Export Report
OVERALL SCORE
Level 4, Mostly Ready
- 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
What AI sees of your website
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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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 76 | Mostly ready | 36 | 0 | 0 | |
| Discoverability | 80 | Mostly ready | 8 | 0 | 0 | |
| Content Readiness | 73 | Needs work | 23 | 0 | 0 | |
| Bot Access Control | 75 | Mostly ready | 5 | 0 | 0 | |
| Agent Ease of Use | 66 | Needs work | 21 | 3 | 3 | View details |
| API | 92 | Strong | 12 | 0 | 0 | |
| MCP | 70 | Needs work | 5 | 0 | 0 | |
| Skill Discovery | 50 | Needs work | 2 | 2 | 3 | View details |
| Google Agentic Browsing | 67 | Needs work | 2 | 1 | 0 | View details |
| GEO, AIO and AEO | 69 | Needs work | 10 | 1 | 2 | View details |
| GEO Readiness | Not Applicable | Not Applicable | 3 | 0 | 0 | |
| AIO Readiness | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| AEO Readiness | 59 | Needs work | 3 | 1 | 2 | View details |
| SEO | 100 | Strong | 10 | 0 | 0 | |
| SEO | 100 | Strong | 10 | 0 | 0 | |
| Security & Trust | 83 | Mostly ready | 19 | 0 | 0 | |
| Security & Trust | 83 | Mostly ready | 19 | 0 | 0 | |
| Performance | 98 | Strong | 17 | 0 | 0 | |
| Performance | 98 | Strong | 17 | 0 | 0 |
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
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Validate discovery index schema".
Needs attention
Agent Skills index
Issue
Agent Skills index must use $schema https://schemas.agentskills.io/discovery/0.2.0/schema.json.
Details
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
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": [] } ]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": [] } ]Verify advertised artifacts
No valid skill artifacts were available to verify.
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.
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
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
12 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 57/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Evidence and trust
AEO: Evidence and trust scored 57/100 and needs improvement.
Needs attention
AEO: Evidence and trust
Issue
Missing answer evidence or trust signals: author, publisher, freshnessDate.
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
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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 77/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
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
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
Agent Ease of UseGoogle Agentic BrowsingBrowser audit
Accessibility tree is not well-formed
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