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 28, 2026, 4:17 AM
VISIBILITY
Public
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77/100

OVERALL SCORE

Level 4, Mostly Ready

Good readiness for AI agents
AIDiscoverability76%Agent Easeof Use66%Security& Trust83%GEO, AIO, AEO69%SEO100%Performance98%Accessibility86%
  • AI Discoverability 76 out of 100
  • Agent Ease of Use 66 out of 100
  • Security & Trust 83 out of 100
  • GEO, AIO and AEO 69 out of 100
  • SEO 100 out of 100
  • Performance 98 out of 100
  • Accessibility 86 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Findstack | Business Software, Reviews & Comparisons favicon

Findstack | Business Software, Reviews & Comparisons

Compare the best business software, check reviews, and find the latest deals for AI, CRM, ERP, HR, sales, and marketing software.

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
76
Mostly ready3600
Discoverability
80
Mostly ready800
Content Readiness
73
Needs work2300
Bot Access Control
75
Mostly ready500
Agent Ease of Use
66
Needs work2133View details
API
92
Strong1200
MCP
70
Needs work500
Skill Discovery
50
Needs work223View details
Google Agentic Browsing
67
Needs work210View details
GEO, AIO and AEO
69
Needs work1012View details
GEO Readiness
Not Applicable
Not Applicable300
AIO Readiness
Not Applicable
Not Applicable400
AEO Readiness
59
Needs work312View details
SEO
100
Strong1000
SEO
100
Strong1000
Security & Trust
83
Mostly ready1900
Security & Trust
83
Mostly ready1900
Performance
98
Strong1700
Performance
98
Strong1700

Prioritized recommendations

Issues ranked by score impact

5 items need attention

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Validate discovery index schema".

60 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.

Details

02

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

40/100

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 discovery index schema".

Validation steps

  1. Validate discovery index schema

    Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.

    Agent Skills discovery index schema is invalid
    Top-level issues
    • $schema must be https://schemas.agentskills.io/discovery/0.2.0/schema.json
    Invalid skills
    [
      {
        "index": 0,
        "valid": false,
        "name": "software-comparison",
        "type": "skill",
        "description": "Compare shortlisted business software products head to head using Findstack data — pricing, features, integrations, ratings and target segments. Use after candidates are identified, when someone asks \"X vs Y\", \"which should I pick\", or \"what's the difference between these tools\".",
        "url": "https://findstack.com/.well-known/agent-skills/software-comparison/SKILL.md",
        "digest": "",
        "resolvedUrl": "https://findstack.com/.well-known/agent-skills/software-comparison/SKILL.md",
        "originClass": "same-origin",
        "missing": [
          "digest"
        ],
        "invalid": [
          "type must be skill-md or archive"
        ],
        "warnings": []
      },
      {
        "index": 1,
        "valid": false,
        "name": "software-discovery",
        "type": "skill",
        "description": "Find and shortlist business software using the Findstack catalog. Use when someone asks what software to use for a job (\"a CRM for a 10-person sales team\", \"open source analytics\", \"project management with a free plan\"), or asks which tools exist in a category.",
        "url": "https://findstack.com/.well-known/agent-skills/software-discovery/SKILL.md",
        "digest": "",
        "resolvedUrl": "https://findstack.com/.well-known/agent-skills/software-discovery/SKILL.md",
        "originClass": "same-origin",
        "missing": [
          "digest"
        ],
        "invalid": [
          "type must be skill-md or archive"
        ],
        "warnings": []
      }
    ]
  2. Validate skill entries

    One or more Agent Skills entries have invalid required fields.

