers": {
    "visibility": {
      "type": "http",
      "url": "https://frontstat.com/api/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIBILITY_TOKEN}"
      }
    }
  }
}

{
  "mcpServers": {
    "visibility": {
      "httpUrl": "https://frontstat.com/api/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIBILITY_TOKEN}"
      }
    }
  }
}

extensions:
  "visibility":
    enabled: true
    name: "visibility"
    type: streamable_http
    uri: "https://frontstat.com/api/mcp"
    headers:
      "Authorization": "Bearer ${VISIBILITY_TOKEN}"
    timeout: 300

Placeholders to fill from your own secret store: ${VISIBILITY_TOKEN}. The registry never accepts secret values.

Quality 86 / 100good

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene100 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations6 of 6 tools declare readOnlyHint or destructiveHint
pass
tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
pass
tools.token_costabout 798 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability75 · weight 15

warn
stability.changes6 tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

6 tools, about 798 tokens to load them all · tool set 6c0a662c97c1 · tools last changed 2026-10-02 · checked 2026-10-19 10:52 UTC

Tool changes

2026-10-02get_visibilitychangeddescription
before
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.
after · 98% of words in common
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 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.
2026-10-01visibility_historychangeddescription
before
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 the assistants. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
after · 91% of words in common
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.
2026-10-01cited_siteschangedtitle, description, annotations
before
The sites the AI assistants 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.
after · 93% of words in common
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.
2026-10-01who_wins_insteadchangeddescription
before
The products the AI assistants 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.
after · 92% of words in common
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.
2026-10-01list_buyer_questionschangeddescription
before
Each buyer question FrontStat asks the AI assistants about your market, with yes or no per assistant: does the answer recommend your product. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
after · 86% of words in common
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.
2026-10-01get_visibilitychangeddescription
before
Your latest FrontStat Pro report: date, visibility score, whether each AI assistant 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.
after · 96% of words in common
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.

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 83 / 100

no-repository

provenance55

liveness100

freshness100

hygiene80

+dns-namespace +website +reachable +uptime-100% +updated-18d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://frontstat.com/api/mcp` streamable-http	none	yes	100%	339 ms	2025-11-25	2026-10-19

Tools (6)

`check_public_launch`read-only	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.
`cited_sites`read-only	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.
`get_visibility`read-only	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 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.
`list_buyer_questions`read-only	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.
`visibility_history`read-only	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.
`who_wins_instead`read-only	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.

Schemas: list_tools.

Similar MCP servers

Official server.json

{
  "name": "com.frontstat/visibility",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://frontstat.com/api/mcp",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "isSecret": true,
          "description": "Optional. \"Bearer <token>\" with your FrontStat Pro dashboard token, for the Pro tools."
        }
      ]
    }
  ],
  "version": "1.0.0",
  "websiteUrl": "https://frontstat.com/mcp",
  "description": "See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead."
}