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Jun 5, 2026, 9:07 AM
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SCANNED
Jun 5, 2026, 9:07:54 AMJun 5, 2026, 9:07 AM
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50/100
OVERALL SCORE
Level 3, Bot-Aware
Moderate readiness for AI agents
- AI Discoverability 52 out of 100
- Agent Ease of Use 4 out of 100
- Security & Trust 80 out of 100
- GEO, AIO and AEO 76 out of 100
- SEO 85 out of 100
- Performance and Accessibility 48 out of 100
What AI sees of your website
Confluent | The Data Streaming Platform
Stream, connect, process, and govern your data with a unified Data Streaming Platform built on the heritage of Apache Kafka® and Apache Flink®.
Next step
Turn this report into a fix workflow
21 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.
| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 52 | Needs work | 9 | 14 | 0 | View details |
| Discoverability | 86 | Mostly ready | 6 | 3 | 0 | View details |
| Content Readiness | 33 | Priority fix | 2 | 8 | 0 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 4 | Priority fix | 4 | 24 | 2 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 4 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 0 | Priority fix | 0 | 8 | 0 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 76 | Mostly ready | 6 | 2 | 12 | View details |
| GEO Readiness | 87 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 78 | Mostly ready | 3 | 1 | 3 | View details |
| AEO Readiness | 63 | Needs work | 1 | 1 | 5 | View details |
| SEO | 85 | Mostly ready | 9 | 2 | 0 | View details |
| SEO | 85 | Mostly ready | 9 | 2 | 0 | View details |
| Security & Trust | 80 | Mostly ready | 8 | 1 | 0 | View details |
| Security & Trust | 80 | Mostly ready | 4 | 1 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 48 | Priority fix | 22 | 4 | 1 | View details |
| Performance | 25 | Priority fix | 10 | 4 | 1 | View details |
| Accessibility | 91 | Strong | 12 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
43 items need attention
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
100 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
100 Fail
Needs attention
Content-Security-Policy
01
Issue
Content-Security-Policy is missing or incomplete.
02
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": "frame-ancestors 'self' https://*.contentful.com https://confluent.seismic.com;"
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
100 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
100 Fail
Needs attention
Link headers
01
Issue
No useful agent discovery Link headers were found.
02
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Needs attention
API Catalog
01
Issue
The API catalog endpoint did not return HTTP 2xx.
02
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 Fail
Needs attention
Content Signal
01
Issue
No Content Signal found in robots.txt
02
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Needs attention
OpenAPI discovery
01
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
02
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 Fail
Needs attention
Web Bot Auth request signing
01
Issue
Web Bot Auth request signing was not found at the expected path.
02
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
25 Fail
Needs attention
A2A Agent Card
01
Issue
A2A Agent Card was not found at the expected path.
02
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
25 Fail
Needs attention
Agent Skills index
01
Issue
Agent Skills index was not found at the expected path.
02
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
25 Fail
Needs attention
agent.json
01
Issue
agent.json was not found at the expected path.
02
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
25 Fail
Needs attention
agents.json
01
Issue
agents.json was not found at the expected path.
02
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
25 Fail
Needs attention
Content freshness signals
01
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
02
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, 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 and ranking.
Result
Content freshness signals is missing or incomplete.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
Needs attention
llms.txt
01
Issue
llms.txt was not found at the expected path.
02
Why it matters
llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.
Check name
llms.txt
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Fetch to find resource".
Validation steps
Fetch to find resource
llms.txt was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/llms.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "llms.txt was not found at the expected path.",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
Needs attention
Markdown negotiation
01
Issue
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
02
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=UTF-8"
},
"issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "Accept-Encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 25749,
"excerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag ",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Needs attention
MCP Server Card
01
Issue
MCP Server Card was not found at the expected path.
02
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
Needs attention
mcp.json
01
Issue
mcp.json was not found at the expected path.
02
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
Needs attention
Semantic HTML
01
Issue
Semantic HTML is incomplete: missing <main> landmark; 18 links missing accessible names; 11 buttons missing accessible names.
Details
02
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": false,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": false,
"accessibleButtons": false,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [
"<a data-cy=\"search-icon-test\" data-test-id=\"link\" href=\"#\"><svg class=\"cfHeaderNav-style-module--searchBarIcon--65203\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"#666666\"><g id=\"Action Icon\"><path id=\"vector\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14 9.5C14 11.9853 11.9853 14 9.5 14C7.01472 14 5 11.9853 5 9.5C5 7.01472 7.01472 5 9.5 5C11.9853 5 14 7.01472 14 9.5ZM13.3347 14.7489C12.2597 15.5356 10.9341 16 9.5 16C5.91015 16 3 13.0899 3 9.5C3 5.91015 5.91015 3 9.5 3C13.0899 3 16 5.91015",
"<a data-test-id=\"link\" href=\"#\"></a>",
"<a data-cy=\"search-icon-test\" data-test-id=\"link\" href=\"#\"><svg class=\"cfHeaderNav-style-module--searchBarIcon--65203\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"#666666\"><g id=\"Action Icon\"><path id=\"vector\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14 9.5C14 11.9853 11.9853 14 9.5 14C7.01472 14 5 11.9853 5 9.5C5 7.01472 7.01472 5 9.5 5C11.9853 5 14 7.01472 14 9.5ZM13.3347 14.7489C12.2597 15.5356 10.9341 16 9.5 16C5.91015 16 3 13.0899 3 9.5C3 5.91015 5.91015 3 9.5 3C13.0899 3 16 5.91015",
"<a data-test-id=\"link\" href=\"#\"></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--facebookIcon--a98e6\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.facebook.com/confluentinc/\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#facebook\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--githubIcon--20d48\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://github.com/confluentinc\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#github\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--instagramIcon--8831c\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.instagram.com/confluent_inc/\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#instagram\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--linkedinIcon--513aa\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#linkedin\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--slideshareIcon--cf115\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.slideshare.net/ConfluentInc\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#slideshare\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--twitterIcon--5a077\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://twitter.com/ConfluentInc\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#twitter\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--youtubeIcon--e62c8\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.youtube.com/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#youtube\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--facebookIcon--a98e6\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.facebook.com/confluentinc/\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#facebook\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--githubIcon--20d48\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://github.com/confluentinc\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#github\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--instagramIcon--8831c\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.instagram.com/confluent_inc/\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#instagram\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--linkedinIcon--513aa\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#linkedin\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--slideshareIcon--cf115\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.slideshare.net/ConfluentInc\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#slideshare\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--twitterIcon--5a077\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://twitter.com/ConfluentInc\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#twitter\"/></svg></a>",
"<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--youtubeIcon--e62c8\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.youtube.com/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#youtube\"/></svg></a>"
],
"inaccessibleButtons": [
"<button type=\"button\" class=\"Button-module--button--6d7a4 cfHeaderNav-style-module--navMobileHamburgerBtn--9be1b\" data-test-id=\"hamburger-icon\"><div class=\"IconHamburger-module--navHamburgerIcon--1a326 IconHamburger-module--black--90f49\"><span class=\"IconHamburger-module--line--eacef\"></span><span class=\"IconHamburger-module--line--eacef\"></span><span class=\"IconHamburger-module--line--eacef\"></span><span class=\"IconHamburger-module--line--eacef\"></span></div></button>",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4 cfHeaderNav-style-module--navMobileHamburgerBtn--9be1b\" data-test-id=\"hamburger-icon\"><div class=\"IconHamburger-module--navHamburgerIcon--1a326 IconHamburger-module--black--90f49\"><span class=\"IconHamburger-module--line--eacef\"></span><span class=\"IconHamburger-module--line--eacef\"></span><span class=\"IconHamburger-module--line--eacef\"></span><span class=\"IconHamburger-module--line--eacef\"></span></div></button>",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C",
"<button type=\"button\" class=\"Button-module--button--6d7a4\"><span><span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"15\" height=\"15\" viewBox=\"0 0 15 15\" fill=\"none\" class=\"injected-svg cfHeaderNav-style-module--arrows--39283\" data-src=\"https://assets.confluent.io/m/28beb452d07b4130/original/icon-arrow_down_dark_blue-SVG.svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M7.751 11.2827L13.7322 5.44271C14.0588 5.10271 14.0588 4.58271 13.7322 4.26271C"
],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 18,
"links": 317,
"inaccessibleLinks": 18,
"buttons": 33,
"inaccessibleButtons": 11,
"images": 215,
"imagesWithAlt": 215,
"autocompleteInputs": 2,
"inputsWithAutocomplete": 2,
"missingAutocompleteInputs": 0
}
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Needs attention
WebMCP manifest
01
Issue
WebMCP manifest was not found at the expected path.
02
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Needs attention
WebMCP
01
Issue
WebMCP declarative annotations need fixes.
Details
02
Why it matters
WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.
Check name
WebMCP
Score
50/100
Status
warning
Category
MCP
Maturity
Informational
Goal
Support WebMCP to expose site tools to AI agents via the browser.
Result
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Validation steps
Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="s"> is missing a label.<input name="s"> is missing tool-param-description.<input name="s"> is missing a label.<input name="s"> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.
Evidence
{
"failedStep": "declarative-annotation-quality",
"steps": [
{
"id": "data-mcp-tool-attributes",
"title": "Detect data-mcp-tool annotations",
"status": "informational",
"evidence": {
"dataMcpToolCount": 0,
"dataMcpTools": []
},
"issue": "No data-mcp-tool attributes were found on interactive elements.",
"howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
},
{
"id": "declarative-tags",
"title": "Detect WebMCP declarative tags",
"status": "informational",
"evidence": {
"totalForms": 2,
"formsWithTags": 0,
"totalInteractive": 352,
"interactiveWithTags": 0,
"totalCount": 354,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description.",
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 4,
"issues": [
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description.",
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"s\"> is missing a label."
},
{
"type": "code",
"value": "<input name=\"s\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"s\"> is missing a label."
},
{
"type": "code",
"value": "<input name=\"s\"> is missing tool-param-description."
}
]
}
],
"howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
},
{
"id": "imperative-api",
"title": "Detect WebMCP imperative API usage",
"status": "informational",
"evidence": {
"staticSignals": {
"detected": false,
"matched": []
},
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
"howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
},
{
"id": "browser-navigator-injection",
"title": "Detect WebMCP browser navigator injection",
"status": "informational",
"evidence": {
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext was not detected in the rendered browser page.",
"howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
},
{
"id": "surface-coverage",
"title": "Interactive surface coverage",
"status": "informational",
"evidence": {
"totalForms": 2,
"formsWithTags": 0,
"totalInteractive": 352,
"interactiveWithTags": 0,
"totalCount": 354,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description.",
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description."
]
},
"issue": "Only 0% of interactive surfaces are annotated.",
"howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
}
],
"staticSignals": {
"detected": false,
"matched": []
},
"coverage": {
"totalForms": 2,
"formsWithTags": 0,
"totalInteractive": 352,
"interactiveWithTags": 0,
"totalCount": 354,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description.",
"<input name=\"s\"> is missing a label.",
"<input name=\"s\"> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 Fail
Needs attention
AIO: Source and trust signals
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/apache-kafka-vs-confluent/",
"text": "Confluent vs. Apache Kafka®Learn more about how Confluent differs from Apache Kafka",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent vs. Apache Kafka®\" href=\"/apache-kafka-vs-confluent/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-confluent-burst\" loading=\"lazy\" src=\"https://assets.confluent.io/m/5f95dbf59b9cbbcb/mini-icon-dark-confluent-burst.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent vs. Apache Kafka&#..."
},
{
"href": "/confluent-cloud/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/confluent-cloud/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--na..."
},
{
"href": "/apache-kafka-vs-confluent/",
"text": "Confluent vs. Apache Kafka®Learn more about how Confluent differs from Apache Kafka",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent vs. Apache Kafka®\" href=\"/apache-kafka-vs-confluent/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-confluent-burst\" loading=\"lazy\" src=\"https://assets.confluent.io/m/5f95dbf59b9cbbcb/mini-icon-dark-confluent-burst.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent vs. Apache Kafka&#..."
},
{
"href": "/confluent-cloud/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/confluent-cloud/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--na..."
},
{
"href": "/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--navItemSubMenuCont..."
},
{
"href": "/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--navItemSubMenuCont..."
