What is AI web readiness?

AI web readiness measures how well a website can be discovered, parsed, and cited by AI agents and large language models. It covers signals like /llms.txt, structured data, robots.txt AI crawler permissions, server-side rendering, and OpenGraph metadata.

What is /llms.txt and why does it matter?

/llms.txt is a plain text file placed at the root of a website that tells AI agents what the site is about, what it offers, and which pages to prioritize. Without it, AI agents have to guess your site's structure and purpose. It is the most impactful single change you can make for AI visibility.

How is the AI readiness score calculated?

The score is calculated across 20 weighted checks, each representing a signal that AI agents use when reading, classifying, or citing a website. Each check is a pass, partial, or fail, and the points add up to a score out of 100. The checks cover indexability (10 pts), /llms.txt (10 pts), structured data (9 pts), robots.txt AI permissions (8 pts), and further signals totalling 100 core points, plus four optional bonus checks.

Is AI readiness the same as SEO?

They overlap but are distinct. Traditional SEO optimizes for search engine crawlers and ranking algorithms. AI readiness optimizes for large language models and AI agents that read, summarize, and cite content directly. Many SEO best practices (structured data, fast load times, clear content) also help AI readiness, but AI-specific signals like /llms.txt have no SEO equivalent.

Which AI crawlers does the tool check for?

The tool checks for explicit permissions in robots.txt for GPTBot (OpenAI), ClaudeBot (Anthropic), PerplexityBot, Google-Extended, anthropic-ai, cohere-ai, and meta-externalagent, among others.

Is this tool free to use?

Yes, AI Web Readiness is completely free to use. No account or sign-up is required. Simply enter a URL and get a full report in seconds.

csummerjones.com - 86/100 Excellent

expand

Grade

Excellent

Your site speaks fluent agent. AI systems can discover, parse, and cite it cleanly.

Score

+2 / 7 bonus

Passed

Partial

Failed

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Page-level checks used the homepage plus 3 inner pages: /about, /contact, /faq

Inner page notes (shown for information, they do not lower your score)

/contact: Readable content ratio scored 3 of 7. 593 chars of text, 0.0% text-to-HTML ratio.

Check breakdown9 passed · 7 partial · 4 failed

✓

AI agent manifest

/llms.txt found (3394 bytes).

10 / 10

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llms.txt quality

Has a title, a summary, 5 sections, 3 links, links on your own domain. To improve: fix 1 broken link (/_api/mcp).

5.5 / 6

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Full-content AI feed

No /llms-full.txt found (status 400).

0 / 3

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✓

Indexability

The homepage can be indexed: no noindex directive, and robots.txt does not block search crawlers.

10 / 10

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Structured data

2 JSON-LD block(s) found (types: localbusiness, postaladdress, website). Adding richer schema types would improve this score. Counted across the homepage and 3 inner pages.

6 / 9

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Attribution schema

Found an Organization or Person entity, a name, a url, logo, or sameAs. Missing: author or publisher properties on content. Counted across the homepage and 3 inner pages.

4 / 5

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Readable content ratio

1021 chars of text, 0.1% text-to-HTML ratio. Improving content density would raise this score. Page scores (homepage first): 3.5, 3.5, 3, 3.5 of 7. Inner pages can raise this score but never lower it.

3.5 / 7

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✓

Crawler-visible content

1117 chars server-rendered, 3 H1, 4 H2, 5 substantial paragraph(s). Page scores (homepage first): 8, 8, 6.5, 8 of 8. Inner pages can raise this score but never lower it.

8 / 8

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✓

AI crawler permissions

Open to all 14 tracked AI agents.

8 / 8

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✓

Page index

Valid sitemap index at /sitemap.xml with 2 child sitemap entries.

6 / 6

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✓

Social and citation metadata

Present: og:title, og:description, og:image, og:site_name. Page scores (homepage first): 4, 4, 4, 4 of 4. Inner pages can raise this score but never lower it.

4 / 4

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✓

Page identity signals

title: 55 chars, description: 120 chars. Page scores (homepage first): 7, 5.5, 5.5, 5.5 of 7. Inner pages can raise this score but never lower it.

7 / 7

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✓

Canonical authority

Canonical: https://www.csummerjones.com/. Page scores (homepage first): 4, 4, 4, 4 of 4. Inner pages can raise this score but never lower it.

