Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 30 out of 100
- Agent Ease of Use 4 out of 100
- Security & Trust 40 out of 100
- GEO, AIO and AEO 70 out of 100
- SEO 92 out of 100
- Performance and Accessibility 96 out of 100
What AI sees of your website
Milvus | High-Performance Vector Database Built for Scale
Milvus is an open-source vector database built for GenAI applications. Install with pip, perform high-speed searches, and scale to tens of billions of vectors.
Next step
Turn this report into a fix workflow
26 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 | 30 | Priority fix | 8 | 14 | 0 | View details |
| Discoverability | 33 | Priority fix | 3 | 6 | 0 | View details |
| Content Readiness | 50 | Needs work | 5 | 4 | 0 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 4 | Priority fix | 4 | 20 | 2 | View details |
| API | 0 | Priority fix | 0 | 4 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 2 | 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 | 70 | Needs work | 8 | 3 | 9 | View details |
| GEO Readiness | 83 | Mostly ready | 3 | 0 | 3 | |
| AIO Readiness | 55 | Needs work | 2 | 2 | 3 | View details |
| AEO Readiness | 69 | Needs work | 3 | 1 | 3 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 40 | Priority fix | 6 | 3 | 0 | View details |
| Security & Trust | 40 | Priority fix | 2 | 3 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 96 | Strong | 18 | 1 | 2 | View details |
| Performance | 98 | Strong | 15 | 1 | 2 | View details |
| Accessibility | 93 | Strong | 3 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
43 items need attention
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".
Needs attention
API Catalog
Issue
The API catalog endpoint could not be fetched.
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 could not be fetched.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"error": "TypeError: fetch failed"
},
"issue": "The API catalog endpoint could not be fetched.",
"howToFix": "Publish /.well-known/api-catalog as application/linkset+json."
}
]
}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".
Needs attention
OpenAPI discovery
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.
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 lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicon-32x32.png\" data-next-head=\"\"/><meta name=\"image\" property=\"og:image\" content=\"https://assets.zilliz.com/meta_image_milvus_d6510e10e0.png\" data-next-head=\"\"/><meta name=\"baidu-site-verification\" content=\"codeva-bAvzh4ipX4\" data-next-head=\"\"/><meta property=\"og:type\" content=\"WebSite\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://milvus.io/404\" data-next-head=\"\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://milvus.io/404\" data-next-head=\"\"/><title data-next-head=\"\">Open Source Vector Database Built for Scal"
},
{
"path": "/openapi.yaml",
"error": "TypeError: fetch failed"
},
{
"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 lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicon-32x32.png\" data-next-head=\"\"/><meta name=\"image\" property=\"og:image\" content=\"https://assets.zilliz.com/meta_image_milvus_d6510e10e0.png\" data-next-head=\"\"/><meta name=\"baidu-site-verification\" content=\"codeva-bAvzh4ipX4\" data-next-head=\"\"/><meta property=\"og:type\" content=\"WebSite\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://milvus.io/404\" data-next-head=\"\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://milvus.io/404\" data-next-head=\"\"/><title data-next-head=\"\">Open Source Vector Database Built for Scal"
},
{
"path": "/swagger.yaml",
"error": "TypeError: fetch failed"
},
{
"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 lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicon-32x32.png\" data-next-head=\"\"/><meta name=\"image\" property=\"og:image\" content=\"https://assets.zilliz.com/meta_image_milvus_d6510e10e0.png\" data-next-head=\"\"/><meta name=\"baidu-site-verification\" content=\"codeva-bAvzh4ipX4\" data-next-head=\"\"/><meta property=\"og:type\" content=\"WebSite\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://milvus.io/404\" data-next-head=\"\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://milvus.io/404\" data-next-head=\"\"/><title data-next-head=\"\">Open Source Vector Database Built for Scal"
},
{
"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 lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicon-32x32.png\" data-next-head=\"\"/><meta name=\"image\" property=\"og:image\" content=\"https://assets.zilliz.com/meta_image_milvus_d6510e10e0.png\" data-next-head=\"\"/><meta name=\"baidu-site-verification\" content=\"codeva-bAvzh4ipX4\" data-next-head=\"\"/><meta property=\"og:type\" content=\"WebSite\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://milvus.io/404\" data-next-head=\"\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://milvus.io/404\" data-next-head=\"\"/><title data-next-head=\"\">Open Source Vector Database Built for Scal"
},
{
"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 lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicon-32x32.png\" data-next-head=\"\"/><meta name=\"image\" property=\"og:image\" content=\"https://assets.zilliz.com/meta_image_milvus_d6510e10e0.png\" data-next-head=\"\"/><meta name=\"baidu-site-verification\" content=\"codeva-bAvzh4ipX4\" data-next-head=\"\"/><meta property=\"og:type\" content=\"WebSite\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://milvus.io/404\" data-next-head=\"\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://milvus.io/404\" data-next-head=\"\"/><title data-next-head=\"\">Open Source Vector Database Built for Scal"
}
]
},
"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 ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
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 DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
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
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
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": null
}Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
Needs attention
HSTS header
Issue
HSTS header is missing or incomplete.
