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 7 Categories

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

Bot Accessibility

15 points

Can AI crawlers actually reach your pages? This checks robots.txt, your sitemap, HTTP status codes, response times, and whether robots.txt blocks user-initiated AI agents (ChatGPT-User, Claude-User, Perplexity-User) or AI search fetchers (OAI-SearchBot, PerplexityBot). Training crawlers like GPTBot and ClaudeBot are reported but not scored.

Structured Data

15 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

12 points

Can AI find your site's most important content? Checks for llms.txt (and whether its links resolve), an A2A agent card, and markdown alternates of your pages.

Agent Protocols

13 points

Does your site support emerging AI protocols? Checks for MCP endpoints, API endpoints, forms and action schemas agents can use, whether AI agents' user agents can reach your pages, and UCP on commerce sites.

Technical Foundations

10 points

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

Auth & Access

20 points

Can an agent use your API on a user's behalf? Checks for a public API, OpenAPI spec, developer portal, OAuth discovery with PKCE, scoped permissions, and an RFC 9727 API catalog. Checks that depend on an API you don't offer are marked not applicable instead of failing.

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
A≥ 75Excellent — your site is well-prepared for AI agents
B≥ 60Good — minor improvements possible
C≥ 45Fair — several areas need attention
D≥ 30Poor — significant gaps in AI readiness
F< 30Failing — major barriers prevent AI access

Grades use the unrounded score, while the report shows it rounded, so a site at 74.6 shows 75/100 with a B.

What "Good" Looks Like

A site scoring 75+ typically has:

  • ✓ An llms.txt file at the site root
  • ✓ robots.txt that doesn't block user-initiated AI agents or AI search fetchers
  • ✓ 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 (<1.5s for AI crawlers, <500ms for full marks)

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 blocks AI search fetchers in robots.txt:

CategoryMaxEarnedIssue
Bot Accessibility1510AI search fetchers blocked
Structured Data1512Missing FAQPage schema
Content Quality1514—
Agent Discovery127No agent-card.json
Agent Protocols134No MCP or API endpoints
Technical Foundations109—
Auth & Access2014No OAuth discovery
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 unblocking AI search fetchers would move it toward an A (75+) without changing any content.

Why Scores Differ by Site Type

The seven 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 an agent card, and the 12-point category moves from near 0 to ~10 with under an hour of work. The second biggest is Bot Accessibility — fixing common blocking issues costs nothing and can recover up to ~4 points immediately.

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What is the w2agent Score? | w2agent