Ext Ops Panel
Open dashboard

AI Readiness

Check if a website is visible to AI search (ChatGPT, Perplexity, Claude) and get per-gap fixes.

MCP server · by epistemedeus

About

AI Readiness is an MCP server published by epistemedeus. 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 on your machine

None of the marketplaces we read publishes its tools or the settings it asks for.

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

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Check its listing on Official MCP Registry

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.1.3 Forks (GitHub): 0
Stars (GitHub): 0
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.

  • RankRoot: AI visibility audit

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

    by zachhhhh · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • AI Site Scorer

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

    by MinglesAI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • SurfacedBy AI Visibility & GEO Audit

    Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.

    by surfacedby.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • llms.txt Checker - AI Readiness Audit

    Checks llms.txt, AI crawler access in robots.txt, and sitemap - with a 0-100 AI readiness score.

    by apifymcpfactory-droid · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Agent Ready Report

    Scan any public website and see how ready it is for AI agents and AI search, explained plainly.

    by agenticplug.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • AI Search Kit

    Audits AI-crawler access, structured data and llms.txt on a site, and drafts the fixes.

    by modernmustardseed.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • meraGEO AI Visibility

    Check how visible a website is in ChatGPT, Claude and Gemini answers, and start a new scan.

    by merageo.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • AIReady

    Scan and fix your site's AI discoverability: crawler access, llms.txt, JSON-LD. Free.

    by everyai-com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • alice io.tranx/alice

    Audit any site's AI visibility from your assistant: crawler access, rendering, and schema.

    by tranx.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • GEO Scanner

    Checks whether a website is readable and citable by AI systems (ChatGPT, Claude, Perplexity, etc.)

    by agundur.de · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

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)
  • 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…

    by arturseo-geo · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • geo-audit-by-alignment-ai

    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…

    by Alignment-GEOAI · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • akii-seo-ai-search-optimizer

    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…

    by akii-technologies-ltd · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • SearchFit SEO

    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…

    by searchfit · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • website-quality-checker

    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…

    by llqqssttyy · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • firecrawl

    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…

    by firecrawl · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • exa

    Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…

    by exa-labs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Docker MCP Catalog, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • youdotcom-agent-skills

    You.com agent skills for web search, research with citations, and content extraction. Guided integrations for Vercel AI SDK, Claude Agent SDK, OpenAI Agents SDK, crewAI…

    by youdotcom-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • playwright-mcp io.github.microsoft/playwright-mcp

    Playwright Tools for MCP

    by microsoft · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Cursor: cursor/plugins, Docker MCP Catalog · Describes nearly the same job

  • browser-use

    Give Claude a real browser — your Chrome or a Browser Use Cloud browser. Use it whenever a task involves a website or web app: browsing, scraping and data extraction, filling…

    by browser-use · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • SearchFit SEO

    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…

    by searchfit · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • TinyFish

    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…

    by tinyfish-io · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • exa

    Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…

    by exa-labs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Docker MCP Catalog, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • browser-use

    Give Claude a real browser — your Chrome or a Browser Use Cloud browser. Use it whenever a task involves a website or web app: browsing, scraping and data extraction, filling…

    by browser-use · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes a similar job

  • tavily

    Build AI applications with real-time web data using Tavily's search, extract, crawl, and research APIs.

    by tavily-ai · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes a similar job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Cloudflare

    Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.

    by Cloudflare · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Datadog (Preview)

    Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…

    by Datadog · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • Google Search Console

    Google Search Console: SEO audits, performance queries, URL inspection, indexing checks.

    by acamolese · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • web

    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…

    by Adobe · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • firecrawl

    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…

    by firecrawl · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • exa

    Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…

    by exa-labs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Docker MCP Catalog, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • qa

    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>…

    by Browser Use · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • doublecheck

    Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • apify

    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…

    by apify · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • modern-web-guidance

    Keep your coding agent up to date with the latest web best practices

    by GoogleChrome · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes a similar job

  • edge-ai-tasks

    Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes a similar job

  • token-pacman

    Visualizes live session AI-credit usage as a Pac-Man board with pellets, ghosts, fruit milestones, and game-over limits.

    by James Montemagno · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes a similar job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • advanced-security

    Advanced Security plugin for GitHub Copilot.

    by github · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • workiq

    Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • azure-devops-copilot-plugin

    Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • workiq-productivity

    WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

Has a listing on Cursor: cursor/plugins (5)
  • Ahrefs

    Research keywords, backlinks, rankings, and site health.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Similarweb

    Analyze website traffic, audiences, and competitors.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • TinyFish

    Browse and automate the web with TinyFish: run multi-step web automations, search the web, extract clean page content, and drive remote stealth browser sessions.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Profound

    Track AI visibility, sentiment, and citations.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Semrush

    Research keywords, backlinks, traffic, and competitors.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Perplexity

    Connector for Perplexity API, to enable real-time, web-wide research.

    by perplexityai · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • exa

    Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…

    by exa-labs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Docker MCP Catalog, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • playwright-mcp io.github.microsoft/playwright-mcp

    Playwright Tools for MCP

    by microsoft · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Cursor: cursor/plugins, Docker MCP Catalog · Describes nearly the same job

  • Firecrawl

    🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

    by firecrawl · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Needle Remote

    Production-ready RAG service to search and retrieve data from your documents.

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • RankRoot: AI visibility audit

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

    by zachhhhh · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • AI Site Scorer

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

    by MinglesAI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • SurfacedBy AI Visibility & GEO Audit

    Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.

    by surfacedby.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • llms.txt Checker - AI Readiness Audit

    Checks llms.txt, AI crawler access in robots.txt, and sitemap - with a 0-100 AI readiness score.

    by apifymcpfactory-droid · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Agent Ready Report

    Scan any public website and see how ready it is for AI agents and AI search, explained plainly.

    by agenticplug.ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

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.

Where the data comes from: how the catalog is built