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51/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability42%Agent Easeof Use46%Security& Trust61%GEO, AIO, AEO58%SEO92%Performance94%Accessibility0%
  • AI Discoverability 42 out of 100
  • Agent Ease of Use 46 out of 100
  • Security & Trust 61 out of 100
  • GEO, AIO and AEO 58 out of 100
  • SEO 92 out of 100
  • Performance 94 out of 100
  • Accessibility 0 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Welcome to Python.org favicon

Welcome to Python.org

The official home of the Python Programming Language

Next step

Turn this report into a fix workflow

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
42
Priority fix1921View details
Discoverability
40
Priority fix400
Content Readiness
40
Priority fix1411View details
Bot Access Control
45
Priority fix110View details
Agent Ease of Use
46
Priority fix130View details
Auth
37
Priority fix130View details
GEO, AIO and AEO
58
Needs work700
GEO Readiness
Not Applicable
Not Applicable200
AIO Readiness
Not Applicable
Not Applicable300
AEO Readiness
Not Applicable
Not Applicable200
SEO
92
Strong800
SEO
92
Strong800
Security & Trust
61
Needs work1300
Security & Trust
61
Needs work1300
Performance
94
Strong1100
Performance
94
Strong1100

Prioritized recommendations

Issues ranked by score impact

3 items need attention

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

Auth.md Agent Registration failed at "Fetch and validate /auth.md".

90 Fail

Needs attention

Auth.md Agent Registration

Failed check
01

Issue

auth.md could not be fetched.

02

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

  1. Fetch and validate /auth.md

    auth.md could not be fetched.

  2. Validate protected resource metadata

    OAuth Protected Resource Metadata could not be fetched.

  3. Validate Auth.md authorization metadata

    OAuth authorization-server metadata could not be fetched.

Evidence log3 steps · 18 lines
Fetch and validate /auth.md [fail]! auth.md could not be fetched.INFOFetch and validate /auth.mdINFOFetch Auth.md-related resource path="/auth.md" statusCode=404 contentType="text/html; charset=utf-8" bytes=32722FAILCompare 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="auth.md could not be fetched."FAILauth.md could not be fetched.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=32780FAILCompare 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=32784FAILCompare 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.

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

AI bot rules in robots.txt failed at "Classify AI crawler rules".

69 Fail

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

No explicit User-agent rules were found for major AI crawler tokens.

02

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

  1. Classify AI crawler rules

    No explicit User-agent rules were found for major AI crawler tokens.

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=0

AI DiscoverabilityContent ReadinessEstablished

Author attribution

Author attribution is partially implemented.

45 Warning

Needs attention

Author attribution

Warning
01

Issue

No named author or publisher identity could be extracted.

02

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

  1. Schema.org attribution

    Schema.org attribution is incomplete or relies only on publisher/fallback evidence.

  2. 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=0 namedContributors=0 authors=[] publishers=[] formats=[]WARNSchema.org attribution is incomplete or fallback-only authorCount=0 publisherCount=0 authors=[] publishers=[]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=[]FAILNo named contributor identity could be extracted

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Score history

Public scan score over time

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2 reports
Public score history report links
Scan dateScoreReadinessReport
51/100Level 3, Bot-AwareCurrent report
51/100Level 3, Bot-AwareView report