},
{
"href": "/about/",
"text": "About",
"html": "<a data-test-id=\"link\" href=\"/about/\">About</a>"
},
{
"href": "/about/",
"text": "Company",
"html": "<a data-test-id=\"link\" href=\"/about/\">Company</a>"
},
{
"href": "https://www.linkedin.com/company/confluent",
"text": "",
"html": "<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--linkedinIcon--513aa\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#linkedin\"/></svg></a>"
},
{
"href": "https://www.linkedin.com/company/confluent",
"text": "",
"html": "<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--linkedinIcon--513aa\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#linkedin\"/></svg></a>"
}
],
"contactLinks": [
{
"href": "/contact",
"text": "Contact Sales",
"html": "<a href=\"/contact\" data-original-href=\"/contact\">Contact Sales</a>"
},
{
"href": "https://support.confluent.io/",
"text": "Contact Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Contact Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Contact Support..."
},
{
"href": "https://support.confluent.io/",
"text": "Contact Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Contact Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Contact Support..."
},
{
"href": "https://support.confluent.io/",
"text": "Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Support</div></div></a>"
},
{
"href": "https://support.confluent.io/",
"text": "Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Support</div></div></a>"
},
{
"href": "/contact/",
"text": "Contact a Specialist",
"html": "<a class=\"style-module--link--1b3e8 Cards-module--link--63e84\" data-test-id=\"link\" href=\"/contact/\"><span>Contact a Specialist</span><svg aria-hidden=\"true\" class=\"style-module--arrow--c7806\" fill=\"none\" height=\"10\" viewBox=\"0 0 24 10\" width=\"24\"><path d=\"M11.6666 1L15.6666 5M15.6666 5L11.6666 9M15.6666 5H1.66663\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-width=\"2\"/></svg></a>"
},
{
"href": "/contact/",
"text": "Contact a Specialist",
"html": "<a class=\"style-module--link--1b3e8 Cards-module--link--63e84\" data-test-id=\"link\" href=\"/contact/\"><span>Contact a Specialist</span><svg aria-hidden=\"true\" class=\"style-module--arrow--c7806\" fill=\"none\" height=\"10\" viewBox=\"0 0 24 10\" width=\"24\"><path d=\"M11.6666 1L15.6666 5M15.6666 5L11.6666 9M15.6666 5H1.66663\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-width=\"2\"/></svg></a>"
},
{
"href": "https://support.confluent.io/",
"text": "Support",
"html": "<a data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\">Support</a>"
},
{
"href": "/contact/",
"text": "Contact",
"html": "<a data-test-id=\"link\" href=\"/contact/\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "https://www.confluent.io/terms-of-use/?session_ref=direct",
"text": "Terms & Conditions",
"html": "<a data-test-id=\"link\" rel=\"noopener\" target=\"_blank\" href=\"https://www.confluent.io/terms-of-use/?session_ref=direct\">Terms & Conditions</a>"
},
{
"href": "https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct",
"text": "Privacy Policy",
"html": "<a data-test-id=\"link\" rel=\"noopener\" target=\"_blank\" href=\"https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct\">Privacy Policy</a>"
},
{
"href": "https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct#california-privacy-rights",
"text": "Do Not Sell My Information",
"html": "<a data-test-id=\"link\" rel=\"noopener\" target=\"_blank\" href=\"https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct#california-privacy-rights\">Do Not Sell My Information</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
Needs attention
AEO: Answer evidence and trust
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/apache-kafka-vs-confluent/",
"text": "Confluent vs. Apache Kafka®Learn more about how Confluent differs from Apache Kafka",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent vs. Apache Kafka®\" href=\"/apache-kafka-vs-confluent/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-confluent-burst\" loading=\"lazy\" src=\"https://assets.confluent.io/m/5f95dbf59b9cbbcb/mini-icon-dark-confluent-burst.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent vs. Apache Kafka&#..."
},
{
"href": "/confluent-cloud/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/confluent-cloud/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--na..."
},
{
"href": "/apache-kafka-vs-confluent/",
"text": "Confluent vs. Apache Kafka®Learn more about how Confluent differs from Apache Kafka",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent vs. Apache Kafka®\" href=\"/apache-kafka-vs-confluent/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-confluent-burst\" loading=\"lazy\" src=\"https://assets.confluent.io/m/5f95dbf59b9cbbcb/mini-icon-dark-confluent-burst.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent vs. Apache Kafka&#..."
},
{
"href": "/confluent-cloud/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/confluent-cloud/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--na..."
},
{
"href": "/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--navItemSubMenuCont..."
},
{
"href": "/pricing/",
"text": "Confluent PricingLearn more about our pricing structure, features and deployment options",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Confluent Pricing\" href=\"/pricing/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-tco\" loading=\"lazy\" src=\"https://assets.confluent.io/m/1250bc969b690583/mini-icon-dark-tco.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Confluent Pricing</div></div><div class=\"cfHeaderNav-style-module--navItemSubMenuCont..."
},
{
"href": "/about/",
"text": "About",
"html": "<a data-test-id=\"link\" href=\"/about/\">About</a>"
},
{
"href": "/about/",
"text": "Company",
"html": "<a data-test-id=\"link\" href=\"/about/\">Company</a>"
},
{
"href": "https://www.linkedin.com/company/confluent",
"text": "",
"html": "<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--linkedinIcon--513aa\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#linkedin\"/></svg></a>"
},
{
"href": "https://www.linkedin.com/company/confluent",
"text": "",
"html": "<a class=\"SocialMediaLinks-module--socialIcon--c48ea SocialMediaLinks-module--linkedinIcon--513aa\" data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://www.linkedin.com/company/confluent\"><svg height=\"22\" viewBox=\"0 0 22 22\" width=\"22\"><use href=\"/icons/socials.svg#linkedin\"/></svg></a>"
}
],
"contactLinks": [
{
"href": "/contact",
"text": "Contact Sales",
"html": "<a href=\"/contact\" data-original-href=\"/contact\">Contact Sales</a>"
},
{
"href": "https://support.confluent.io/",
"text": "Contact Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Contact Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Contact Support..."
},
{
"href": "https://support.confluent.io/",
"text": "Contact Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Contact Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Contact Support..."
