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Search / io.github.MinglesAI/ai-site-scorer

AI Site Scorer

R0· no sign-in

Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.

v1.0.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality79good
Trust86of 100
Uptime, 30 days100%
Latency p50520 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "ai-site-scorer": {
      "type": "http",
      "url": "https://ai-readiness.mingles.ai/api/mcp/",
      "headers": {
        "Authorization": "Bearer ${AI_SITE_SCORER_TOKEN}"
      }
    }
  }
}
claude mcp add --transport http ai-site-scorer https://ai-readiness.mingles.ai/api/mcp/ --header "Authorization: Bearer ${AI_SITE_SCORER_TOKEN}"
[mcp_servers.ai-site-scorer]
url = "https://ai-readiness.mingles.ai/api/mcp/"
bearer_token_env_var = "AI_SITE_SCORER_TOKEN"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-site-scorer": {
      "type": "remote",
      "url": "https://ai-readiness.mingles.ai/api/mcp/",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:AI_SITE_SCORER_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "ai-site-scorer": {
      "type": "http",
      "url": "https://ai-readiness.mingles.ai/api/mcp/",
      "headers": {
        "Authorization": "Bearer ${AI_SITE_SCORER_TOKEN}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-site-scorer&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYWktcmVhZGluZXNzLm1pbmdsZXMuYWkvYXBpL21jcC8iLCJoZWFkZXJzIjp7IkF1dGhvcml6YXRpb24iOiJCZWFyZXIgJHtBSV9TSVRFX1NDT1JFUl9UT0tFTn0ifX0%3D"
}
{
  "servers": {
    "ai-site-scorer": {
      "type": "http",
      "url": "https://ai-readiness.mingles.ai/api/mcp/",
      "headers": {
        "Authorization": "Bearer ${AI_SITE_SCORER_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "ai-site-scorer": {
      "httpUrl": "https://ai-readiness.mingles.ai/api/mcp/",
      "headers": {
        "Authorization": "Bearer ${AI_SITE_SCORER_TOKEN}"
      }
    }
  }
}
extensions:
  "ai-site-scorer":
    enabled: true
    name: "ai-site-scorer"
    type: streamable_http
    uri: "https://ai-readiness.mingles.ai/api/mcp/"
    headers:
      "Authorization": "Bearer ${AI_SITE_SCORER_TOKEN}"
    timeout: 300

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

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2024-11-05; 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 hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: analyze_url (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); enhance_report (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); generate_fix_prompt (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 603 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno 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

5 tools, about 603 tokens to load them all · tool set 11314f24c0ba · checked 2026-10-20 14:54 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

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 86 / 100

provenance90
liveness100
freshness45
hygiene100

+repository +namespace-matches-repo +website +reachable +uptime-100% -stale-222d

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://ai-readiness.mingles.ai/api/mcp/ streamable-httpnoneyes100%520 ms2024-11-052026-10-20

Tools (5)

analyze_urlSubmit a URL for AI-readiness analysis. Checks how well the site is structured for AI/LLM crawling (robots.txt, structured data, page speed, content quality, etc.). Returns scores and recommendations. Set wait_for_result=true to wait for completion (up to 60s). Pricing: Free for registered users (100/mo). Anonymous (x402): $0.001 USDC for analysis only; $0.006 USDC combined when enhance=true ($0.001 analyze + $0.005 enhance, charged as a single upfront payment so only one X-PAYMENT header is needed per request).
enhance_reportRun LLM deep analysis on a completed report. Returns detailed AI analysis with priority issues and actionable recommendations. Pricing: Free with Pro subscription, or $0.005 USDC via x402 (anonymous or free-tier).
generate_fix_promptGenerate a Cursor/IDE-ready prompt to fix AI readiness issues found in a report. Returns a comprehensive, actionable developer prompt. Pricing: Free with Pro subscription, or $0.002 USDC via x402 (anonymous or free-tier).
get_reportFetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.
list_recent_analysesList the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "io.github.MinglesAI/ai-site-scorer",
  "title": "AI Site Scorer",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://ai-readiness.mingles.ai/api/mcp/",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "isSecret": true,
          "description": "Bearer token — get a free API key at https://ai-readiness.mingles.ai/api-keys (format: Bearer sk_live_...)"
        }
      ]
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/MinglesAI/ai-site-scorer",
    "source": "github"
  },
  "websiteUrl": "https://ai-readiness.mingles.ai",
  "description": "Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude."
}