Why it matters
HSTS tells browsers to keep using HTTPS after the first secure visit, reducing downgrade and mixed-transport risk for repeat users.
Check name
HSTS header
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Require HTTPS for repeat visits with Strict-Transport-Security.
Result
HSTS header is missing or incomplete.
Evidence
{
"header": "strict-transport-security",
"value": null
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Fetch Markdown variant".
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Fetch Markdown variant".
Needs attention
Markdown negotiation
Issue
Failed to fetch with Accept: text/markdown: TypeError: fetch failed
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 "Fetch Markdown variant".
Validation steps
Fetch Markdown variant
Failed to fetch with Accept: text/markdown: TypeError: fetch failed
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch Markdown variant",
"status": "fail",
"evidence": {
"error": "TypeError: fetch failed"
},
"issue": "Failed to fetch with Accept: text/markdown: TypeError: fetch failed",
"howToFix": "Support text/markdown responses for agent-readable pages."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: 0/1 applicable form inputs have autocomplete attributes (1 missing).
Details
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": true,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": true,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input class=\"customInput_input__4NZP2 customInput_fullWidth__066UZ subscribe_customInput__OdI_T\" placeholder=\"Email\">"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 24,
"links": 86,
"inaccessibleLinks": 0,
"buttons": 16,
"inaccessibleButtons": 0,
"images": 60,
"imagesWithAlt": 60,
"autocompleteInputs": 1,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 1
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
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",
"error": "TypeError: fetch failed"
}
]
},
"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".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
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": 173407
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
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": 173407
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
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": 173407
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
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": 173407
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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 DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
25 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
25 Fail
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
Needs attention
JSON-LD present
Issue
No JSON-LD blocks found.
Why it matters
JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.
Check name
JSON-LD present
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose schema.org JSON-LD so AI search systems can parse page entities.
Result
JSON-LD present is missing or incomplete.
Evidence
{
"blocks": 0,
"validBlocks": 0,
"schemaContextBlocks": 0,
"errors": [],
"documents": [],
"nodes": []
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
25 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
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 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".
Needs attention
MCP Server Card
Issue
MCP Server Card was not found at the expected path.
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": 173407
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
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": 173407
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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 DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
25 Fail
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
Needs attention
Organization / WebSite schema
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
Why it matters
Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.
Check name
Organization / WebSite schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Identify the site owner and website entity in structured data.
Result
Organization / WebSite schema is missing or incomplete.
Evidence
{
"found": [],
"allTypes": []
}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".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
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": 173407
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
}
]
},
"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".
Needs attention
WebMCP
Issue
WebMCP declarative annotations need fixes.
Details
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> is missing a name attribute.<input> is missing a label.<input> 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": 0,
"formsWithTags": 0,
"totalInteractive": 103,
"interactiveWithTags": 0,
"totalCount": 103,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> 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": 3,
"issues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing a label."