4 / 4

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Redirect and host health

Good: http redirects to https, a single redirect. To fix: www.csummerjones.com serves the site too instead of redirecting, which splits your authority across two hostnames.

2.5 / 4

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Accessibility and speed

HTTPS confirmed, but the homepage took 1605ms to download. Under 1500ms earns full marks. One measurement from one location can vary.

2.5 / 3

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Semantic structure

Issues: 3 H1 elements (use one). Page scores (homepage first): 5.5, 6, 6, 5 of 6. Inner pages can raise this score but never lower it.

5.5 / 6

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Q&A schemabonus

No FAQPage or HowTo schema found. Adding structured Q&A can significantly increase AI citations. Counted across the homepage and 3 inner pages.

0 / 2

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Content feedbonus

No RSS or Atom feed detected. A content feed signals an actively updated site that agents should re-index.

0 / 1

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Agent discovery endpointsbonus

No agent discovery documents found (MCP server card, A2A agent card, API catalog, agents.json, or OpenAPI description).

0 / 2

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✓

Content freshnessbonus

2 date signal(s) found. Most recent: 30-Sep-2026.

2 / 2

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Fix this with AI

A complete brief covering all 11 outstanding issues, with the reason each one matters and the exact fix. Copy it into Claude, ChatGPT, Cursor, or any coding agent working on csummerjones.com.

# AI readiness fixes for csummerjones.com

Audit by AI Web Readiness (https://aiwebreadiness.com) on 2026-10-18. Full report: https://aiwebreadiness.com/report/kwSHb80efH
Current score: 86/100 (Excellent). 9 of 20 checks at full marks.

## Your task

You are working on the website https://csummerjones.com. An automated audit measured how well this site can be discovered, parsed, and cited by AI agents and LLM-powered search engines. The issues it found are listed below, ordered by how many points each is worth.

Work through them in order, highest value first. For each issue, make the change in this site's codebase or CMS using the stack and conventions already in use. Where a fix needs copy, facts, or URLs you cannot verify from the existing site, ask me rather than inventing them.

There are 13.5 points on the table across these 8 issues. Fixing all of them reaches 100/100. If you only have time for the top 3, that alone is worth 9.5 points and takes the score to 96/100.

---

## Issues to fix (8)

### 1. Readable content ratio (3.5 points available, currently scoring 3.5 of 7)

**What the scan found:** 1021 chars of text, 0.1% text-to-HTML ratio. Improving content density would raise this score. Page scores (homepage first): 3.5, 3.5, 3, 3.5 of 7. Inner pages can raise this score but never lower it.

**Why it matters:** AI crawlers read pages under strict size and time limits. A page that is mostly code, trackers and layout markup gives them very little real content for the effort and tends to be deprioritised or truncated. A page with a healthy amount of readable text is quick to process and easy to summarise, which makes it more likely to be understood correctly and used as a source.

**How to fix it:** Reduce inline scripts and styles, remove unused third-party widgets, and ensure your main content is substantial. Aim for at least 1,000 characters of visible body text and a text-to-HTML ratio above 10%. Moving scripts to external files and deferring non-critical CSS both help.

### 2. Full-content AI feed (3 points available)

**What the scan found:** No /llms-full.txt found (status 400).

**Why it matters:** Where llms.txt is a map, llms-full.txt is the whole territory: the full text of your key pages in one place. An agent with limited time or a limited context window can read your content in a single request, with no page-by-page crawling and no risk of missing something behind navigation or scripts. It is a small file to publish, and it lets AI tools represent your content accurately and completely.

**How to fix it:** Create /llms-full.txt at your site root containing the full text of your most important pages, concatenated in order. Each page should be separated by a clear heading. Many static site generators and CMS platforms have plugins that generate this automatically.

### 3. Structured data (3 points available, currently scoring 6 of 9)

**What the scan found:** 2 JSON-LD block(s) found (types: localbusiness, postaladdress, website). Adding richer schema types would improve this score. Counted across the homepage and 3 inner pages.

**Why it matters:** JSON-LD states plainly, in a format machines read without guessing, who you are, what you offer and how your pages relate to each other. Search engines and AI systems use it to build their understanding of an entity and to decide what to show or quote. Without it, they must infer meaning from layout and wording, and the inference is often wrong or shallow. Richer, more specific types give agents more facts they can use with confidence.

