Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 47 out of 100
- Agent Ease of Use 52 out of 100
- Security & Trust 94 out of 100
- GEO, AIO and AEO 37 out of 100
- SEO 85 out of 100
- Performance 77 out of 100
- Accessibility 26 out of 100
What AI sees of your website
서울대학교
서울대학교
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 47 | Priority fix | 16 | 3 | 1 | View details |
| Discoverability | 40 | Priority fix | 4 | 0 | 0 | |
| Content Readiness | 39 | Priority fix | 10 | 3 | 1 | View details |
| Bot Access Control | 60 | Needs work | 2 | 0 | 0 | |
| Agent Ease of Use | 52 | Needs work | 8 | 3 | 0 | View details |
| API | 50 | Needs work | 4 | 0 | 0 | |
| Auth | 10 | Priority fix | 1 | 3 | 0 | View details |
| Skill Discovery | 54 | Needs work | 1 | 0 | 0 | |
| Google Agentic Browsing | 100 | Strong | 2 | 0 | 0 | |
| GEO, AIO and AEO | 37 | Priority fix | 3 | 4 | 1 | View details |
| AIO Readiness | Not Applicable | Not Applicable | 2 | 0 | 0 | |
| AEO Readiness | 18 | Priority fix | 1 | 4 | 1 | View details |
| SEO | 85 | Mostly ready | 8 | 0 | 0 | |
| SEO | 85 | Mostly ready | 8 | 0 | 0 | |
| Security & Trust | 94 | Strong | 25 | 0 | 0 | |
| Security & Trust | 94 | Strong | 25 | 0 | 0 | |
| Performance | 77 | Mostly ready | 9 | 0 | 0 | |
| Performance | 77 | Mostly ready | 9 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
7 items need attention
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
100 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing any valid freshness date in Last-Modified, Schema.org, Open Graph, Dublin Core, generic meta, or sitemap lastmod.
Details
Why it matters
Freshness signals help agents, crawlers, and search systems decide whether content is current enough to cite, summarize, cache, or compare against newer sources.
Check name
Content freshness signals
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval, citation, and ranking.
Result
Content freshness signals is missing or incomplete.
Validation steps
Validate Last-Modified header
No valid Last-Modified HTTP header was found.
Last-Modified freshness signal is missing or invalid
Validate structured freshness dates
No Schema.org freshness dates were found.
Structured freshness dates are missing or invalid
Validate metadata freshness dates
No Open Graph, Dublin Core, or generic meta freshness date was found.
Metadata freshness dates are missing or invalid
Corroborate with sitemap lastmod
Add a sitemap entry with a valid lastmod for the canonical page URL when sitemap corroboration is useful.
Sitemap lastmod corroboration is missing
Evidence log4 steps · 16 lines
Validate Last-Modified header [fail]! No valid Last-Modified HTTP header was found.INFOValidate Last-Modified headerINFOReading Last-Modified response headerFAILCheck Last-Modified header is present and parseable actual="missing" expected="valid" alternateDates=[]FAILLast-Modified header is missing or invalidValidate structured freshness dates [fail]! No Schema.org freshness dates were found.INFOValidate structured freshness datesINFOCollecting Schema.org freshness dates from JSON-LD, Microdata, and RDFaFAILCheck structured freshness date count actual=0 expected="> 0" invalidDateCount=0 formats={} alternateDates=[]FAILNo structured freshness dates foundValidate metadata freshness dates [fail]! No Open Graph, Dublin Core, or generic meta freshness date was found.INFOValidate metadata freshness datesINFOCollecting Open Graph, Dublin Core, and generic meta freshness datesFAILCheck metadata freshness date count actual=0 expected="> 0" metaDateCount=0 invalidDateCount=0 alternateDates=[]FAILNo metadata freshness dates foundCorroborate with sitemap lastmod [warning]INFOCorroborate with sitemap lastmodINFODiscovering sitemap candidates and matching the scanned page URL candidateCount=1 attempts=1WARNCheck matching sitemap lastmod actual="no match" expected="valid match when available" robotsStatusCode=200WARNNo matching sitemap lastmod found after sitemap attempts attempts=1
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration failed at "Fetch and validate /auth.md".