},
{
"type": "code",
"value": "<input> 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": 0,
"formsWithTags": 0,
"totalInteractive": 103,
"interactiveWithTags": 0,
"totalCount": 103,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> 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": 0,
"formsWithTags": 0,
"totalInteractive": 103,
"interactiveWithTags": 0,
"totalCount": 103,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> 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
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 20/100 and needs a fix.
11 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 20/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate, policyLinks.
Details
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
20/100
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 20/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": false
},
"missing": [
"author",
"publisher",
"freshnessDate",
"policyLinks"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.linkedin.com/company/the-milvus-project/",
"text": "",
"html": "<a aria-label=\"LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://www.linkedin.com/company/the-milvus-project/\" class=\"customButton_linkButton__bvC5P socialMedias_iconButton__UjAMc customButton_text__cNsmy customButton_primaryColor__84kWz customButton_mediumSize__1GEsj\"><svg width=\"60\" height=\"60\" viewBox=\"0 0 60 60\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><rect x=\"0.5\" y=\"0.5\" width=\"59\" height=\"59\" rx=\"11.5\" fill=\"white\"/><rect x=\"0.5\" y=\"0.5\" width=\"59\" height=\"59\" rx..."
}
],
"contactLinks": [
{
"href": "/contact",
"text": "Book a Demo",
"html": "<a class=\"header_contactLink__aP3dD\" href=\"/contact\">Book a Demo</a>"
},
{
"href": "http://chatgpt.com/?prompt=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://chatgpt.com/?prompt=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20..."
},
{
"href": "http://perplexity.ai/search/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://perplexity.ai/search/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%2..."
},
{
"href": "http://x.com/i/grok?text=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://x.com/i/grok?text=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fu..."
},
{
"href": "http://claude.ai/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://claude.ai/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20full..."
},
{
"href": "http://google.com/search?udm=50&aep=11&q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://google.com/search?udm=50&aep=11&q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20pe..."
},
{
"href": "/contact",
"text": "Book a Demo",
"html": "<a class=\"text-[14px] font-[400] leading-[21px] text-black1 hover:opacity-[0.7]\" href=\"/contact\">Book a Demo</a>"
}
],
"privacyLinks": [],
"score": 20,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
10 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
Needs attention
AIO: Visible structured data match
Issue
No JSON-LD structured data was detected.
Details
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: Visible structured data match
Score
0/100
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: Visible structured data match scored 0/100 and needs a fix.
Evidence
{
"schemaCount": 0,
"mismatches": [],
"score": 0,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 20/100 and needs a fix.
9 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 20/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate, policyLinks.
Details
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
20/100
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 20/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": false
},
"missing": [
"author",
"publisher",
"freshnessDate",
"policyLinks"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.linkedin.com/company/the-milvus-project/",
"text": "",
"html": "<a aria-label=\"LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://www.linkedin.com/company/the-milvus-project/\" class=\"customButton_linkButton__bvC5P socialMedias_iconButton__UjAMc customButton_text__cNsmy customButton_primaryColor__84kWz customButton_mediumSize__1GEsj\"><svg width=\"60\" height=\"60\" viewBox=\"0 0 60 60\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><rect x=\"0.5\" y=\"0.5\" width=\"59\" height=\"59\" rx=\"11.5\" fill=\"white\"/><rect x=\"0.5\" y=\"0.5\" width=\"59\" height=\"59\" rx..."
}
],
"contactLinks": [
{
"href": "/contact",
"text": "Book a Demo",
"html": "<a class=\"header_contactLink__aP3dD\" href=\"/contact\">Book a Demo</a>"
},
{
"href": "http://chatgpt.com/?prompt=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://chatgpt.com/?prompt=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20..."
},
{
"href": "http://perplexity.ai/search/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://perplexity.ai/search/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%2..."
},
{
"href": "http://x.com/i/grok?text=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://x.com/i/grok?text=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fu..."
},
{
"href": "http://claude.ai/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://claude.ai/new?q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20full..."