},
{
"href": "https://support.confluent.io/",
"text": "Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Support</div></div></a>"
},
{
"href": "https://support.confluent.io/",
"text": "Support",
"html": "<a class=\"cfHeaderNav-style-module--navItemCard--86e69\" data-test-id=\"Support\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\"><div class=\"cfHeaderNav-style-module--titleContainer--7fcbf\"><div class=\"cfHeaderNav-style-module--navItemCardIconContainer--2d157\"><img alt=\"icon-dark-solution\" loading=\"lazy\" src=\"https://assets.confluent.io/m/4c8d2adf9377d16a/mini-icon-dark-solution.png\"></div><div class=\"cfHeaderNav-style-module--title--06f79\">Support</div></div></a>"
},
{
"href": "/contact/",
"text": "Contact a Specialist",
"html": "<a class=\"style-module--link--1b3e8 Cards-module--link--63e84\" data-test-id=\"link\" href=\"/contact/\"><span>Contact a Specialist</span><svg aria-hidden=\"true\" class=\"style-module--arrow--c7806\" fill=\"none\" height=\"10\" viewBox=\"0 0 24 10\" width=\"24\"><path d=\"M11.6666 1L15.6666 5M15.6666 5L11.6666 9M15.6666 5H1.66663\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-width=\"2\"/></svg></a>"
},
{
"href": "/contact/",
"text": "Contact a Specialist",
"html": "<a class=\"style-module--link--1b3e8 Cards-module--link--63e84\" data-test-id=\"link\" href=\"/contact/\"><span>Contact a Specialist</span><svg aria-hidden=\"true\" class=\"style-module--arrow--c7806\" fill=\"none\" height=\"10\" viewBox=\"0 0 24 10\" width=\"24\"><path d=\"M11.6666 1L15.6666 5M15.6666 5L11.6666 9M15.6666 5H1.66663\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-width=\"2\"/></svg></a>"
},
{
"href": "https://support.confluent.io/",
"text": "Support",
"html": "<a data-test-id=\"link\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://support.confluent.io/\">Support</a>"
},
{
"href": "/contact/",
"text": "Contact",
"html": "<a data-test-id=\"link\" href=\"/contact/\">Contact</a>"
}
],
"privacyLinks": [
{
"href": "https://www.confluent.io/terms-of-use/?session_ref=direct",
"text": "Terms & Conditions",
"html": "<a data-test-id=\"link\" rel=\"noopener\" target=\"_blank\" href=\"https://www.confluent.io/terms-of-use/?session_ref=direct\">Terms & Conditions</a>"
},
{
"href": "https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct",
"text": "Privacy Policy",
"html": "<a data-test-id=\"link\" rel=\"noopener\" target=\"_blank\" href=\"https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct\">Privacy Policy</a>"
},
{
"href": "https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct#california-privacy-rights",
"text": "Do Not Sell My Information",
"html": "<a data-test-id=\"link\" rel=\"noopener\" target=\"_blank\" href=\"https://www.confluent.io/legal/confluent-privacy-statement/?session_ref=direct#california-privacy-rights\">Do Not Sell My Information</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 Warning
Needs attention
AEO: Answer-first sections
01
Issue
14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 16,
"passing": 2,
"failing": [
{
"heading": "Building Data-Driven, AI-First Companies",
"headingHtml": "<h2 class=\"style-module--title--dd668\">Building Data-Driven,<br> AI-First Companies</h2>",
"firstParagraph": "For every data opportunity, Confluent helps you innovate faster and operate more efficiently.",
"paragraphHtml": "<p>For every data opportunity, Confluent helps you innovate faster and operate more efficiently.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Power Resilient Apps & Agents With Event-Driven Design",
"headingHtml": "<h3 class=\"style-module--contentTitle--3bfe5\">Power Resilient Apps & Agents With Event-Driven Design</h3>",
"firstParagraph": "With Confluent, you can build fault-tolerant apps and microservices that respond to business events in real time.",
"paragraphHtml": "<p>With Confluent, you can build fault-tolerant apps and microservices that respond to business events in real time.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Industry Solutions That Drive Results",
"headingHtml": "<h2 class=\"style-module--title--dd668\">Industry Solutions That Drive Results</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Financial Services",
"headingHtml": "<h3 class=\"style-module--contentTitle--3bfe5\">Financial Services</h3>",
"firstParagraph": "Transform your business with real-time data that drives agility, security, and growth.",
"paragraphHtml": "<p>Transform your business with real-time data that drives agility, security, and growth.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Cloud-Native",
"headingHtml": "<h3 class=\"Pillars-module--pillarTitle--1094d\">Cloud-Native</h3>",
"firstParagraph": "Kafka completely re-architected for the cloud to create a 10X better cloud service, eliminating your Kafka ops burden.",
"paragraphHtml": "<p>Kafka completely re-architected for the cloud to create a 10X better cloud service, eliminating your Kafka ops burden.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Complete",
"headingHtml": "<h3 class=\"Pillars-module--pillarTitle--1094d\">Complete</h3>",
"firstParagraph": "A complete, enterprise-grade data streaming platform with all the essential tools enabling developers to build quickly, reliably, and securely.",
"paragraphHtml": "<p>A complete, enterprise-grade data streaming platform with all the essential tools enabling developers to build quickly, reliably, and securely.</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Everywhere",
"headingHtml": "<h3 class=\"Pillars-module--pillarTitle--1094d\">Everywhere</h3>",
"firstParagraph": "Freedom of choice to deploy Kafka anywhere from on-prem to cloud and across clouds.",
"paragraphHtml": "<p>Freedom of choice to deploy Kafka anywhere from on-prem to cloud and across clouds.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "See Confluent In Action",
"headingHtml": "<h2 class=\"Cards-module--title--5cd4a\">See Confluent In Action</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Try Now for Free",
"headingHtml": "<h3 class=\"Cards-module--cardTitle--ad629\">Try Now for Free</h3>",
"firstParagraph": "Start streaming your data in minutes. Explore Confluent today.",
"paragraphHtml": "<p>Start streaming your data in minutes. Explore Confluent today.</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Contact a Specialist",
"headingHtml": "<h3 class=\"Cards-module--cardTitle--ad629\">Contact a Specialist</h3>",
"firstParagraph": "Receive a tailored solution fit to your data streaming needs while receiving guidance every step of the way.",
"paragraphHtml": "<p>Receive a tailored solution fit to your data streaming needs while receiving guidance every step of the way.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Visit the Demo Center",
"headingHtml": "<h3 class=\"Cards-module--cardTitle--ad629\">Visit the Demo Center</h3>",
"firstParagraph": "Learn how to build real-time applications, data streaming pipelines, and much more.",
"paragraphHtml": "<p>Learn how to build real-time applications, data streaming pipelines, and much more.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Try Now for Free",
"headingHtml": "<h3 class=\"Cards-module--cardTitle--ad629\">Try Now for Free</h3>",
"firstParagraph": "Start streaming your data in minutes. Explore Confluent today.",
"paragraphHtml": "<p>Start streaming your data in minutes. Explore Confluent today.</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Contact a Specialist",
"headingHtml": "<h3 class=\"Cards-module--cardTitle--ad629\">Contact a Specialist</h3>",
"firstParagraph": "Receive a tailored solution fit to your data streaming needs while receiving guidance every step of the way.",
"paragraphHtml": "<p>Receive a tailored solution fit to your data streaming needs while receiving guidance every step of the way.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Visit the Demo Center",
"headingHtml": "<h3 class=\"Cards-module--cardTitle--ad629\">Visit the Demo Center</h3>",
"firstParagraph": "Learn how to build real-time applications, data streaming pipelines, and much more.",
"paragraphHtml": "<p>Learn how to build real-time applications, data streaming pipelines, and much more.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
Needs attention
AEO: Question-led structure
01
Issue
14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 50/100 and needs improvement.
