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New tool checks website visibility for AI search engines

A new open-source tool called GEO & SEO Readiness MCP — Lite has been released to help website owners ensure their content is discoverable by AI search engines like ChatGPT Search and Perplexity. The tool performs five key checks, including verifying robots.txt configurations, CDN bot management settings, canonical tag accuracy, structured data implementation, and the presence of functional sitemaps and llms.txt files. Developed by the author of the article, this tool aims to identify technical issues that might prevent a site from being cited by AI search crawlers, even if it ranks well on traditional search engines. AI

IMPACT Helps website owners ensure their content is discoverable by AI search engines, potentially increasing citation rates.

RANK_REASON Release of a new open-source tool for website SEO and AI discoverability.

Read on dev.to — MCP tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New tool checks website visibility for AI search engines

How we ranked this

Signal score
11 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
Release of a new open-source tool for website SEO and AI discoverability.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
product, infra
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
Breaking (< 6h)
Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

Full methodology in our editorial standards.

COVERAGE [1]

  1. dev.to — MCP tag TIER_1 English(EN) · Dejun (Alice) Chen ·

    Is your site invisible to ChatGPT Search? Five checks you can run in a minute

    <p>A site can rank well on Google and still never be cited by ChatGPT Search, Perplexity or Claude. When I audit sites for this, the cause is usually not content quality. It is one of a handful of technical mistakes that take minutes to fix once you see them.</p> <p>Here are the …