90 Fail
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration failed at "Fetch and validate /auth.md".
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match Auth.md v1 agent registration guidance. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing registration instructions; missing OAuth Protected Resource Metadata discovery guidance; missing OAuth authorization-server metadata guidance; missing Auth.md credential type guidance; missing agent_verified/user_claimed or claim ceremony guidance; missing credential usage, expiry, error, or revocation guidance.
Details
Why it matters
Human login and signup flows are often opaque to agents. Auth.md gives automated clients a stable registration contract instead of forcing them to scrape docs, automate browser forms, or guess credential flows.
Check name
Auth.md Agent Registration
Score
10/100
Status
fail
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md v1 metadata so agents can discover how to register, claim a user, and obtain credentials.
Result
Auth.md Agent Registration failed at "Fetch and validate /auth.md".
Validation steps
Fetch and validate /auth.md
auth.md response did not match Auth.md v1 agent registration guidance. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing registration instructions; missing OAuth Protected Resource Metadata discovery guidance; missing OAuth authorization-server metadata guidance; missing Auth.md credential type guidance; missing agent_verified/user_claimed or claim ceremony guidance; missing credential usage, expiry, error, or revocation guidance.
/auth.md is missing or not usable as agent registration guidance
Validate protected resource metadata
OAuth Protected Resource Metadata could not be fetched.
Auth.md protected-resource metadata is missing or incomplete
Validate Auth.md authorization metadata
OAuth authorization-server metadata could not be fetched.
Authorization-server metadata lacks Auth.md v1 fields
Evidence log3 steps · 21 lines
Fetch and validate /auth.md [fail]! auth.md response did not match Auth.md v1 agent registration guidance. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing registration instructions; missing OAuth Protected Resource Metadata discovery guidance; missing OAuth authorization-server metadata guidance; missing Auth.md credential type guidance; missing agent_verified/user_claimed or claim ceremony guidance; missing credential usage, expiry, error, or revocation guidance.INFOFetch and validate /auth.mdINFOFetch Auth.md-related resource path="/auth.md" statusCode=200 contentType="text/html; charset=UTF-8" bytes=308FAILCompare response Content-Type with expected Auth.md media type actual=false expected=trueFAILCompare Auth.md/OAuth metadata validation result actual=false expected=trueFAILCompare Auth.md content length actual=275 expected=">= 80 characters"WARNAuth.md validation warning warning="missing agent_verified/user_claimed or claim ceremony guidance"WARNAuth.md validation warning warning="missing credential usage, expiry, error, or revocation guidance"FAILAuth.md validation issue issue="auth.md response did not match Auth.md v1 agent registration guidance. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing OAuth Protected Resource Metadata discovery guidance; missing OAuth authorization-server metadata guidance; missing Auth.md credential type guidance; missing agent_verified/user_claimed or claim ceremony guidance; missing credential usage, expiry, error, or revocation guidance."FAILauth.md response did not match Auth.md v1 agent registration guidance. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing registration instructions; missing OAuth Protected Resource Metadata discovery guidance; missing OAuth authorization-server metadata guidance; missing Auth.md credential type guidance; missing agent_verified/user_claimed or claim ceremony guidance; missing credential usage, expiry, error, or revocation guidance.Validate protected resource metadata [fail]! OAuth Protected Resource Metadata could not be fetched.INFOValidate protected resource metadataINFOFetch Auth.md-related resource path="/.well-known/oauth-protected-resource" statusCode=404 contentType="text/html; charset=UTF-8" bytes=2164FAILCompare response Content-Type with expected Auth.md media type actual=false expected=trueFAILCompare Auth.md/OAuth metadata validation result actual=false expected=trueFAILAuth.md validation issue issue="OAuth Protected Resource Metadata could not be fetched."FAILOAuth Protected Resource Metadata could not be fetched.Validate Auth.md authorization metadata [fail]! OAuth authorization-server metadata could not be fetched.INFOValidate Auth.md authorization metadataINFOFetch Auth.md-related resource path="/.well-known/oauth-authorization-server" statusCode=404 contentType="text/html; charset=UTF-8" bytes=2164FAILCompare response Content-Type with expected Auth.md media type actual=false expected=trueFAILCompare Auth.md/OAuth metadata validation result actual=false expected=trueFAILAuth.md validation issue issue="OAuth authorization-server metadata could not be fetched."FAILOAuth authorization-server metadata could not be fetched.