Evidence
{
"h2Count": 5,
"questionH2s": [],
"hasFaq": true,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 81/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 81/100 and needs improvement.
3 Warning
Needs attention
GEO: Entity clarity
01
Issue
Title/H1 terms missing from description: confluent, build, faster, scale, smarter.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
81/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 81/100 and needs improvement.
Evidence
{
"title": "Confluent | The Data Streaming Platform",
"h1": "Build Faster.Scale Smarter.",
"description": "Stream, connect, process, and govern your data with a unified Data Streaming Platform built on the heritage of Apache Kafka® and Apache Flink®.",
"topicOverlap": 0.375,
"topicTerms": [
"confluent",
"data",
"streaming",
"platform",
"build",
"faster",
"scale",
"smarter"
],
"descriptionTerms": [
"stream",
"connect",
"process",
"govern",
"data",
"unified",
"streaming",
"platform",
"built",
"heritage",
"apache",
"kafka",
"flink"
],
"missingFromDescription": [
"confluent",
"build",
"faster",
"scale",
"smarter"
],
"score": 81,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
Needs attention
GEO: Explanatory content depth
01
Issue
10 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 10,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 189,
"heading": "H2: Frequently Asked Questions",
"text": "Data streaming is the practice of treating information as a continuous flow of events rather than static batches. Instead of waiting for data to pile up before it’s processed, insights and actions can be triggered the moment new events occur. Apache Kafka® has become the standard technology that makes this possible.",
"words": 52,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220)."
],
"html": "<p><a href=\"https://www.confluent.io/learn/data-streaming/?session_ref=direct\" data-original-href=\"https://www.confluent.io/learn/data-streaming/\">Data streaming</a> is the practice of treating information as a continuous flow of events rather than static batches. Instead of waiting for data to pile up before it’s processed, insights and actions can be triggered the moment new events occur. <a href=\"https://www.confluent.io/what-is-apache-kafka/?session_ref=direct\" data-original-href=\"..."
},
{
"index": 190,
"heading": "H2: Frequently Asked Questions",
"text": "Confluent takes Kafka further, rearchitecting it for the cloud. Both Confluent Cloud and Confluent Platform provide high-performance, enterprise-ready data streaming capabilities—built to scale seamlessly, reduce operations overhead, and deliver faster results. Confluent Cloud is powered by Kora, our cloud-native engine that provides autoscaling and 20-90%+ throughput savings.",
"words": 48,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220)."
],
"html": "<p>Confluent takes Kafka further, rearchitecting it for the cloud. Both Confluent Cloud and Confluent Platform provide high-performance, enterprise-ready data streaming capabilities—built to scale seamlessly, reduce operations overhead, and deliver faster results. Confluent Cloud is powered by Kora, our cloud-native engine that provides autoscaling and <a href=\"https://www.confluent.io/confluent-cloud/pricing/?session_ref=direct\" data-original-href=\"https://www.confluent.io/confluent-c..."
},
{
"index": 191,
"heading": "H2: Frequently Asked Questions",
"text": "Traditional APIs follow a request-response model, where apps must ask for data to receive it. Data streaming flips the model: producers continuously publish events to a central log, and consumers subscribe to whatever streams they need in real time. This event-driven approach enables more scalable, decoupled architectures.",
"words": 47,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (47 words; target 80-220)."
],
"html": "<p>Traditional APIs follow a request-response model, where apps must ask for data to receive it. Data streaming flips the model: producers continuously publish events to a central log, and consumers subscribe to whatever streams they need in real time. This event-driven approach enables more scalable, decoupled architectures.</p>"
},
{
"index": 192,
"heading": "H2: Frequently Asked Questions",
"text": "A data streaming platform enables organizations to stream data continuously in real time, connect systems across environments, process events as they happen, and govern data for reliability and compliance. It provides the foundation to power analytics, AI, and event-driven applications, all while ensuring trusted, scalable, and secure data flows across the business.",
"words": 52,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220)."
],
"html": "<p>A <a href=\"/data-streaming/\" data-original-href=\"/data-streaming/\">data streaming platform</a> enables organizations to stream data continuously in real time, connect systems across environments, process events as they happen, and govern data for reliability and compliance. It provides the foundation to power analytics, AI, and event-driven applications, all while ensuring trusted, scalable, and secure data flows across the business.</p>"
},
{
"index": 193,
"heading": "H2: Frequently Asked Questions",
"text": "Organizations of all sizes—from startups to global enterprises—use Confluent to modernize their data foundations. It’s especially valuable for teams looking to build event-driven applications, leverage analytics and AI on live data, or replace brittle batch-based ETL pipelines with a more reliable, real-time approach.",
"words": 46,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (46 words; target 80-220)."
],
"html": "<p>Organizations of all sizes—from <a href=\"/customers/\" data-original-href=\"/customers/\">startups to global enterprises</a>—use Confluent to modernize their data foundations. It’s especially valuable for teams looking to build event-driven applications, leverage analytics and AI on live data, or replace brittle batch-based ETL pipelines with a more reliable, real-time approach.</p>"
},
{
"index": 194,
"heading": "H2: Frequently Asked Questions",
"text": "Any app that relies on fast, trustworthy data can benefit. Examples include streaming analytics dashboards, fraud detection engines, real-time personalization, cybersecurity systems, and event-driven AI like RAG or multi-agent systems. If your application needs to react instantly and reliably, Confluent provides the foundation.",
"words": 43,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220)."
