Overall AI readiness score
A combined result across all audit signals.
Average
AI readiness audit: 11/12/2026Public technical data
Overall AI readiness assessment
How ready datacircle.dev is for AI systems
datacircle.dev was independently audited by llmsmap. datacircle.dev currently scores 60/100 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 — 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: 3. 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 Google Lighthouse measurement is still collecting. Once complete, performance, accessibility, technical quality, SEO, and experimental browser-agent signals will be added with a limited weight.
Confirmed strengths
- Accessible llms.txt
- 3 sitemap declarations
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 tokens—
llms-full.txt tokens—
ai.txt
sitemap.xml
Google Lighthouse technical profile
The background queue is collecting mobile Performance, Accessibility, Best Practices, SEO, and experimental browser-agent signals.
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.txt3
3 sitemaps 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-UserAllowed
Google-ExtendedAllowed
ClaudeBotAllowed
Claude-SearchBotAllowed
Claude-UserAllowed
BytespiderAllowed
CCBotAllowed
PerplexityBotAllowed
Perplexity-UserAllowed
Sitemaps
Declared discovery routes for crawlers and agents.
Share or continue the analysis
Share this audit
Discuss with AI
Added 11/8/2026
Similar sites in the directory
Sites with a close AI-readiness score — compare how they set up llms.txt and markup.