CanAgentUse

CanAgentUse products

MCP ServerInstall CanAgentUse in your coding agent so scan findings become repo-ready fixes.View product WooCommerce PluginPublish UCP discovery and agent-ready commerce signals from WooCommerce without rebuilding checkout.View product Shopify PluginAdd UCP discovery, storefront metadata checks, and controlled cart-to-checkout flows for shopping agents.View product AgentReady CIScan commits and PRs, publish reports, and choose which agent-readiness failures should block merges.View product

CanAgentUse tools

UCP Suite

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

UCP ValidatorUCP Playground

MCP Playground

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

MCP Playground

A2A Playground

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

A2A Playground

Agent Website Viewer

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

Agent Website Viewer
New Scan
https://www.mediapart.fr/
SCANNED
Jul 3, 2026, 6:50 AM
VISIBILITY
Public
SUITE2026.06.10
Rescan Report
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64/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability52%Agent Easeof Use50%Security& Trust83%GEO, AIO, AEO61%SEO100%Performance92%Accessibility83%
  • AI Discoverability 52 out of 100
  • Agent Ease of Use 50 out of 100
  • Security & Trust 83 out of 100
  • GEO, AIO and AEO 61 out of 100
  • SEO 100 out of 100
  • Performance 92 out of 100
  • Accessibility 83 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Mediapart - Actualité, enquêtes et dossiers d’investigation en toute indépendance ! favicon

Mediapart - Actualité, enquêtes et dossiers d’investigation en toute indépendance !

Mediapart est un journal d’information numérique, participatif et indépendant, sans publicité ni subvention, et qui ne vit que du soutien de ses lecteurs et lectrices.

Open Agent View

Next step

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Fix with MCP / CLI
Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
52
Needs work2131View details
Discoverability
47
Priority fix600
Content Readiness
43
Priority fix1231View details
Bot Access Control
63
Needs work300
Agent Ease of Use
50
Needs work210View details
Skill Discovery
54
Needs work100
Google Agentic Browsing
48
Priority fix110View details
GEO, AIO and AEO
61
Needs work713View details
GEO Readiness
Not Applicable
Not Applicable200
AIO Readiness
Not Applicable
Not Applicable300
AEO Readiness
51
Needs work213View details
SEO
100
Strong1000
SEO
100
Strong1000
Security & Trust
83
Mostly ready2100
Security & Trust
83
Mostly ready2100
Performance
92
Strong1400
Performance
92
Strong1400

Prioritized recommendations

Issues ranked by score impact

6 items need attention

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is missing or incomplete.

100 Fail

Needs attention

Content freshness signals

Failed check
01

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

02

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

  1. Validate Last-Modified header

    No valid Last-Modified HTTP header was found.

    Last-Modified freshness signal is missing or invalid

  2. Validate structured freshness dates

    No Schema.org freshness dates were found.

    Structured freshness dates are missing or invalid

  3. Validate metadata freshness dates

    No Open Graph, Dublin Core, or generic meta freshness date was found.

    Metadata freshness dates are missing or invalid

  4. 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=4 attempts=9WARNCheck matching sitemap lastmod actual="no match" expected="valid match when available" robotsStatusCode=200WARNNo matching sitemap lastmod found after sitemap attempts attempts=9

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

129 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: Evidence and trust

AEO: Evidence and trust scored 57/100 and needs improvement.

4 Warning

Needs attention

AEO: Evidence and trust

Warning
01

Issue

Missing answer evidence or trust signals: author, publisher, policyLinks.

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

57/100

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 57/100 and needs improvement.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 60/100 and needs improvement.

4 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Title, h1, description, and opening copy are weakly aligned. 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

60/100

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 60/100 and needs improvement.

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Extractable visible copy

AEO: Extractable visible copy scored 81/100 and needs improvement.

2 Warning

Needs attention

AEO: Extractable visible copy

Warning
01

Issue

Visible text has few answer-oriented terms or explanatory markers.

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: Extractable visible copy

Score

81/100

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 81/100 and needs improvement.

Agent Ease of UseGoogle Agentic BrowsingBrowser audit

Accessibility tree is not well-formed

100 Fail

Check name

Accessibility tree is not well-formed

Score

0/100

Status

fail

Device

desktop

Category

Google Agentic Browsing

Fix guidance

A well-formed [accessibility tree](http://goo.gle/lighthouse-agentic-a11y) helps AI agents to navigate and interact with the page.

Evidence
{
  "description": "A well-formed [accessibility tree](http://goo.gle/lighthouse-agentic-a11y) helps AI agents to navigate and interact with the page."
}

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Fix with MCP or CLI

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Fix with MCP / CLI

Score history

Public scan score over time

Public reports for this website origin. Select any point or report link to open that canonical report.

1 reports
Public score history report links
Scan dateScoreReadinessReport
64/100Level 3, Bot-AwareCurrent report