],
"html": "<p>Any app that relies on fast, trustworthy data can benefit. Examples include streaming analytics dashboards, fraud detection engines, real-time personalization, cybersecurity systems, and event-driven AI like RAG or multi-agent systems. If your application needs to react instantly and reliably, Confluent provides the foundation.</p>"
},
{
"index": 197,
"heading": "H2: Frequently Asked Questions",
"text": "Confluent supports common formats like Avro, Protobuf, and JSON Schema through its Schema Registry, which is part of Stream Quality in Stream Governance (Confluent’s fully managed governance suite). With Confluent’s portfolio of 120+ pre-built connectors you can quickly connect to databases, data warehouses, SaaS apps, and cloud services—making it easy to integrate data across your entire ecosystem.",
"words": 60,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (60 words; target 80-220)."
],
"html": "<p>Confluent supports common formats like Avro, Protobuf, and JSON Schema through its Schema Registry, which is part of Stream Quality in Stream Governance (Confluent’s fully managed governance suite). With Confluent’s portfolio of 120+ pre-built connectors you can quickly connect to databases, data warehouses, SaaS apps, and cloud services—making it easy to integrate data across your entire ecosystem.</p>"
},
{
"index": 199,
"heading": "H2: Frequently Asked Questions",
"text": "Absolutely. Confluent Cloud’s Kora engine delivers massive scalability and reliability, backed by a 99.99% uptime SLA for production workloads. It can handle GBps+ workloads while scaling 10x faster than traditional Kafka. Confluent Platform also runs on a cloud-native distribution of Kafka and provides features for easier self-managed scaling, including Confluent for Kubernetes and Ansible playbooks. Security is...",
"words": 75,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (75 words; target 80-220)."
],
"html": "<p>Absolutely. Confluent Cloud’s Kora engine delivers massive scalability and reliability, backed by a 99.99% uptime SLA for production workloads. It can handle GBps+ workloads while scaling 10x faster than traditional Kafka. Confluent Platform also runs on a cloud-native distribution of Kafka and provides features for easier self-managed scaling, including Confluent for Kubernetes and Ansible playbooks. Security is built in, with enterprise-grade features and compliance certifications..."
},
{
"index": 200,
"heading": "H2: Frequently Asked Questions",
"text": "Sign up for Confluent Cloud and you’ll receive $400 in credits to start building right away. We’ll walk you through how to launch a cluster, connect a data source, and start using Schema Registry in minutes. Our Demo Center and Confluent Developer site also provide guided resources to help you build quickly and confidently.",
"words": 56,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (56 words; target 80-220)."
],
"html": "<p>Sign up for Confluent Cloud and you’ll receive $400 in credits to start building right away. We’ll walk you through how to launch a cluster, connect a data source, and start using Schema Registry in minutes. Our <a href=\"https://www.confluent.io/product/demo-center/?session_ref=direct\" data-original-href=\"https://www.confluent.io/product/demo-center/\">Demo Center</a> and <a href=\"https://developer.confluent.io/\" data-original-href=\"https://developer.confluent.io/\">Conflu..."
},
{
"index": 201,
"heading": "H2: Frequently Asked Questions",
"text": "It’s a common mix-up! Confluent is all about real-time data streaming, helping businesses move, connect, process, and govern data at scale. Confluence, on the other hand, is a web-based workspace for team collaboration and documentation. So while they both help teams work smarter, only Confluent powers the data that drives modern applications, AI, and analytics.",
"words": 56,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (56 words; target 80-220)."
],
"html": "<p>It’s a common mix-up! Confluent is all about real-time data streaming, helping businesses move, connect, process, and govern data at scale. Confluence, on the other hand, is a web-based workspace for team collaboration and documentation. So while they both help teams work smarter, only Confluent powers the data that drives modern applications, AI, and analytics.</p>"
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
Needs attention
AIO: Answer block readiness
01
Issue
14 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
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}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
2 Warning
Needs attention
AIO: Page experience for AIO
01
Issue
212 image(s) are missing width/height attributes. 1 possible modal/interstitial element(s) detected.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 75/100 and needs improvement.
Evidence
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"src": "https://images.ctfassets.net/8vofjvai1hpv/2OMTYsjp3toXMWqDrnK0FX/9b91896ef3270362ddc8e9999586a5a0/contact.png?w=468&h=263&q=100&fm=png&bg=transparent",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img data-gatsby-image-ssr class=\"Cards-module--image--c2511\" data-main-image style=\"opacity:0\" sizes=\"(min-width: 468px) 468px, 100vw\" decoding=\"async\" loading=\"lazy\" alt=\"Contact a specialist to book a demo of Confluent\" src=\"https://images.ctfassets.net/8vofjvai1hpv/2OMTYsjp3toXMWqDrnK0FX/9b91896ef3270362ddc8e9999586a5a0/contact.png?w=468&h=263&q=100&fm=png&bg=transparent\" srcset=\"https://images.ctfassets.net/8vofjvai1hpv/2OMTYsjp3toXMWqDrnK0FX/9b91896ef3270362ddc8e9999586a..."
},
{
"src": "https://images.ctfassets.net/8vofjvai1hpv/2OMTYsjp3toXMWqDrnK0FX/9b91896ef3270362ddc8e9999586a5a0/contact.png?w=468&h=263&q=100&fm=png&bg=transparent",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img data-gatsby-image-ssr class=\"Cards-module--image--c2511\" data-main-image style=\"opacity:0\" sizes=\"(min-width: 468px) 468px, 100vw\" decoding=\"async\" loading=\"lazy\" src=\"https://images.ctfassets.net/8vofjvai1hpv/2OMTYsjp3toXMWqDrnK0FX/9b91896ef3270362ddc8e9999586a5a0/contact.png?w=468&h=263&q=100&fm=png&bg=transparent\" srcset=\"https://images.ctfassets.net/8vofjvai1hpv/2OMTYsjp3toXMWqDrnK0FX/9b91896ef3270362ddc8e9999586a5a0/contact.png?w=468&h=263&q=100&fm=png&am..."
