What is the w2agent Score?

A systematic evaluation of how well your website works with AI agents, models, and crawlers. Think Lighthouse, but for AI.

Why It Matters

AI agents are becoming a primary way users discover and interact with content. ChatGPT, Claude, Perplexity, and Google's AI Overviews all need to read and understand your site. If your site isn't AI-ready, you're invisible to a growing segment of traffic.

The w2agent score is like a Lighthouse performance audit — but instead of measuring page speed and accessibility for browsers, it measures how well AI systems can access, understand, and represent your content.

The 6 Categories

w2agent evaluates websites across six categories, each covering a different aspect of AI readiness:

Bot Accessibility

20 points

Can AI crawlers actually reach your pages? This checks robots.txt rules, HTTP status codes, response times, and whether your server blocks known AI User-Agents like GPTBot, ClaudeBot, and PerplexityBot.

Structured Data

20 points

Does your site include schema.org markup that helps AI classify content? Checks for Article, Organization, Product, FAQ, and BreadcrumbList schemas — the types AI models most frequently use.

Content Quality

15 points

Are your pages substantive enough for AI to extract useful information? Checks meta descriptions, heading structure, content length, and whether pages have enough text to summarize.

Agent Discovery

20 points

Can AI find your site's most important content? Checks for llms.txt, sitemap.xml, and whether key pages are linked from discoverable locations.

Agent Protocols

15 points

Does your site support emerging AI protocols? Checks for agent-card.json, .well-known/ai-plugin.json, and other machine-readable capability descriptors.

Technical

10 points

Are there technical barriers? Checks for client-side-only rendering, JavaScript-required content, excessive redirects, and slow response times.

Scoring

The overall score is 0-100, calculated as a weighted sum of all category scores. Each individual check within a category contributes a specific number of points. The final score maps to a letter grade:

GradeScoreMeaning
A90-100Excellent — your site is well-prepared for AI agents
B80-89Good — minor improvements possible
C70-79Fair — several areas need attention
D60-69Poor — significant gaps in AI readiness
F0-59Failing — major barriers prevent AI access

What "Good" Looks Like

A site scoring 90+ typically has:

  • An llms.txt file at the site root
  • robots.txt that explicitly allows AI crawlers
  • Schema.org JSON-LD on key pages
  • Descriptive meta descriptions on every page
  • Server-rendered HTML (not client-side-only)
  • An XML sitemap with all important pages
  • Fast response times (<2s for AI crawlers)

Beyond the Score

A score is just a starting point. The real value of an AI readiness audit is the specific, actionable recommendations — which files to create, which configurations to change, and which structured data to add. w2agent doesn't just score your site — it generates the files you need to fix the issues it finds.

Score Calculation Example

Here's how a real score breaks down for a typical marketing site that has llms.txt and schema.org but hasn't configured AI bot access explicitly:

CategoryMaxEarnedIssue
Bot Accessibility2012No explicit AI allow rules
Structured Data2016Missing FAQPage schema
Content Quality2018
Agent Discovery1510No sitemap.xml
Agent Protocols155No agent-card.json
Technical109
Total10070Grade B

This site earns a B (70) — solid content and tech, but loses points on bot access rules and missing agent protocols. Adding agent-card.json and explicit AI bot allow rules would push it to an A without changing any content.

Why Scores Differ by Site Type

The six categories are weighted to reflect what matters most for AI access. Sites with heavy client-side rendering (SPAs, Next.js without SSR) often fail the Technical category even if everything else is correct. E-commerce sites frequently lose points on Structured Data because product pages lack complete Schema.org Product markup. Documentation sites tend to score highest because they're designed for reading — clean HTML, good headings, and lots of linkable content.

The biggest quick win for most sites is Agent Discovery: add llms.txt and a sitemap.xml, and the 15-point category moves from ~5 to ~13 with under an hour of work. The second biggest is Bot Accessibility — fixing common blocking issues costs nothing and can recover 8-10 points immediately.

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What is the w2agent Score? | w2agent