Overall AI readiness score
A combined result across all audit signals.
Average
AI readiness audit: 7/21/2026Public technical data
Overall AI readiness assessment
How ready mostrecommendedbooks.com is for AI systems
Most Recommended Books was independently audited by llmsmap. mostrecommendedbooks.com currently scores 68/100 for AI readiness. The result combines AI-specific files, crawler policy, sitemap discovery, structured homepage data, and—when available—the mobile Google Lighthouse technical profile.
Audit context
llms.txt is accessible and contains 503 tokens. No accessible llms-full.txt was detected, so deeper context still has to be assembled from regular pages. No separate ai.txt policy was detected; it is optional, but can clarify training, retrieval, and attribution preferences.
robots.txt is available. 11 of 11 tracked AI bots are not blocked. Declared sitemaps: 1. No Schema.org type was detected on the homepage. 0 OpenGraph tags were found and markup completeness is 0%, leaving more entity interpretation to crawlers.
The mobile Lighthouse profile adds Performance 95/100, Accessibility 96/100, Best Practices 100/100, SEO 100/100, and experimental Agentic Browsing 100/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.
Confirmed strengths
- Accessible llms.txt
- 1 sitemap declaration
- Strong Google agentic signals
Priority improvements
- 1Add llms-full.txt for richer first-party context.
- 2Add JSON-LD for the organisation, website, and core entities.
- 3Complete OpenGraph and canonical homepage metadata.
llms.txt tokens503
llms-full.txt tokens98,510
ai.txt
sitemap.xml
Google Lighthouse technical profile
A mobile Lighthouse measurement. Google’s experimental Agentic Browsing category is explained separately and does not replace the broader llmsmap AI-readiness score.
95
Performance
96
Accessibility
100
Best Practices
100
Technical SEO
100
Agentic Browsing
What these results mean
The mobile page renders efficiently; its largest visible content block appeared in 2.9 s.
Accessibility scored 96/100, Best Practices 100/100, and technical SEO 100/100. The experimental Agentic Browsing category scored 100/100. It measures signals Google currently tests for software agents and is shown separately from the llmsmap AI-readiness score.
1
Reduce code that loads without helping the page
Remove unused CSS and JavaScript, load heavy widgets on demand, and limit third-party scripts. Less code means less parsing and background work on the device.
2
Optimise images and their loading order
Serve correctly sized modern formats, prioritise the primary visual, and lazy-load content below the first viewport.
3
Reduce network delay
Improve server response time, remove unnecessary redirects and repeat downloads, and use compression, caching, and selective preconnect hints.
4
Improve interface contrast and readability
Increase contrast for text, states, and interactive controls so both people and visual agents can distinguish content from actions and supporting labels.
FCP1.1 s
First content
LCP2.9 s
Main content
CLS0
Layout stability
TBT0 ms
Blocking time
SI1.4 s
Visual speed
Metric glossary
- FCP · First content
- When the first text or image appeared on screen.
- LCP · Main content
- When the largest visible element in the first viewport rendered.
- CLS · Layout stability
- How much content shifted unexpectedly while loading; lower is better.
- TBT · Blocking time
- How long the browser main thread could not respond quickly to input.
- SI · Visual speed
- How quickly the visible viewport filled with content.
7/21/2026Lighthouse 13.4.0Mobile profile
AI readiness checks
Machine-readable files, crawler policy, discovery, and homepage markup.
llms-full.txt
Full version was not found
ai.txt
ai.txt file was not found
Sitemap in robots.txt1
1 sitemap found
Schema.org (JSON-LD)
Schema.org markup was not found on the homepage
OpenGraph
OpenGraph tags were not found on the homepage
AI bot access
Based on robots.txt analysis
GPTBotAllowed
OAI-SearchBotAllowed
ChatGPT-UserNot mentioned
Google-ExtendedAllowed
ClaudeBotAllowed
Claude-SearchBotNot mentioned
Claude-UserNot mentioned
BytespiderNot mentioned
CCBotAllowed
PerplexityBotAllowed
Perplexity-UserNot mentioned
Sitemaps
Declared discovery routes for crawlers and agents.
# Most Recommended Books > Human-curated book database of 760+ people recs, 1,300+ lists, 44,000+ series, and 430+ summaries. ## Core hubs - [Home](https://mostrecommendedbooks.com/) : entry point - [People](https://mostrecommendedbooks.com/people) : 760+ influencers & picks - [Lists](https://mostrecommendedbooks.com/lists) : 1,300+ consensus "best-of" lists - [Series](https://mostrecommendedbooks.com/series) : 44,000+ series reading orders - [Summaries](https://mostrecommendedbooks.com/summaries) : 430+ one-page summaries - [Blog](https://mostrecommendedbooks.com/blog) : editorial guides that support MRB database pages - [Tools](https://mostrecommendedbooks.com/tools) : reader tools as they go live - [Search](https://mostrecommendedbooks.com/search) : user utility for finding MRB pages, not an SEO landing page - [Contact](https://mostrecommendedbooks.com/contact) : corrections & feedback - [About](https://mostrecommendedbooks.com/about) : our story & team - [Methodology](https://mostrecommendedbooks.com/methodology) : how recommendations are verified, sourced, and counted ## AI & agent access - [Developers](https://mostrecommendedbooks.com/developers) : free read-only JSON API + MCP server, no auth, attribution requested - [OpenAPI spec](https://mostrecommendedbooks.com/openapi.yaml) : OpenAPI 3.1 description of the public API - [MCP server](https://mostrecommendedbooks.com/api/mcp) : Model Context Protocol endpoint (Streamable HTTP) — who-recommends-what, series reading orders, summaries ## Optional - [llms-full.txt](https://mostrecommendedbooks.com/llms-full.txt) : full index of every people, list, and summary page plus the most-read series reading orders ## Policies - [Terms of Service](https://mostrecommendedbooks.com/legal/terms-of-service) - [Privacy Policy](https://mostrecommendedbooks.com/legal/privacy-policy) - [Cookie Policy](https://mostrecommendedbooks.com/legal/cookie-policy) - [Affiliate Disclosure](https://mostrecommendedbooks.com/legal/affiliate-disclosure)
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Added 7/19/2026