},
{
"src": "data:image/svg+xml;charset=utf-8,%3Csvg height='263' width='468' xmlns='http://www.w3.org/2000/svg' version='1.1'%3E%3C/svg%3E",
"width": "",
"height": "",
"loading": "",
"html": "<img alt role=\"presentation\" aria-hidden=\"true\" src=\"data:image/svg+xml;charset=utf-8,%3Csvg height='263' width='468' xmlns='http://www.w3.org/2000/svg' version='1.1'%3E%3C/svg%3E\" style=\"max-width:100%;display:block;position:static\">"
},
{
"src": "data:image/png;base64,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",
"width": "",
"height": "",
"loading": "",
"html": "<img aria-hidden=\"true\" data-placeholder-image style=\"opacity:1;transition:opacity 500ms linear;background-color:transparent;position:absolute;top:0;left:0;bottom:0;right:0\" decoding=\"async\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAALCAMAAABI111xAAABtlBMVEUAAAA2NjZJSUlFRUVEREQ1NTUxMTEwMDAzMzM0NDRISEhOTk4vLy9AQEBGRkYsLCstLS0tLSwtLiwtLi0uLi0uLi5CQkJPT08oKChhYWFsbGxubm5BQUAYGQUcHgAdHwAeHwsgIBwgIB8gICA/Pz8oKCcnJyU7PDk9PTovMCQkIzAhHUoeGkUhHkQkIUQnJEknJj4mJxcoKCUnJycmJiUhIR8vLyhMTUN..."
},
{
"src": "https://images.ctfassets.net/8vofjvai1hpv/3aXndxzpAqK8acftHhg0Ns/ba36e2c9ddce3f72a5596182377011eb/tour.png?w=468&h=263&q=100&fm=png&bg=transparent",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img data-gatsby-image-ssr class=\"Cards-module--image--c2511\" data-main-image style=\"opacity:0\" sizes=\"(min-width: 468px) 468px, 100vw\" decoding=\"async\" loading=\"lazy\" alt=\"Try an interactive demo of Confluent\" src=\"https://images.ctfassets.net/8vofjvai1hpv/3aXndxzpAqK8acftHhg0Ns/ba36e2c9ddce3f72a5596182377011eb/tour.png?w=468&h=263&q=100&fm=png&bg=transparent\" srcset=\"https://images.ctfassets.net/8vofjvai1hpv/3aXndxzpAqK8acftHhg0Ns/ba36e2c9ddce3f72a5596182377011eb/tour.png?w=..."
},
{
"src": "https://images.ctfassets.net/8vofjvai1hpv/3aXndxzpAqK8acftHhg0Ns/ba36e2c9ddce3f72a5596182377011eb/tour.png?w=468&h=263&q=100&fm=png&bg=transparent",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img data-gatsby-image-ssr class=\"Cards-module--image--c2511\" data-main-image style=\"opacity:0\" sizes=\"(min-width: 468px) 468px, 100vw\" decoding=\"async\" loading=\"lazy\" src=\"https://images.ctfassets.net/8vofjvai1hpv/3aXndxzpAqK8acftHhg0Ns/ba36e2c9ddce3f72a5596182377011eb/tour.png?w=468&h=263&q=100&fm=png&bg=transparent\" srcset=\"https://images.ctfassets.net/8vofjvai1hpv/3aXndxzpAqK8acftHhg0Ns/ba36e2c9ddce3f72a5596182377011eb/tour.png?w=468&h=263&q=100&fm=png&bg=t..."
}
],
"possibleDialogs": [
"<div role=\"alertdialog\" aria-describedby=\"onetrust-policy-text\" aria-label=\"Privacy\"><div class=\"ot-sdk-container\"><!-- Banner close icon starts --><div class=\"banner-close-btn-container\"><button class=\"onetrust-close-btn-handler ot-close-icon banner-close-button\" style=\"background-image: url("https://cdn.cookielaw.org/logos/static/ot_close.svg");\" aria-label=\"Close\"></button></div><!-- Banner close icon ends --><div class=\"ot-sdk-row\"><div class=\"ot-sdk-eight ot-sdk-columns\"><div c..."
],
"score": 75,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
Needs attention
GEO: Extraction-friendly structure
01
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": true,
"definitionPatterns": 15,
"schemaBlocks": 2,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 84/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 84/100 and needs improvement.
1 Warning
Needs attention
AEO: Entity and definition clarity
01
Issue
Entity or definition gaps: confluent, build, faster, scale, smarter.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
84/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Entity and definition clarity scored 84/100 and needs improvement.
Evidence
{
"title": "Confluent | The Data Streaming Platform",
"h1": "Build Faster.Scale Smarter.",
"description": "Stream, connect, process, and govern your data with a unified Data Streaming Platform built on the heritage of Apache Kafka® and Apache Flink®.",
"topicOverlap": 0.375,
"definitionCount": 15,
"topicTerms": [
"confluent",
"data",
"streaming",
"platform",
"build",
"faster",
"scale",
"smarter"
],
"descriptionTerms": [
"stream",
"connect",
"process",
"govern",
"data",
"unified",
"streaming",
"platform",
"built",
"heritage",
"apache",
"kafka",
"flink"
],
"missingFromDescription": [
"confluent",
"build",
"faster",
"scale",
"smarter"
],
"score": 84,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
Needs attention
AEO: Answer intent coverage
01
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Building Data-Driven, AI-First Companies",
"html": "<h2 class=\"style-module--title--dd668\">Building Data-Driven,<br> AI-First Companies</h2>"
},
{
"text": "Industry Solutions That Drive Results",
"html": "<h2 class=\"style-module--title--dd668\">Industry Solutions That Drive Results</h2>"
},
{
"text": "The Confluent Difference",
"html": "<h2 class=\"Pillars-module--title--27438\">The Confluent Difference</h2>"
},
{
"text": "See Confluent In Action",
"html": "<h2 class=\"Cards-module--title--5cd4a\">See Confluent In Action</h2>"
},
{
"text": "Frequently Asked Questions",
"html": "<h2 class=\"FAQ-module--title--3b0cd\">Frequently Asked <br> Questions</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Confluent?",
"pattern": {}
},
{
"id": "how",
"label": "How does Confluent work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Confluent?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Confluent free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Confluent compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Confluent?",
"pattern": {}
},
{
"id": "how",
"label": "How does Confluent work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Confluent?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Confluent free or paid?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Needs attention
AI context endpoint
01
Issue
AI context endpoint is informational for this page.
