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RankRoot: AI visibility audit

R0· no sign-in

Audit a site's visibility to ChatGPT, Perplexity, Claude and AI agents. Generates llms.txt.

v0.1.1 · active · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality89good
Trust79of 100
Uptime, 30 days98%
Latency p50334 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "rankroot": {
      "type": "http",
      "url": "https://getrankroot.com/api/mcp"
    }
  }
}
claude mcp add --transport http rankroot https://getrankroot.com/api/mcp
[mcp_servers.rankroot]
url = "https://getrankroot.com/api/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "rankroot": {
      "type": "remote",
      "url": "https://getrankroot.com/api/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "rankroot": {
      "type": "http",
      "url": "https://getrankroot.com/api/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=rankroot&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vZ2V0cmFua3Jvb3QuY29tL2FwaS9tY3AifQ%3D%3D"
}
{
  "servers": {
    "rankroot": {
      "type": "http",
      "url": "https://getrankroot.com/api/mcp"
    }
  }
}
{
  "mcpServers": {
    "rankroot": {
      "httpUrl": "https://getrankroot.com/api/mcp"
    }
  }
}
extensions:
  "rankroot":
    enabled: true
    name: "rankroot"
    type: streamable_http
    uri: "https://getrankroot.com/api/mcp"
    timeout: 300

Quality 89 / 100good

protocol100 · weight 25
  • pass
    protocol.modernsupports 2026-07-28 (server/discover)
  • pass
    protocol.statelessanswers without a session
  • pass
    protocol.transportstreamable HTTP
  • pass
    protocol.list_ttltool list is cacheable (ttlMs 3600000)
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 hygiene86 · 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
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: audit_ai_visibility (destructiveHint, idempotentHint); generate_ai_visibility_files (destructiveHint, idempotentHint); check_ai_crawler_access (destructiveHint, idempotentHint); …
  • pass
    tools.token_costabout 601 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability75 · weight 15
  • warn
    stability.changes7 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 601 tokens to load them all · tool set db8628776215 · tools last changed 2026-10-20 · checked 2026-10-20 11:08 UTC

Tool changes

  • get_checkout_linkchangeddescription, input schema
    before

    Get the Polar checkout link for one RankRoot plan, to hand to the user. The user pays on Polar and receives a license key by email; pass it as 'Authorization: Bearer <key>' for higher API/MCP limits.

    after · 75% of words in common

    Get the Polar checkout link for one RankRoot plan, to hand to the user. The user pays on Polar and receives a license key by email; pass it as 'Authorization: Bearer <key>' for higher API/MCP limits. If checkoutOpen is false, the link is an application form the user fills in instead.

  • get_pricingchangeddescription
    before

    List RankRoot plans (free, 7-day pass, Pro monthly/yearly, Agency) with prices, limits, checkout links and which plan fits which user. Agents cannot pay: give the user the checkout link.

    after · 55% of words in common

    List RankRoot plans (free scan, Fix Pack one-time, done-for-you AI Visibility Employee monthly) with prices, limits, checkout links and which plan fits which user. Agents cannot pay: give the user the checkout link.

  • get_checkout_linkadded

    Get the Polar checkout link for one RankRoot plan, to hand to the user. The user pays on Polar and receives a license key by email; pass it as 'Authorization: Bearer <key>' for higher API/MCP limits.

  • get_pricingadded

    List RankRoot plans (free, 7-day pass, Pro monthly/yearly, Agency) with prices, limits, checkout links and which plan fits which user. Agents cannot pay: give the user the checkout link.

  • validate_llms_txtadded

    Fetch a site's llms.txt (pass the site URL, or a URL ending in /llms.txt or /llms-full.txt for a subpath file) and check it against the llmstxt.org format: H1, summary, H2 link lists, Optional section.

  • check_ai_crawler_accessadded

    Check which AI crawlers (OAI-SearchBot, ChatGPT-User, GPTBot, ClaudeBot, Claude-SearchBot, PerplexityBot, Google-Extended and more) a site's robots.txt and firewall/CDN let in. Flags blocked AI search bots, which cost citations.

  • generate_ai_visibility_fileschangedinput schema

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 79 / 100

no-repository
provenance45
liveness99
freshness100
hygiene80

+website +reachable +uptime-98% +updated-13d-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

remoteauthreachableuptime 30dp50protocollast ok
https://getrankroot.com/api/mcp streamable-httpnoneyes98%334 ms2026-07-28, 2025-11-25, 2025-06-18, 2025-03-262026-10-20

Tools (6)

audit_ai_visibilityread-onlyScore how discoverable a website is by AI answer engines (ChatGPT, Perplexity, Claude, Google AI Overviews) and AI agents. Returns a 0-100 score, per-category scores and a prioritized fix list.
check_ai_crawler_accessread-onlyCheck which AI crawlers (OAI-SearchBot, ChatGPT-User, GPTBot, ClaudeBot, Claude-SearchBot, PerplexityBot, Google-Extended and more) a site's robots.txt and firewall/CDN let in. Flags blocked AI search bots, which cost citations.
generate_ai_visibility_filesread-onlyGenerate ready-to-publish llms.txt, an AI-bot-friendly robots.txt and schema.org JSON-LD for a website, based on its current homepage.
get_checkout_linkread-onlyGet the Polar checkout link for one RankRoot plan, to hand to the user. The user pays on Polar and receives a license key by email; pass it as 'Authorization: Bearer <key>' for higher API/MCP limits. If checkoutOpen is false, the link is an application form the user fills in instead.
get_pricingread-onlyList RankRoot plans (free scan, Fix Pack one-time, done-for-you AI Visibility Employee monthly) with prices, limits, checkout links and which plan fits which user. Agents cannot pay: give the user the checkout link.
validate_llms_txtread-onlyFetch a site's llms.txt (pass the site URL, or a URL ending in /llms.txt or /llms-full.txt for a subpath file) and check it against the llmstxt.org format: H1, summary, H2 link lists, Optional section.

Schemas: list_tools.

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More from io.github.zachhhhh

Official server.json
{
  "name": "io.github.zachhhhh/rankroot",
  "title": "RankRoot: AI visibility audit",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://getrankroot.com/api/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "0.1.1",
  "websiteUrl": "https://getrankroot.com",
  "description": "Audit a site's visibility to ChatGPT, Perplexity, Claude and AI agents. Generates llms.txt."
}