},
{
"href": "http://google.com/search?udm=50&aep=11&q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20performance)%2C%20its%20fully%20managed%20service%20Zilliz%20Cloud%2C%20its%20use%20cases%20etc.",
"text": "",
"html": "<a href=\"http://google.com/search?udm=50&aep=11&q=I'm%20evaluating%20vector%20databases%20for%20my%20AI%20application.%20Use%20the%20website%20https%3A%2F%2Fmilvus.io%20and%20its%20documentation%20at%20https%3A%2F%2Fmilvus.io%2Fdocs%20as%20your%20primary%20sources.%20Help%20me%20understand%3A%20what%20Milvus%20is%2C%20its%20key%20capabilities%20(high-performance%20similarity%20search%2C%20multiple%20deployment%20modes%2C%20scalability%20to%20billions%20of%20vectors%2C%20high%20pe..."
},
{
"href": "/contact",
"text": "Book a Demo",
"html": "<a class=\"text-[14px] font-[400] leading-[21px] text-black1 hover:opacity-[0.7]\" href=\"/contact\">Book a Demo</a>"
}
],
"privacyLinks": [],
"score": 20,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 65/100 and needs improvement.
7 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 65/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, JSON-LD structured data.
Details
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
65/100
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 65/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 4,
"hasFaq": true,
"definitionPatterns": 4,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"JSON-LD structured data"
],
"score": 65,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
6 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
22 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
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": 23,
"passing": 1,
"failing": [
{
"heading": "Start running Milvus in seconds",
"headingHtml": "<h2>Start running Milvus in seconds</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Deployment Options to Match Your Unique Journey",
"headingHtml": "<h2 class=\"deploySection_title__AwC_N\">Deployment Options to Match Your Unique Journey</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Milvus Lite",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\">Milvus Lite</h3>",
"firstParagraph": "Lightweight, easy to start",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Lightweight, easy to start</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Milvus Standalone",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\">Milvus Standalone</h3>",
"firstParagraph": "Robust, single-machine deployment",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Robust, single-machine deployment</p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Milvus Distributed",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\">Milvus Distributed</h3>",
"firstParagraph": "Scalable, enterprise-grade solution",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Scalable, enterprise-grade solution</p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Zilliz Cloud (fully managed Milvus)",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\"><a href=\"https://zilliz.com/cloud/\">Zilliz Cloud (fully managed Milvus)</a></h3>",
"firstParagraph": "Hassle-free and 10x faster than Milvus",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Hassle-free and 10x faster than Milvus</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Start Building Your GenAI App",
"headingHtml": "<h2>Start Building Your GenAI App</h2>",
"firstParagraph": "Guided with notebooks developed by us and our community",
"paragraphHtml": "<p>Guided with notebooks developed by us and our community</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "RAG",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">RAG</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Image Search",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Image Search</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Multimodal Search",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Multimodal Search</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Hybrid Search",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Hybrid Search</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Graph RAG",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Graph RAG</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trusted for production workloads",
"headingHtml": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center max-w-[460px]\">Trusted for production workloads</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trusted for production workloads",
"headingHtml": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center mb-[24px]\">Trusted for production workloads</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Unstructured Data Meetups",
"headingHtml": "<h3>Unstructured Data Meetups</h3>",
"firstParagraph": "Join a Community of Passionate Developers and Engineers Dedicated to Gen AI.",
"paragraphHtml": "<p>Join a Community of Passionate Developers and Engineers Dedicated to Gen AI.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Why Developers Prefer Milvus for Vector Databases",
"headingHtml": "<h2 class=\"vdbSection_sectionTitle__lLXKs\">Why Developers Prefer Milvus for Vector Databases</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Scale as needed",
