CanAgentUse tools

UCP Suite

Validate Universal Commerce Protocol discovery, then test product search, carts, checkout links, and merchant handoff flows.

MCP Playground

Connect to remote MCP servers, inspect tools and resources, test prompts, auth, headers, notifications, and JSON-RPC responses.

A2A Playground

Inspect Agent Cards, validate advertised endpoints, and prepare safe requests for agent-to-agent workflows.

Agent Website Viewer

Enter a public URL and see the roles, names, landmarks, controls, and blockers that shape how AI agents understand the page.

SCANNED
Jul 7, 2026, 11:53 PM
VISIBILITY
Public
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73/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability72%Agent Easeof Use52%Security& Trust80%GEO, AIO, AEO62%SEO100%Performance89%Accessibility93%
  • AI Discoverability 72 out of 100
  • Agent Ease of Use 52 out of 100
  • Security & Trust 80 out of 100
  • GEO, AIO and AEO 62 out of 100
  • SEO 100 out of 100
  • Performance 89 out of 100
  • Accessibility 93 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Vivisimo — search-clustering pioneer acquired by IBM | YIPPY favicon

Vivisimo — search-clustering pioneer acquired by IBM | YIPPY

Vivisimo was an innovative technology company founded in 2000 by Carnegie Mellon University researchers Raúl Valdés-Pérez, Jerome Pesenti, and Chri...

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
72
Needs work4510View details
Discoverability
67
Needs work800
Content Readiness
96
Strong3400
Bot Access Control
58
Needs work310View details
Agent Ease of Use
52
Needs work821View details
Auth
43
Priority fix100
Skill Discovery
55
Needs work421View details
Google Agentic Browsing
100
Strong300
GEO, AIO and AEO
62
Needs work713View details
GEO Readiness
Not Applicable
Not Applicable300
AIO Readiness
Not Applicable
Not Applicable200
AEO Readiness
51
Needs work213View details
SEO
100
Strong900
SEO
100
Strong900
Security & Trust
80
Mostly ready2100
Security & Trust
80
Mostly ready2100
Performance
89
Mostly ready1600
Performance
89
Mostly ready1600

Prioritized recommendations

Issues ranked by score impact

6 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

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

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

Details

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.

    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=0

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

A2A Agent Card failed at "Detect A2A card version".

47 Fail

Needs attention

A2A Agent Card

Failed check
01

Issue

The discovered JSON document does not match a supported A2A Agent Card version family.

Details

02

Why it matters

A2A Agent Cards provide protocol-specific discovery for agent identity, skills, input and output modes, transport bindings, capabilities, and security requirements. Legacy A2A also used /.well-known/agent.json, so scanners must classify the card shape before reporting readiness.

Check name

A2A Agent Card

Score

53/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish a version-appropriate A2A Agent Card so A2A-compatible clients can discover agent skills and invoke the declared endpoint safely.

Result

A2A Agent Card failed at "Detect A2A card version".

Validation steps

  1. Detect A2A card version

    The discovered JSON document does not match a supported A2A Agent Card version family.

    A2A Agent Card version cannot be classified cleanly
  2. Validate version-specific card shape

    Document does not match a supported A2A Agent Card shape.

    A2A Agent Card shape is invalid for its version
    Missing required fields
    • skills[]
  3. Probe same-origin A2A endpoint

    A2A endpoint probing was skipped because the endpoint was cross-origin, unavailable from the card, or uses an unsupported binding.

    Advertised same-origin A2A endpoint did not answer a safe probe
Evidence log3 steps · 13 lines
Detect A2A card version [fail]! The discovered JSON document does not match a supported A2A Agent Card version family.INFODetect A2A card versionINFORead version indicators from the card detectionEvidence=[]FAILCompare detected A2A version family actual="unknown" expected="v0.1, v0.2, v0.3, or v1"FAILThe discovered JSON document does not match a supported A2A Agent Card version family.Validate version-specific card shape [fail]! Document does not match a supported A2A Agent Card shape.INFOValidate version-specific card shapeFAILCompare missing required card fields actual=["skills[]"] expected="none"FAILCheck every declared A2A skill has required name, description, and endpoint fields actual=0 expected=0 invalidSkills=[]INFOReview declared endpoint interfaces interfaces=[{"url":"https://yippy.com/","protocolBinding":"JSONRPC","issues":[]}]FAILDocument does not match a supported A2A Agent Card shape.Probe same-origin A2A endpoint [warning]! A2A endpoint probing was skipped because the endpoint was cross-origin, unavailable from the card, or uses an unsupported binding.INFOProbe same-origin A2A endpointINFOProbe same-origin A2A endpoint when scanner policy allows itSKIPSkipped endpoint probe reason="No valid A2A card was available to probe."WARNA2A endpoint probing was skipped because the endpoint was cross-origin, unavailable from the card, or uses an unsupported binding.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first passages

AEO: Answer-first passages scored 0/100 and needs a fix.

9 Fail

Needs attention

AEO: Answer-first passages

Failed check
01

Issue

12 section(s) bury or omit a concise opening answer. No direct definition pattern was detected.

Details

02

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: Question and answer structure

AEO: Question and answer structure scored 55/100 and needs improvement.

4 Warning

Needs attention

AEO: Question and answer structure

Warning
01

Issue

No natural question headings were detected. No visible FAQ or Q&A pattern was detected.

Details

02

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

55/100

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: Question and answer structure scored 55/100 and needs improvement.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 69/100 and needs improvement.

3 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

No direct definition sentence was detected.

Details

02

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

69/100

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: Entity and definition clarity scored 69/100 and needs improvement.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Evidence and trust

AEO: Evidence and trust scored 71/100 and needs improvement.

3 Warning

Needs attention

AEO: Evidence and trust

Warning
01

Issue

Missing answer evidence or trust signals: publisher, sources.

Details

02

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

71/100

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: Evidence and trust scored 71/100 and needs improvement.

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Score history

Public scan score over time

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1 reports
Public score history report links
Scan dateScoreReadinessReport
73/100Level 3, Bot-AwareCurrent report