    One or more skill entries are invalid
    Skill entry findings
    [
      {
        "index": 0,
        "valid": false,
        "name": "software-comparison",
        "type": "skill",
        "description": "Compare shortlisted business software products head to head using Findstack data — pricing, features, integrations, ratings and target segments. Use after candidates are identified, when someone asks \"X vs Y\", \"which should I pick\", or \"what's the difference between these tools\".",
        "url": "https://findstack.com/.well-known/agent-skills/software-comparison/SKILL.md",
        "digest": "",
        "resolvedUrl": "https://findstack.com/.well-known/agent-skills/software-comparison/SKILL.md",
        "originClass": "same-origin",
        "missing": [
          "digest"
        ],
        "invalid": [
          "type must be skill-md or archive"
        ],
        "warnings": []
      },
      {
        "index": 1,
        "valid": false,
        "name": "software-discovery",
        "type": "skill",
        "description": "Find and shortlist business software using the Findstack catalog. Use when someone asks what software to use for a job (\"a CRM for a 10-person sales team\", \"open source analytics\", \"project management with a free plan\"), or asks which tools exist in a category.",
        "url": "https://findstack.com/.well-known/agent-skills/software-discovery/SKILL.md",
        "digest": "",
        "resolvedUrl": "https://findstack.com/.well-known/agent-skills/software-discovery/SKILL.md",
        "originClass": "same-origin",
        "missing": [
          "digest"
        ],
        "invalid": [
          "type must be skill-md or archive"
        ],
        "warnings": []
      }
    ]
  3. Verify advertised artifacts

    No valid skill artifacts were available to verify.

  4. Validate skill content

    For skill-md artifacts, include valid YAML frontmatter with name and description followed by Markdown. For archives, include a safe root SKILL.md and no unsafe paths.

  5. Review skill artifact security

    Do not publish secrets or prompt-injection instructions in skill artifacts. Treat scripts, archives, and cross-origin artifacts as software supply-chain surfaces.

Evidence log5 steps · 20 lines
Validate discovery index schema [fail]! Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.INFOValidate discovery index schemaINFOParse Agent Skills index JSON validJson=true contentTypeCompatible=trueFAILCompare $schema URI actual="https://raw.githubusercontent.com/cloudflare/agent-skills-discovery-rfc/main/schemas/v0.2.0/index.schema.json" expected="https://schemas.agentskills.io/discovery/0.2.0/schema.json"FAILCompare top-level schema issue count actual=1 expected=0WARNCompare unknown top-level field count actual=1 expected=0FAILAgent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.Validate skill entries [fail]! One or more Agent Skills entries have invalid required fields.INFOValidate skill entriesFAILCompare advertised skill count actual=2 expected="> 0"FAILCompare valid skill entry count actual=0 expected="same as advertised skill count"FAILInvalid skill entry skill={"index":0,"valid":false,"name":"software-comparison","type":"skill","description":"Compare shortlisted business software products head to head using Findstack data — pricing, features, integrations, ratings and target segments. Use after candidates are identified, when someone asks \"X vs Y\", \"which should I pick\", or \"what's the difference between these tools\".","url":"https://findstack.com/.well-known/agent-skills/software-comparison/SKILL.md","digest":"","resolvedUrl":"https://findstack.com/.well-known/agent-skills/software-comparison/SKILL.md","originClass":"same-origin","missing":["digest"],"invalid":["type must be skill-md or archive"],"warnings":[]}FAILInvalid skill entry skill={"index":1,"valid":false,"name":"software-discovery","type":"skill","description":"Find and shortlist business software using the Findstack catalog. Use when someone asks what software to use for a job (\"a CRM for a 10-person sales team\", \"open source analytics\", \"project management with a free plan\"), or asks which tools exist in a category.","url":"https://findstack.com/.well-known/agent-skills/software-discovery/SKILL.md","digest":"","resolvedUrl":"https://findstack.com/.well-known/agent-skills/software-discovery/SKILL.md","originClass":"same-origin","missing":["digest"],"invalid":["type must be skill-md or archive"],"warnings":[]}FAILOne or more Agent Skills entries have invalid required fields.Verify advertised artifacts [warning]! No valid skill artifacts were available to verify.INFOVerify advertised artifactsWARNCompare artifact fetch count actual=0 expected="> 0"WARNNo valid skill artifacts were available to verify.Validate skill content [warning]INFOValidate skill contentWARNAgent Skills step completed with warningsReview skill artifact security [warning]INFOReview skill artifact securityWARNCompare security finding count actual=0 expected=0WARNAgent Skills step completed with warnings

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first passages

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

12 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: Evidence and trust

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

5 Warning

Needs attention

AEO: Evidence and trust

Warning
01

Issue

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

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 77/100 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

77/100

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 77/100 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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Score history

findstack.com AI Agent Readiness Report: 77/100 (Level 4, Mostly Ready)