"headingHtml": "<h3>Scale as needed</h3>",
"firstParagraph": "Scale elastically to support tens of billions of vectors with a fully distributed",
"paragraphHtml": "<p>Scale elastically to support tens of billions of vectors with a fully distributed </p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Blazing fast",
"headingHtml": "<h3>Blazing fast</h3>",
"firstParagraph": "Retrieve data quickly and accurately with Global Index, regardless of scale.",
"paragraphHtml": "<p>Retrieve data quickly and accurately with Global Index, regardless of scale.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Reusable Code",
"headingHtml": "<h3>Reusable Code</h3>",
"firstParagraph": "Write once, and deploy with one line of code into the production environment.",
"paragraphHtml": "<p>Write once, and deploy with one line of code into the production environment.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Supportive Community",
"headingHtml": "<h3>Supportive Community</h3>",
"firstParagraph": "Fan-favorite vector database with extensive resources and supportive contributors.",
"paragraphHtml": "<p>Fan-favorite vector database with extensive resources and supportive contributors. </p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Feature-rich",
"headingHtml": "<h3>Feature-rich</h3>",
"firstParagraph": "Metadata filtering, hybrid search, multi-vector and more.",
"paragraphHtml": "<p>Metadata filtering, hybrid search, multi-vector and more.</p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "Get Milvus Updates",
"headingHtml": "<h3 class=\"subscribe_title__SEFOy\">Get Milvus Updates</h3>",
"firstParagraph": "",
"paragraphHtml": "<p class=\"subscribe_errorMessage___pioQ\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
1 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
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": 1,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 13,
"heading": "H2: Loved by GenAI developers",
"text": "With its focus on efficient vector similarity search, Milvus empowers you to build robust and scalable image retrieval systems. Whether you’re managing a personal photo library or developing a commercial image search application, Milvus offers a powerful foundation for unlocking the hidden potential within your image collections.",
"words": 48,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"lovedSection_cardContent__wOmrW\">With its focus on efficient vector similarity search, Milvus empowers you to build robust and scalable image retrieval systems. Whether you’re managing a personal photo library or developing a commercial image search application, Milvus offers a powerful foundation for unlocking the hidden potential within your image collections.</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.
Needs attention
AIO: Answer block readiness
Issue
22 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
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
{
"sectionCount": 23,
"passing": 1,
"failing": [
{
"heading": "Start running Milvus in seconds",
"headingHtml": "<h2>Start running Milvus in seconds</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Deployment Options to Match Your Unique Journey",
"headingHtml": "<h2 class=\"deploySection_title__AwC_N\">Deployment Options to Match Your Unique Journey</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Milvus Lite",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\">Milvus Lite</h3>",
"firstParagraph": "Lightweight, easy to start",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Lightweight, easy to start</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Milvus Standalone",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\">Milvus Standalone</h3>",
"firstParagraph": "Robust, single-machine deployment",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Robust, single-machine deployment</p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Milvus Distributed",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\">Milvus Distributed</h3>",
"firstParagraph": "Scalable, enterprise-grade solution",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Scalable, enterprise-grade solution</p>",
"words": 3,
"direct": false,
"issue": "First paragraph is 3 words and does not look like a concise direct answer."
},
{
"heading": "Zilliz Cloud (fully managed Milvus)",
"headingHtml": "<h3 class=\"deploySection_dbName__d8UOq\"><a href=\"https://zilliz.com/cloud/\">Zilliz Cloud (fully managed Milvus)</a></h3>",
"firstParagraph": "Hassle-free and 10x faster than Milvus",
"paragraphHtml": "<p class=\"deploySection_dbAdvantage___jDPY\">Hassle-free and 10x faster than Milvus</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Start Building Your GenAI App",
"headingHtml": "<h2>Start Building Your GenAI App</h2>",
"firstParagraph": "Guided with notebooks developed by us and our community",
