Export Report
OVERALL SCORE
Level 4, Mostly Ready
- AI Discoverability 70 out of 100
- Agent Ease of Use 74 out of 100
- Security & Trust 74 out of 100
- GEO, AIO and AEO 67 out of 100
- SEO 100 out of 100
- Performance 97 out of 100
- Accessibility 88 out of 100
What AI sees of your website
Jimmy Song | AI Native Infra Blog
Focusing on engineering problems in production environments for AI-native infrastructure, GPU virtualization, and heterogeneous computing governance: runtime, …
Next step
Turn this report into a fix workflow
2 failed checks are 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 | 70 | Needs work | 36 | 1 | 0 | View details |
| Discoverability | 80 | Mostly ready | 8 | 0 | 0 | |
| Content Readiness | 86 | Mostly ready | 25 | 0 | 0 | |
| Bot Access Control | 50 | Needs work | 3 | 1 | 0 | View details |
| Agent Ease of Use | 74 | Needs work | 33 | 1 | 2 | View details |
| API | 92 | Strong | 12 | 0 | 0 | |
| Auth | 80 | Mostly ready | 13 | 0 | 0 | |
| MCP | 45 | Priority fix | 2 | 0 | 0 | |
| Skill Discovery | 59 | Needs work | 4 | 1 | 2 | View details |
| Google Agentic Browsing | 96 | Strong | 2 | 0 | 0 | |
| GEO, AIO and AEO | 67 | Needs work | 9 | 0 | 0 | |
| GEO Readiness | Not Applicable | Not Applicable | 3 | 0 | 0 | |
| AIO Readiness | Not Applicable | Not Applicable | 3 | 0 | 0 | |
| AEO Readiness | Not Applicable | Not Applicable | 3 | 0 | 0 | |
| SEO | 100 | Strong | 10 | 0 | 0 | |
| SEO | 100 | Strong | 10 | 0 | 0 | |
| Security & Trust | 74 | Needs work | 18 | 0 | 0 | |
| Security & Trust | 74 | Needs work | 18 | 0 | 0 | |
| Performance | 97 | Strong | 14 | 1 | 0 | View details |
| Performance | 97 | Strong | 14 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
3 items need attention
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt failed at "Classify AI crawler rules".
69 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt failed at "Classify AI crawler rules".
Needs attention
AI bot rules in robots.txt
Issue
No explicit User-agent rules were found for major AI crawler tokens.
Details
Why it matters
AI crawler product tokens have different meanings. Explicit robots.txt groups make training, search, and retrieval access policy auditable for compliant crawler operators.
Check name
AI bot rules in robots.txt
Score
31/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Declare deliberate robots.txt rules for major AI training, AI search, user-triggered, and dataset crawlers.
Result
AI bot rules in robots.txt failed at "Classify AI crawler rules".
Validation steps
Classify AI crawler rules
No explicit User-agent rules were found for major AI crawler tokens.
robots.txt lacks explicit AI crawler rules
Evidence log1 step · 6 lines
Classify AI crawler rules [fail]! No explicit User-agent rules were found for major AI crawler tokens.INFOClassify AI crawler rulesINFOParsing User-agent groups and Allow/Disallow records for known AI crawler tokens evaluatedPath="/"INFOEvaluating exact User-agent matches before wildcard fallback exactAiPolicyCount=0 totalCrawlerTokens=18FAILNo explicit AI crawler User-agent groups were found examplesExpected=["GPTBot","OAI-SearchBot","ClaudeBot","Google-Extended","CCBot"]FAILCompare explicit AI crawler coverage actual=0 expected="> 0 explicit non-search AI crawler policies" missingTokens=["GPTBot","OAI-SearchBot","ChatGPT-User","ClaudeBot","Claude-SearchBot","Claude-User","Google-Extended","Applebot-Extended","Amazonbot","Amzn-SearchBot","Amzn-User","PerplexityBot"]INFOResolved effective root-path policy for crawler tokens blocked=0 allowed=21 unspecified=0Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate skill content".
30 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate skill content".