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first passages
AEO: Answer-first passages scored 0/100 and needs a fix.
7 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first passages
AEO: Answer-first passages scored 0/100 and needs a fix.
Needs attention
AEO: Answer-first passages
Issue
2 section(s) bury or omit a concise opening answer. No direct definition pattern was detected.
Details
Why it matters
Answer engines need visible answer passages, clear question and heading structure, entity definitions, evidence, and trust signals. These signals improve extraction and attribution, but they do not guarantee answer-engine citations or search features.
Check name
AEO: Answer-first passages
Score
0/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.
Result
AEO: Answer-first passages scored 0/100 and needs a fix.
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Evidence and trust
AEO: Evidence and trust scored 43/100 and needs a fix.
4 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Evidence and trust
AEO: Evidence and trust scored 43/100 and needs a fix.
Needs attention
AEO: Evidence and trust
Issue
Missing answer evidence or trust signals: author, publisher, freshnessDate, policyLinks.
Details
Why it matters
Answer engines need visible answer passages, clear question and heading structure, entity definitions, evidence, and trust signals. These signals improve extraction and attribution, but they do not guarantee answer-engine citations or search features.
Check name
AEO: Evidence and trust
Score
43/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.
Result
AEO: Evidence and trust scored 43/100 and needs a fix.
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 44/100 and needs a fix.
4 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 44/100 and needs a fix.
Needs attention
AEO: Entity and definition clarity
Issue
Expected exactly one h1, found 11. Title, h1, description, and opening copy are weakly aligned. No direct definition sentence was detected.
Details
Why it matters
Answer engines need visible answer passages, clear question and heading structure, entity definitions, evidence, and trust signals. These signals improve extraction and attribution, but they do not guarantee answer-engine citations or search features.
Check name
AEO: Entity and definition clarity
Score
44/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.
Result
AEO: Entity and definition clarity scored 44/100 and needs a fix.
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question and answer structure
AEO: Question and answer structure scored 47/100 and needs a fix.
4 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question and answer structure
AEO: Question and answer structure scored 47/100 and needs a fix.
Needs attention
AEO: Question and answer structure
Issue
No natural question headings were detected. No visible FAQ or Q&A pattern was detected. Heading structure issues were detected.
Details
Why it matters
Answer engines need visible answer passages, clear question and heading structure, entity definitions, evidence, and trust signals. These signals improve extraction and attribution, but they do not guarantee answer-engine citations or search features.
Check name
AEO: Question and answer structure
Score
47/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.
Result
AEO: Question and answer structure scored 47/100 and needs a fix.
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Extractable visible copy
AEO: Extractable visible copy scored 68/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Extractable visible copy
AEO: Extractable visible copy scored 68/100 and needs improvement.
Needs attention
AEO: Extractable visible copy
Issue
Visible text has few answer-oriented terms or explanatory markers.
Details
Why it matters
Answer engines need visible answer passages, clear question and heading structure, entity definitions, evidence, and trust signals. These signals improve extraction and attribution, but they do not guarantee answer-engine citations or search features.
Check name
AEO: Extractable visible copy
Score
68/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to extract, answer from, and attribute without promising inclusion in any proprietary answer surface.
Result
AEO: Extractable visible copy scored 68/100 and needs improvement.
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Score history