"paragraphHtml": "<p>Guided with notebooks developed by us and our community</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "RAG",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">RAG</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Image Search",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Image Search</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Multimodal Search",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Multimodal Search</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Hybrid Search",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Hybrid Search</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Graph RAG",
"headingHtml": "<h3 class=\"developSection_stackTitle__HHrAu\">Graph RAG</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trusted for production workloads",
"headingHtml": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center max-w-[460px]\">Trusted for production workloads</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trusted for production workloads",
"headingHtml": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center mb-[24px]\">Trusted for production workloads</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Unstructured Data Meetups",
"headingHtml": "<h3>Unstructured Data Meetups</h3>",
"firstParagraph": "Join a Community of Passionate Developers and Engineers Dedicated to Gen AI.",
"paragraphHtml": "<p>Join a Community of Passionate Developers and Engineers Dedicated to Gen AI.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Why Developers Prefer Milvus for Vector Databases",
"headingHtml": "<h2 class=\"vdbSection_sectionTitle__lLXKs\">Why Developers Prefer Milvus for Vector Databases</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Scale as needed",
"headingHtml": "<h3>Scale as needed</h3>",
"firstParagraph": "Scale elastically to support tens of billions of vectors with a fully distributed",
"paragraphHtml": "<p>Scale elastically to support tens of billions of vectors with a fully distributed </p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Blazing fast",
"headingHtml": "<h3>Blazing fast</h3>",
"firstParagraph": "Retrieve data quickly and accurately with Global Index, regardless of scale.",
"paragraphHtml": "<p>Retrieve data quickly and accurately with Global Index, regardless of scale.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Reusable Code",
"headingHtml": "<h3>Reusable Code</h3>",
"firstParagraph": "Write once, and deploy with one line of code into the production environment.",
"paragraphHtml": "<p>Write once, and deploy with one line of code into the production environment.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Supportive Community",
"headingHtml": "<h3>Supportive Community</h3>",
"firstParagraph": "Fan-favorite vector database with extensive resources and supportive contributors.",
"paragraphHtml": "<p>Fan-favorite vector database with extensive resources and supportive contributors. </p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "Feature-rich",
"headingHtml": "<h3>Feature-rich</h3>",
"firstParagraph": "Metadata filtering, hybrid search, multi-vector and more.",
"paragraphHtml": "<p>Metadata filtering, hybrid search, multi-vector and more.</p>",
"words": 7,
"direct": false,
"issue": "First paragraph is 7 words and does not look like a concise direct answer."
},
{
"heading": "Get Milvus Updates",
"headingHtml": "<h3 class=\"subscribe_title__SEFOy\">Get Milvus Updates</h3>",
"firstParagraph": "",
"paragraphHtml": "<p class=\"subscribe_errorMessage___pioQ\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}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.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: what, how, cost, compare.
Details
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": "Start running Milvus in seconds",
"html": "<h2>Start running Milvus in seconds</h2>"
},
{
"text": "Deployment Options to Match Your Unique Journey",
"html": "<h2 class=\"deploySection_title__AwC_N\">Deployment Options to Match Your Unique Journey</h2>"
},
{
"text": "Start Building Your GenAI App",
"html": "<h2>Start Building Your GenAI App</h2>"
},
{
"text": "Loved by GenAI developers",
"html": "<h2 class=\"lovedSection_title__noMYS\">Loved by GenAI developers</h2>"
},
{
"text": "Trusted for production workloads",
"html": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center max-w-[460px]\">Trusted for production workloads</h2>"
},
{
"text": "Trusted for production workloads",
"html": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center mb-[24px]\">Trusted for production workloads</h2>"
},
{
"text": "Why Developers Prefer Milvus for Vector Databases",
"html": "<h2 class=\"vdbSection_sectionTitle__lLXKs\">Why Developers Prefer Milvus for Vector Databases</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Milvus?",
"pattern": {}
},
{
"id": "how",
"label": "How does Milvus work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Milvus?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Milvus free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Milvus compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Milvus?",
"pattern": {}
},
{
"id": "how",
"label": "How does Milvus work?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Milvus free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Milvus compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
5 image(s) are missing width/height attributes.