02
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
Needs attention
AIO: Query intent coverage
01
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "Building Data-Driven, AI-First Companies",
"html": "<h2 class=\"style-module--title--dd668\">Building Data-Driven,<br> AI-First Companies</h2>"
},
{
"text": "Industry Solutions That Drive Results",
"html": "<h2 class=\"style-module--title--dd668\">Industry Solutions That Drive Results</h2>"
},
{
"text": "The Confluent Difference",
"html": "<h2 class=\"Pillars-module--title--27438\">The Confluent Difference</h2>"
},
{
"text": "See Confluent In Action",
"html": "<h2 class=\"Cards-module--title--5cd4a\">See Confluent In Action</h2>"
},
{
"text": "Frequently Asked Questions",
"html": "<h2 class=\"FAQ-module--title--3b0cd\">Frequently Asked <br> Questions</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Confluent?",
"pattern": {}
},
{
"id": "how",
"label": "How does Confluent work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Confluent?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Confluent free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Confluent compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Confluent?",
"pattern": {}
},
{
"id": "how",
"label": "How does Confluent work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Confluent?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Confluent free or paid?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
Needs attention
IndexNow key
01
Issue
IndexNow key is informational for this page.
02
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Needs attention
OAuth / OIDC discovery
01
Issue
OAuth / OIDC discovery was not found at the expected path.
02
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173153
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Needs attention
OAuth Protected Resource
01
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
02
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html class=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"/><meta http-equiv=\"x-ua-compatible\" content=\"ie=edge\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\"/><script>window.lockABTastyTag = true;</script><link href=\"https://cdn.confluent.io\" rel=\"preconnect\"/><link href=\"https://assets.confluent.io\" rel=\"preconnect\"/><link href=\"https://www.googletagmanager.com\" rel=\"preconnect\"/><link href=\"https://cdn.segment.com\" rel=\"preconnect\"/><link href=\"https://ipv4.geojs.io\" rel=\"preconnect\"/><link href=\"https://images.ctfassets.net\" rel=\"preconnect\"/><link href=\"https://go.confluent.io\" rel=\"preconnect\"/><link href=\"https://try.abtasty.com\" rel=\"preconnect\"/><link href=\"https://reveal.clearbit.com\" rel=\"preconnect\"/><link href=\"https://cdn.cook"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.confluent.io"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.confluent.io/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.confluent.io/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.confluent.io/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
50 Fail
Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
50 Fail
Check name
Browser errors were logged to the console
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Fix guidance
Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)
Evidence
{
"description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}SEOSEOBrowser audit
Links do not have descriptive text
50 Fail
SEOSEOBrowser audit
Links do not have descriptive text
50 Fail
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
1 link found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "1 link found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}SEOSEOBrowser audit
robots.txt is not valid
50 Fail
SEOSEOBrowser audit
robots.txt is not valid
50 Fail
Check name
robots.txt is not valid
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
1 error found
Fix guidance
If your robots.txt file is malformed, crawlers may not be able to understand how you want your website to be crawled or indexed. [Learn more about robots.txt](https://developer.chrome.com/docs/lighthouse/seo/invalid-robots-txt/).
Evidence
{
"displayValue": "1 error found",
"description": "If your robots.txt file is malformed, crawlers may not be able to understand how you want your website to be crawled or indexed. [Learn more about robots.txt](https://developer.chrome.com/docs/lighthouse/seo/invalid-robots-txt/)."
}Performance and AccessibilityBest PracticesBrowser audit
Uses deprecated APIs
50 Fail
Performance and AccessibilityBest PracticesBrowser audit
Uses deprecated APIs
50 Fail
Check name
Uses deprecated APIs
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Estimated savings
1 warning found
Fix guidance
Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/).
Evidence
{
"displayValue": "1 warning found",
"description": "Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/)."
}Performance and AccessibilityPerformanceBrowser audit
Reduce JavaScript execution time
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Reduce JavaScript execution time
20 Fail
Check name
Reduce JavaScript execution time
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
58.8Â s
Fix guidance
Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "58.8Â s",
"description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
"numericValue": 58831.284000000036
}Performance and AccessibilityPerformanceBrowser audit
Serves images with low resolution
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Serves images with low resolution
20 Fail
Check name
Serves images with low resolution
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Image natural dimensions should be proportional to the display size and the pixel ratio to maximize image clarity. [Learn how to provide responsive images](https://web.dev/articles/serve-responsive-images).
References
https://web.dev/learn/performance/Evidence
{
"description": "Image natural dimensions should be proportional to the display size and the pixel ratio to maximize image clarity. [Learn how to provide responsive images](https://web.dev/articles/serve-responsive-images)."
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
15 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
15 Fail
Check name
Loading performance
Score
27/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 1,
"displayValue": "3.9Â s",
"numericValue": 3902.3291000000004
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 0,
"displayValue": "57.1Â s",
"numericValue": 57101.593850000005
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 0,
"displayValue": "12.6Â s",
"numericValue": 12568.153635496898
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 0,
"displayValue": "65,520Â ms",
"numericValue": 65522.68700000001
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 0,
"displayValue": "5,840Â ms",
"numericValue": 5843.000000000004
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 30Â ms",
"numericValue": 26.678
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 0,
"displayValue": "84.0Â s",
"numericValue": 84023.06610000003
},
{
"id": "uses-rel-preconnect",
"title": "Preconnect to required origins",
"score": 100
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "260Â ms",
"numericValue": 262.61600000000004
},
{
"id": "third-party-summary",
"title": "Reduce the impact of third-party code",
"score": 0,
"displayValue": "Third-party code blocked the main thread for 37,230Â ms"
},
{
"id": "largest-contentful-paint-element",
"title": "Largest Contentful Paint element",
"score": 0,
"displayValue": "57,100Â ms"
}
]
}Performance and AccessibilityPerformanceBrowser audit
Image optimization
10 Fail
Performance and AccessibilityPerformanceBrowser audit
Image optimization
10 Fail
Check name
Image optimization
Score
50/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped image optimization checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "image-aspect-ratio",
"title": "Displays images with correct aspect ratio",
"score": 100
},
{
"id": "uses-responsive-images",
"title": "Properly size images",
"score": 0,
"displayValue": "Est savings of 129Â KiB",
"numericValue": 750
}
]
}Performance and AccessibilityPerformanceBrowser audit
Image elements do not have explicit `width` and `height`
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Image elements do not have explicit `width` and `height`
10 Warning
Check name
Image elements do not have explicit `width` and `height`
Score
50/100
Status
warning
Device
desktop
Category
Performance
Fix guidance
Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)
References
https://web.dev/learn/performance/Evidence
{
"description": "Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)"
}Fix with MCP or CLI
Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.
Score history
Public scan score over time
Public reports for this website origin. Select any point or report link to open that canonical report.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 50/100 | Level 3, Bot-Aware | Current report |