Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 64 out of 100
- Agent Ease of Use 57 out of 100
- Security & Trust 52 out of 100
- GEO, AIO and AEO 58 out of 100
- SEO 100 out of 100
- Performance 85 out of 100
- Accessibility 65 out of 100
What AI sees of your website
Towards Data Science
Your home for data science and AI. The world’s leading publication for data science, data analytics, data engineering, machine learning, and artificial intelligence professionals.
Next step
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1 failed check is ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.
| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 64 | Needs work | 34 | 1 | 1 | View details |
| Discoverability | 67 | Needs work | 8 | 0 | 0 | |
| Content Readiness | 66 | Needs work | 24 | 1 | 1 | View details |
| Bot Access Control | 60 | Needs work | 2 | 0 | 0 | |
| Agent Ease of Use | 57 | Needs work | 1 | 0 | 0 | |
| Google Agentic Browsing | 91 | Strong | 1 | 0 | 0 | |
| GEO, AIO and AEO | 58 | Needs work | 6 | 0 | 0 | |
| GEO Readiness | Not Applicable | Not Applicable | 1 | 0 | 0 | |
| AIO Readiness | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| AEO Readiness | Not Applicable | Not Applicable | 1 | 0 | 0 | |
| SEO | 100 | Strong | 10 | 0 | 0 | |
| SEO | 100 | Strong | 10 | 0 | 0 | |
| Security & Trust | 52 | Needs work | 9 | 1 | 0 | View details |
| Security & Trust | 52 | Needs work | 9 | 1 | 0 | View details |
| Performance | 85 | Mostly ready | 11 | 1 | 0 | View details |
| Performance | 85 | Mostly ready | 11 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
3 items need attention
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy failed at "Find enforcing CSP delivery".
60 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy failed at "Find enforcing CSP delivery".
Needs attention
Content-Security-Policy
Issue
Applicable HTML response is missing an enforcing Content-Security-Policy header.
Why it matters
Content Security Policy reduces the impact of injection bugs by limiting where scripts, styles, frames, forms, and other browser resources can load or execute.
Check name
Content-Security-Policy
Score
40/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain browser resource loading and script execution with an enforcing Content-Security-Policy header.
Result
Content-Security-Policy failed at "Find enforcing CSP delivery".
Validation steps
Find enforcing CSP delivery
Applicable HTML response is missing an enforcing Content-Security-Policy header.
Evidence log1 step · 4 lines
Find enforcing CSP delivery [fail]! Applicable HTML response is missing an enforcing Content-Security-Policy header.INFOFind enforcing CSP deliveryINFORead CSP delivery headers enforcingHeader="missing" reportOnlyHeader="missing" metaPolicyCount=0 legacyHeadersPresent=[]FAILRequire enforcing Content-Security-Policy header actual="missing" expected="present" issue="Applicable HTML response is missing an enforcing Content-Security-Policy header."FAILApplicable HTML response is missing an enforcing Content-Security-Policy header.AI DiscoverabilityContent ReadinessEstablished
Author attribution
Author attribution is partially implemented.
45 Warning
AI DiscoverabilityContent ReadinessEstablished
Author attribution
Author attribution is partially implemented.
Needs attention
Author attribution
Issue
No named author or publisher identity could be extracted.
Why it matters
Author attribution helps agents cite content responsibly, assess source credibility, and distinguish editorial pages from anonymous marketing copy.
Check name
Author attribution
Score
55/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Identify content authors or publishers for trust and attribution.
Result
Author attribution is partially implemented.
Validation steps
Schema.org attribution
Schema.org attribution is incomplete or relies only on publisher/fallback evidence.
Author identity quality
No named author or publisher identity could be extracted.
Evidence log2 steps · 8 lines
Schema.org attribution [warning]! Schema.org attribution is incomplete or relies only on publisher/fallback evidence.INFOSchema.org attributionINFOChecking structured data for author, creator, and publisher contributorsWARNCheck named Schema.org author count actual=0 expected="> 0" authorCount=0 publisherCount=1 namedContributors=0 authors=[] publishers=[{"role":"publisher","id":"https://towardsdatascience.com/#organization","sameAs":[],"format":"json-ld","mergedName":false}] formats=["json-ld"]WARNSchema.org attribution is incomplete or fallback-only authorCount=0 publisherCount=1 authors=[] publishers=[{"role":"publisher","id":"https://towardsdatascience.com/#organization","sameAs":[],"format":"json-ld","mergedName":false}]Author identity quality [fail]! No named author or publisher identity could be extracted.INFOAuthor identity qualityINFOChecking contributors for stable identity signalsFAILCheck identified contributor count actual=0 expected="> 0" namedContributors=0 identifiedContributors=[] unidentifiedContributors=[{"role":"publisher","id":"https://towardsdatascience.com/#organization","sameAs":[],"format":"json-ld","mergedName":false}]FAILNo named contributor identity could be extracted
PerformancePerformanceBrowser audit
Avoid large layout shifts
100 Fail
PerformancePerformanceBrowser audit
Avoid large layout shifts
Check name
Avoid large layout shifts
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
3 layout shifts found
Fix guidance
These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "3 layout shifts found",
"description": "These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)"
}Sign in to see 43 other issues and the full report
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Score history
Public scan score over time
Public reports for this website origin. Select any point or report link to open that canonical report.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 63/100 | Level 3, Bot-Aware | Current report |