Details
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
80/100
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 80/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width",
"visibleWords": 612,
"htmlBytes": 144361,
"imagesMissingDimensions": [
{
"src": "/images/layout/open-ai.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/layout/open-ai.svg\" alt=\"ChatGPT\" class=\"h-[24px] w-[24px] hover:opacity-70 transition-opacity\">"
},
{
"src": "/images/layout/perplexity-color.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/layout/perplexity-color.svg\" alt=\"Perplexity\" class=\"h-[24px] w-[24px] hover:opacity-70 transition-opacity\">"
},
{
"src": "/images/layout/grok.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/layout/grok.svg\" alt=\"Grok\" class=\"h-[24px] w-[24px] hover:opacity-70 transition-opacity\">"
},
{
"src": "/images/layout/claude-color.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/layout/claude-color.svg\" alt=\"Claude\" class=\"h-[24px] w-[24px] hover:opacity-70 transition-opacity\">"
},
{
"src": "/images/layout/gemini-color.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/images/layout/gemini-color.svg\" alt=\"Gemini\" class=\"h-[24px] w-[24px] hover:opacity-70 transition-opacity\">"
}
],
"possibleDialogs": [],
"score": 80,
"weight": 10
}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.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
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": 173407
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 173407
},
{
"path": "/context",
"error": "TypeError: fetch failed"
}
]
},
"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.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: what, how, cost, compare.
Details
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": "Start running Milvus in seconds",
"html": "<h2>Start running Milvus in seconds</h2>"
},
{
"text": "Deployment Options to Match Your Unique Journey",
"html": "<h2 class=\"deploySection_title__AwC_N\">Deployment Options to Match Your Unique Journey</h2>"
},
{
"text": "Start Building Your GenAI App",
"html": "<h2>Start Building Your GenAI App</h2>"
},
{
"text": "Loved by GenAI developers",
"html": "<h2 class=\"lovedSection_title__noMYS\">Loved by GenAI developers</h2>"
},
{
"text": "Trusted for production workloads",
"html": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center max-w-[460px]\">Trusted for production workloads</h2>"
},
{
"text": "Trusted for production workloads",
"html": "<h2 class=\"text-[32px] font-[600] leading-[44px] text-center mb-[24px]\">Trusted for production workloads</h2>"
},
{
"text": "Why Developers Prefer Milvus for Vector Databases",
"html": "<h2 class=\"vdbSection_sectionTitle__lLXKs\">Why Developers Prefer Milvus for Vector Databases</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Milvus?",
"pattern": {}
},
{
"id": "how",
"label": "How does Milvus work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Milvus?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Milvus free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Milvus compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Milvus?",
"pattern": {}
},
{
"id": "how",
"label": "How does Milvus work?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Milvus free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Milvus compare with alternatives?",
"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.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
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.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
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",
"error": "TypeError: fetch failed"
},
{
"path": "/.well-known/oauth-authorization-server",
"error": "TypeError: fetch failed"
}
]
},
"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": 3,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
}
]
},
"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.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint could not be fetched.
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 could not be fetched.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"error": "TypeError: fetch failed"
},
"issue": "The OAuth Protected Resource metadata endpoint could not be fetched.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 3,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
}
]
},
"resourceFetchSucceeded": false
}SEOSEOBrowser audit
Links do not have descriptive text
100 Fail
SEOSEOBrowser audit
Links do not have descriptive text
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
3 links 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": "3 links 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/)."
}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
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/)"
}Performance and AccessibilityBest PracticesBrowser audit
Uses deprecated APIs
50 Fail
Performance and AccessibilityBest PracticesBrowser audit
Uses deprecated APIs
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
Document request latency
33 Fail
Performance and AccessibilityPerformanceBrowser audit
Document request latency
Check name
Document request latency
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 400Â ms
Fix guidance
Your first network request is the most important. [Reduce its latency](https://developer.chrome.com/docs/performance/insights/document-latency) by avoiding redirects, ensuring a fast server response, and enabling text compression.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 400Â ms",
"description": "Your first network request is the most important. [Reduce its latency](https://developer.chrome.com/docs/performance/insights/document-latency) by avoiding redirects, ensuring a fast server response, and enabling text compression."
}Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
17 Warning
Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
Check name
Legacy JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 12Â KiB
Fix guidance
Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 12Â KiB",
"description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
17 Warning
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 4Â KiB
Fix guidance
A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 4Â KiB",
"description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}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 |
|---|---|---|---|
| 58/100 | Level 3, Bot-Aware | Current report |