AI Site Scorer
Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.
MCP server · by MinglesAI
About
AI Site Scorer is an MCP server published by MinglesAI. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-13.
What it asks for
- Runs remotely
None of the marketplaces we read publishes its tools or the settings it asks for.
Requires: Authorization header
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
A one-click link opens the client, which asks you to confirm before it adds the server.
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a remote MCP server
Built from what Official MCP Registry declares.
claude mcp add --transport http ai-site-scorer https://ai-readiness.mingles.ai/api/mcp/ --header "Authorization: Bearer <YOUR_TOKEN>"[mcp_servers.ai-site-scorer]
url = "https://ai-readiness.mingles.ai/api/mcp/"
http_headers = { "Authorization" = "Bearer <YOUR_TOKEN>" }{
"mcpServers": {
"ai-site-scorer": {
"url": "https://ai-readiness.mingles.ai/api/mcp/",
"headers": {
"Authorization": "Bearer <YOUR_TOKEN>"
}
}
}
}Replace the values in angle brackets with your own. We show the names of the settings, never values.
Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 1.0.0 | No figure published | Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
Nothing has moved on this plugin since we started watching it.
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
Scan and fix your site's AI discoverability: crawler access, llms.txt, JSON-LD. Free.
-
llms.txt Checker - AI Readiness Audit
Checks llms.txt, AI crawler access in robots.txt, and sitemap - with a 0-100 AI readiness score.
-
Inspect a site's AI-search readiness: AI crawler access, llms.txt, schema markup, meta directives
-
Scan any public website and see how ready it is for AI agents and AI search, explained plainly.
-
Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes.
-
AI Visibility Audit — Can AI crawlers read and cite your site?
One-call audit: robots.txt AI-bot rules, llms.txt, JSON-LD, meta tags, sitemap. Score plus fixes.
-
MCP server: audit any website for SEO, accessibility, and AI-searchability, then auto-fix it.
-
aiseo-audit io.github.agencyenterprise/aiseo-audit
Audit web pages for AI search readiness with evidence-tiered factors and pipeline-stage scores.
-
Audit a website for SEO and AI search visibility (ChatGPT, Perplexity, Gemini) and read the fixes.
-
agent-readiness com.webmcp-tool/agent-readiness
Scores any public website on how usable it is by AI agents, with per-check evidence.
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
Webpage quality evaluator based on Google Search Quality Rater Guidelines (QRG). Inspects page purpose, MC quality, E-E-A-T, reputation, and spam signals to produce a graded…
-
Audits public-facing websites across accessibility, SEO, GEO (AI search readiness), and usability -- evaluates 17 checks, assigns a letter grade, and generates a client-ready PDF…
-
Free AI visibility audit for any website. Discover how ChatGPT, Claude, and Perplexity perceive your brand across 5 dimensions and 30 checks — then get a one-click fix plan…
-
Free SEO, AEO, and GEO toolkit by Akii. Audit websites, plan content strategy, optimize pages, generate schema markup, cluster keywords, and track AI visibility across ChatGPT…
-
geo-generative-engine-optimisation
Monitor AI citations, score content for AI search visibility, validate crawl parity, and optimise structured data for ChatGPT, Perplexity, and Google AI Overviews. The only plugin…
Has a listing on Claude Code: claude-plugins-official (5)
-
Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual…
-
Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.
-
playwright-mcp io.github.microsoft/playwright-mcp
Playwright Tools for MCP
-
Web scraping and crawling powered by Firecrawl. Turn any website into clean, LLM-ready markdown or structured data. Scrape single pages, crawl entire sites, search the web, and…
-
Keep your coding agent up to date with the latest web best practices
Has a listing on Claude: knowledge-work-plugins (5)
-
Free AI-powered SEO toolkit — audit websites, plan content strategy, optimize pages, generate schema markup, cluster keywords, and track AI visibility. Works with any website or…
-
Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual…
-
AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp
-
The complete web toolkit for your agent. Search the web and get answers in milliseconds. Fetch any URL and get clean markdown content back. Send a browser agent to navigate sites…
-
Keep your coding agent up to date with the latest web best practices
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.
-
Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.
-
Answer product and business questions with data
-
Build web apps with frontend asset design, browser testing, UI components, payments, and database guidance.
Has a listing on Community GitHub marketplaces (5)
-
Google Search Console: SEO audits, performance queries, URL inspection, indexing checks.
-
Browser automation and web page analysis skills using playwright-cli: connect via CDP, probe bot protection, dismiss overlays, capture DOM trees, reduce pages to skeletons…
-
QA-test a website or app and return a 1-5 quality score with evidence. Drives a Browser Use cloud browser and tunnels localhost automatically. Run as /qa <url-or-localhost-port>…
-
Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.
-
Run growth marketing, SEO and AI answer-engine visibility for a product through AfterLaunch over MCP. Reads a ranked backlog of prepared, ready-to-ship growth moves.
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
-
Keep your coding agent up to date with the latest web best practices
-
Inspect a repository, improve Tiny Tool Town readiness, submit its listing issue, and launch remediation work.
-
Helps devs extract data from any website with thousands of trusted scrapers, crawlers, and automations from Apify Store. Integrate ready-made Actors to access all popular social…
-
A runtime-portable 5-agent quality gate that adjudicates text artifacts before they ship. Five role-conditioned LLM deliberators run a 2-round async protocol with cross-read…
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
Advanced Security plugin for GitHub Copilot.
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
-
Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.
Has a listing on Cursor: cursor/plugins (5)
-
Research keywords, backlinks, rankings, and site health.
-
Analyze website traffic, audiences, and competitors.
-
Track AI visibility, sentiment, and citations.
-
Research keywords, backlinks, traffic, and competitors.
-
playwright-mcp io.github.microsoft/playwright-mcp
Playwright Tools for MCP
Has a listing on Docker MCP Catalog (5)
-
playwright-mcp io.github.microsoft/playwright-mcp
Playwright Tools for MCP
-
Connector for Perplexity API, to enable real-time, web-wide research.
-
A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.
-
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
-
Production-ready RAG service to search and retrieve data from your documents.
Has a listing on Official MCP Registry (5)
-
Scan and fix your site's AI discoverability: crawler access, llms.txt, JSON-LD. Free.
-
llms.txt Checker - AI Readiness Audit
Checks llms.txt, AI crawler access in robots.txt, and sitemap - with a 0-100 AI readiness score.
-
Inspect a site's AI-search readiness: AI crawler access, llms.txt, schema markup, meta directives
-
Scan any public website and see how ready it is for AI agents and AI search, explained plainly.
-
Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Is this your plugin?
Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.