**How to fix it:** Add a <script type="application/ld+json"> block to your homepage <head>. At minimum include @context, @type (e.g. Organization, WebSite, or Article), name, url, and description. For higher scores add richer types like BreadcrumbList, Article, or Product on the relevant pages. Google's Structured Data Markup Helper is a good starting point.

### 4. Redirect and host health (1.5 points available, currently scoring 2.5 of 4)

**What the scan found:** Good: http redirects to https, a single redirect. To fix: www.csummerjones.com serves the site too instead of redirecting, which splits your authority across two hostnames.

**Why it matters:** Every extra version of your address splits your search presence and wastes crawler time. When both www and non-www serve the site, or http does not redirect to https, search engines can treat them as separate sites and share your authority between them. Long redirect chains slow crawlers down and some give up before the end. One clean permanent redirect to a single main address keeps everything together.

**How to fix it:** Add a single permanent (301) redirect from http to https, and from the version of your hostname you do not use (www or non-www) to the one you do. Aim for one hop or none between any entry URL and the final page.

### 5. Attribution schema (1 point available, currently scoring 4 of 5)

**What the scan found:** Found an Organization or Person entity, a name, a url, logo, or sameAs. Missing: author or publisher properties on content. Counted across the homepage and 3 inner pages.

**Why it matters:** When an AI assistant quotes or recommends a source, it needs to know who stands behind the content. Clear attribution data lets it credit you by name, connect your site to your profiles and reputation, and trust that the content comes from a real, identifiable author or organization. Anonymous content is easier to ignore, and harder to cite with confidence.

**How to fix it:** Add an Organization (or Person) entity to your JSON-LD with a name, a url, a logo, and sameAs links to your official profiles (LinkedIn, Wikipedia, social accounts). On articles and content pages, add author and publisher properties that reference those entities.

### 6. llms.txt quality (0.5 points available, currently scoring 5.5 of 6)

**What the scan found:** Has a title, a summary, 5 sections, 3 links, links on your own domain. To improve: fix 1 broken link (/_api/mcp).

**Why it matters:** Agents rely on that structure to decide where to go next. A file that is just a paragraph of prose, or one full of broken or off-site links, gives them little to act on and can send them to dead ends. A well-formed file works like a trustworthy table of contents: it tells an assistant which pages answer which questions, which makes it more likely your best pages are the ones that get read and cited.

**How to fix it:** Follow the llmstxt.org format. Start with a single "# Site name" line, add a "> one sentence summary" blockquote, then group at least three markdown links under "## Section" headings, written as "- [Page name](https://yoursite.com/page): what it covers". Keep links on your own domain and make sure each one loads.

### 7. Accessibility and speed (0.5 points available, currently scoring 2.5 of 3)

**What the scan found:** HTTPS confirmed, but the homepage took 1605ms to download. Under 1500ms earns full marks. One measurement from one location can vary.

**Why it matters:** Browsers, search engines and AI crawlers all treat HTTPS as a baseline for trust, and plain HTTP sites are often skipped or flagged. Speed matters because crawlers work to a time budget: a slow site gets fewer pages read per visit, and a response that is too slow may be abandoned entirely. Fast, secure delivery means your content is reliably fetched and fully read.

**How to fix it:** Ensure your site is served over HTTPS with a valid SSL certificate. For speed, enable HTTP/2, compress responses with gzip or Brotli, serve images in modern formats (WebP/AVIF), and use a CDN. Target a homepage download under 1.5 seconds.

### 8. Semantic structure (0.5 points available, currently scoring 5.5 of 6)

**What the scan found:** Issues: 3 H1 elements (use one). Page scores (homepage first): 5.5, 6, 6, 5 of 6. Inner pages can raise this score but never lower it.

**Why it matters:** Agents cannot see your design. They read the structure of the markup to work out what the page is about, which part is the main content and how it is organised. Clean headings and landmarks let them extract the right text and skip navigation and footers. A page built from anonymous containers is much harder to interpret, so its content is more likely to be misread or left out.

**How to fix it:** Use exactly one <h1> per page and do not skip heading levels (h1, h2, h3 in order). Wrap primary content in <main>. Set <html lang='en'> (or your language). Add <meta name='viewport' content='width=device-width, initial-scale=1'>. Give meaningful images an alt attribute.