Needs attention
Agent Skills index
Issue
SKILL.md is missing YAML frontmatter.
Details
Why it matters
An Agent Skills index lets agents discover task-specific instructions through a small trusted index, then verify and load only the skill artifacts they need.
Check name
Agent Skills index
Score
70/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an Agent Skills discovery index that advertises digest-pinned SKILL.md or archive artifacts.
Result
Agent Skills index failed at "Validate skill content".
Validation steps
Validate skill entries
One or more Agent Skills entries have quality or trust warnings.
One or more skill entries are invalid
Skill entry findings
[ { "index": 0, "valid": true, "name": "website-content", "type": "skill-md", "description": "Discover, search, cite, and navigate Jimmy Song website content and agent-facing APIs.", "url": "https://jimmysong.io/.well-known/agent-skills/website-content/SKILL.md", "digest": "sha256:0e47958b8dffd28a7a7bf4af030f6d21d4cf94dc99c481f33245b4b8140632df", "resolvedUrl": "https://jimmysong.io/.well-known/agent-skills/website-content/SKILL.md", "originClass": "same-origin", "missing": [], "invalid": [], "warnings": [ "description should explain when to use the skill" ] } ]Validate skill content
SKILL.md is missing YAML frontmatter.
Skill artifact content is invalid
Skill content findings
- SKILL.md is missing YAML frontmatter.
- SKILL.md body lacks obvious workflow, input/output, example, or validation guidance.
Review skill artifact security
SKILL.md references external URLs; fetched content is an additional trust boundary (https://website-rag-worker.jimmysong.io/chat`.).
Skill artifacts contain security findings
Agent Skills security findings
- SKILL.md references external URLs; fetched content is an additional trust boundary (https://website-rag-worker.jimmysong.io/chat`.).
Evidence log3 steps · 14 lines
Validate skill entries [warning]! One or more Agent Skills entries have quality or trust warnings.INFOValidate skill entriesWARNCompare advertised skill count actual=1 expected="> 0"WARNCompare valid skill entry count actual=1 expected="same as advertised skill count"WARNSkill entry warning skill={"index":0,"valid":true,"name":"website-content","type":"skill-md","description":"Discover, search, cite, and navigate Jimmy Song website content and agent-facing APIs.","url":"https://jimmysong.io/.well-known/agent-skills/website-content/SKILL.md","digest":"sha256:0e47958b8dffd28a7a7bf4af030f6d21d4cf94dc99c481f33245b4b8140632df","resolvedUrl":"https://jimmysong.io/.well-known/agent-skills/website-content/SKILL.md","originClass":"same-origin","missing":[],"invalid":[],"warnings":["description should explain when to use the skill"]}WARNOne or more Agent Skills entries have quality or trust warnings.Validate skill content [fail]! SKILL.md is missing YAML frontmatter.INFOValidate skill contentFAILCompare skill artifact content failures actual=1 expected=0 name="website-content" type="skill-md" url="https://jimmysong.io/.well-known/agent-skills/website-content/SKILL.md"FAILSkill content validation failure name="website-content" failure="SKILL.md is missing YAML frontmatter."WARNSkill content validation warning name="website-content" warning="SKILL.md body lacks obvious workflow, input/output, example, or validation guidance."FAILSKILL.md is missing YAML frontmatter.Review skill artifact security [warning]! SKILL.md references external URLs; fetched content is an additional trust boundary (https://website-rag-worker.jimmysong.io/chat`.).INFOReview skill artifact securityFAILCompare security finding count actual=1 expected=0WARNAgent Skills artifact security warning finding="SKILL.md references external URLs; fetched content is an additional trust boundary (https://website-rag-worker.jimmysong.io/chat`.)."WARNSKILL.md references external URLs; fetched content is an additional trust boundary (https://website-rag-worker.jimmysong.io/chat`.).
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
web.dev/learn/performanceEvidence
{
"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 36 other issues and the full report
Create a free account to unlock every issue, evidence details, exports, and higher free limits.
Fix with MCP or CLI
Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.
Score history