Search / io.github.MinglesAI/ai-site-scorer
AI Site Scorer
R0· no sign-inCheck 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
Search / io.github.MinglesAI/ai-site-scorer
R0· no sign-inCheck 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
{
"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.
protocol.modernnewest supported version is 2024-11-05; 2026-07-28 not supported, older versions are deprecated until 2027-07-28protocol.statelessonly applies to 2026-07-28 serversprotocol.transportstreamable HTTPprotocol.list_ttlonly applies to 2026-07-28 serversauth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.descriptionsevery tool has a descriptiontools.description_lengthdescriptions are concisetools.schemasevery tool has an object input schematools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky onestools.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); …tools.token_costabout 603 tokens to load every tooltools.api_dumptools are not a one-to-one API dumpstability.changesno tool changes in 30 daysstability.rug_pullno tool changed its meaning under the same namedeps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI packageNo 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.
+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.
| remote | auth | reachable | uptime 30d | p50 | protocol | last ok |
|---|---|---|---|---|---|---|
https://ai-readiness.mingles.ai/api/mcp/ streamable-http | none | yes | 100% | 520 ms | 2024-11-05 | 2026-10-20 |
analyze_url | Submit 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_report | Run 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_prompt | Generate 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 $0.002 USDC via x402 (anonymous or free-tier). |
get_report | Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations. |
list_recent_analyses | List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses. |
Schemas: list_tools.
{
"name": "io.github.MinglesAI/ai-site-scorer",
"title": "AI Site Scorer",
"$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."
}