---

## Optional bonus checks

These are scored separately from the 100-point core and do not change the headline score. They only apply if they fit the site. Skip any that do not make sense for what this site is.

- **Q&A schema** (up to 2 more points): No FAQPage or HowTo schema found. Adding structured Q&A can significantly increase AI citations. Counted across the homepage and 3 inner pages. How: On any page that contains questions and answers, add a FAQPage JSON-LD block with Question and Answer entities. Each Question needs a name (the question text) and an acceptedAnswer with a text property. For step-by-step content, use HowTo schema instead. Google's Rich Results Test can validate your implementation.
- **Agent discovery endpoints** (up to 2 more points): No agent discovery documents found (MCP server card, A2A agent card, API catalog, agents.json, or OpenAPI description). How: Publish at least one machine-readable discovery document that applies to you, for example /.well-known/mcp.json for an MCP server, /.well-known/agent-card.json for an A2A agent, /.well-known/api-catalog for your APIs, or /openapi.json for a REST API. Two or more earn full marks.
- **Content feed** (up to 1 more points): No RSS or Atom feed detected. A content feed signals an actively updated site that agents should re-index. How: Create an RSS or Atom feed at /feed.xml or /rss.xml listing your most recent content with title, link, description, and pubDate per item. Add a <link rel="alternate" type="application/rss+xml" href="/feed.xml"> tag to your <head> so agents can discover it automatically. A feed that exists but is not advertised earns partial credit.

---

## Ready-to-deploy /llms.txt

This draft was generated from the site's own metadata and links. Review the wording, correct anything inaccurate, then save it as a plain text file at the site root so it resolves at https://csummerjones.com/llms.txt

```
# Healing By Summer

> Study with a virtual reiki master teacher at Healing By Summer, offering Online healing and training sessions worldwide.

## Key Pages
- [About](https://www.csummerjones.com/about)
- [Contact](https://www.csummerjones.com/contact)
- [Faq](https://www.csummerjones.com/faq)
- [News 1](https://www.csummerjones.com/news-1)
- [Reiki](https://www.csummerjones.com/reiki)
- [Services](https://www.csummerjones.com/services)
- [Integratedhealing](https://www.csummerjones.com/integratedhealing)
- [Hypnosis](https://www.csummerjones.com/hypnosis)

## About
This file follows the /llms.txt convention, which provides AI agents and language models with a structured map of this site. Learn more at https://llmstxt.org.
```

---

## Already passing, do not regress

These signals are already at full marks. Preserve them while making the changes above:

- **AI agent manifest** (10 pts): /llms.txt found (3394 bytes).
- **Indexability** (10 pts): The homepage can be indexed: no noindex directive, and robots.txt does not block search crawlers.
- **Crawler-visible content** (8 pts): 1117 chars server-rendered, 3 H1, 4 H2, 5 substantial paragraph(s). Page scores (homepage first): 8, 8, 6.5, 8 of 8. Inner pages can raise this score but never lower it.
- **AI crawler permissions** (8 pts): Open to all 14 tracked AI agents.
- **Page index** (6 pts): Valid sitemap index at /sitemap.xml with 2 child sitemap entries.
- **Social and citation metadata** (4 pts): Present: og:title, og:description, og:image, og:site_name. Page scores (homepage first): 4, 4, 4, 4 of 4. Inner pages can raise this score but never lower it.
- **Page identity signals** (7 pts): title: 55 chars, description: 120 chars. Page scores (homepage first): 7, 5.5, 5.5, 5.5 of 7. Inner pages can raise this score but never lower it.
- **Canonical authority** (4 pts): Canonical: https://www.csummerjones.com/. Page scores (homepage first): 4, 4, 4, 4 of 4. Inner pages can raise this score but never lower it.
- **Content freshness** (2 pts): 2 date signal(s) found. Most recent: 30-Sep-2026.

---

## When you are done

Deploy the changes, then rescan csummerjones.com at https://aiwebreadiness.com to confirm the score moved. The report tracks the delta between scans automatically.

Click the box to select all · 12,805 characters

/llms.txt draft

Ready-to-deploy file. Drop it in your site root so AI agents can find a structured map of what you offer.

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