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Jun 8, 2026, 5:02 PM
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Jun 8, 2026, 5:02:15 PMJun 8, 2026, 5:02 PM
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52/100
OVERALL SCORE
Level 3, Bot-Aware
Moderate readiness for AI agents
- AI Discoverability 56 out of 100
- Agent Ease of Use 8 out of 100
- Security & Trust 0 out of 100
- GEO, AIO and AEO 77 out of 100
- SEO 92 out of 100
- Performance and Accessibility 66 out of 100
What AI sees of your website
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Next step
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 56 | Needs work | 14 | 9 | 1 | View details |
| Discoverability | 57 | Needs work | 4 | 5 | 0 | View details |
| Content Readiness | 71 | Needs work | 9 | 1 | 1 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 8 | Priority fix | 6 | 24 | 0 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 4 | 0 | View details |
| MCP | 25 | Priority fix | 2 | 6 | 0 | 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 | 77 | Mostly ready | 7 | 2 | 11 | View details |
| GEO Readiness | 77 | Mostly ready | 1 | 0 | 5 | |
| AIO Readiness | 80 | Mostly ready | 3 | 1 | 3 | View details |
| AEO Readiness | 73 | 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 | 0 | Priority fix | 4 | 5 | 0 | View details |
| Security & Trust | 0 | Priority fix | 0 | 5 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 66 | Needs work | 22 | 5 | 1 | View details |
| Performance | 55 | Needs work | 13 | 4 | 1 | View details |
| Accessibility | 85 | Mostly ready | 9 | 1 | 0 | View details |
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".
50 Fail
Needs attention
API Catalog
01
Issue
The API catalog endpoint did not return HTTP 2xx.
02
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 Fail
Needs attention
Content Signal
01
Issue
No Content Signal found in robots.txt
02
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Needs attention
OpenAPI discovery
01
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
02
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
},
{
"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><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
},
{
"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><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
},
{
"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><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
},
{
"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><!-- This site was created in Webflow. https://webflow.com --><!-- Last Published: Tue Jun 02 2026 16:02:39 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.together.ai\" data-wf-page=\"69654e88dce9154b5f1206e7\" data-wf-site=\"69654e88dce9154b5f1206dd\" data-wf-intellimize-customer-id=\"117655561\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"Webflow\" name=\"generator\"/><link href=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/css/together-ai-0ecab937ed8d4f4431c520693e"
}
]
},
"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 DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
50 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
50 Fail
Needs attention
Semantic HTML
01
Issue
Semantic HTML is incomplete: 84 links missing accessible names; 3 buttons missing accessible names.
Details
02
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": false,
"accessibleButtons": false,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [
"<a data-wf-native-id-path=\"b446826c-b6e7-4fa6-5f43-6bf81f2ec6ee:b446826c-b6e7-4fa6-5f43-6bf81f2ec6f1\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b446826c-b6e7-4fa6-5f43-6bf81f2ec6f1\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22b446826c-b6e7-4fa6-5f43-6bf81f2ec6ef%22%2C%22instanceId%22%3A%22b446826c-b6e7-4fa6-5f43-6bf81f2ec6ee%22%7D%5D\" href=\"/\" aria-current=\"page\" class=\"nav-brand w-inline-block w--current\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" vie",
"<a tabindex=\"-1\" data-wf-native-id-path=\"58c746e3-e9ef-c032-b779-2f5fb15ae8bc:ec1c44cc-cdd2-391d-46cd-afa9deafdcfe:b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%224b16e8d2-afbc-caa0-5933-0ed7214cec23%22%2C%22instanceId%22%3A%2258c746e3-e9ef-c032-b779-2f5fb15ae8bc%22%7D%2C%7B%22componentId%22%3A%22b82c7941-7ead-b64e-c2a3-848fcc2351d0%22%2C%22instanceI",
"<a tabindex=\"-1\" data-wf-native-id-path=\"58c746e3-e9ef-c032-b779-2f5fb15ae8bd:ec1c44cc-cdd2-391d-46cd-afa9deafdcfe:b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%224b16e8d2-afbc-caa0-5933-0ed7214cec23%22%2C%22instanceId%22%3A%2258c746e3-e9ef-c032-b779-2f5fb15ae8bd%22%7D%2C%7B%22componentId%22%3A%22b82c7941-7ead-b64e-c2a3-848fcc2351d0%22%2C%22instanceI",
"<a tabindex=\"-1\" data-wf-native-id-path=\"58c746e3-e9ef-c032-b779-2f5fb15ae8c1:ec1c44cc-cdd2-391d-46cd-afa9deafdcfe:b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%224b16e8d2-afbc-caa0-5933-0ed7214cec23%22%2C%22instanceId%22%3A%2258c746e3-e9ef-c032-b779-2f5fb15ae8c1%22%7D%2C%7B%22componentId%22%3A%22b82c7941-7ead-b64e-c2a3-848fcc2351d0%22%2C%22instanceI",
"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-0:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-0:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-0\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%226a06033032c4c910a7245bec%22%7D%5D\" data-wf-component-context=\"%5B%7B%22compo",
"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-1:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-1:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-1\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%2269e5bb2edc3b2964f7d69783%22%7D%5D\" data-wf-component-context=\"%5B%7B%22compo",
"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-2:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-2:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-2\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%2269df1b714b3d271b460b8bea%22%7D%5D\" data-wf-component-context=\"%5B%7B%22compo",
"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-3:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-3:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-3\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%2269dc618e6c8f1d9af49a9faa%22%7D%5D\" data-wf-component-context=\"%5B%7B%22compo",
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"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-68:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-68:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-68\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%22699e0b06861b8afdd9babbb4%22%7D%5D\" data-wf-component-context=\"%5B%7B%22co",
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"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-72:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-72:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-72\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%22699e0b09e4b6730f9f46b5ba%22%7D%5D\" data-wf-component-context=\"%5B%7B%22co",
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"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-74:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-74:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-74\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%22699e0b130f9ceb0b5776f4e5%22%7D%5D\" data-wf-component-context=\"%5B%7B%22co",
"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-75:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-75:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-75\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%22699e0b1277a2a070ba6cea35%22%7D%5D\" data-wf-component-context=\"%5B%7B%22co",
"<a tabindex=\"-1\" data-wf-native-id-path=\"0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa1f7:0f5c8a3b-5f99-ebef-8d4f-5bb1e41aa20d_instance-76:e1b9fe40-0610-1b67-7335-e35dae3c0f84_instance-76:b82c7941-7ead-b64e-c2a3-848fcc2351d0_instance-76\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b82c7941-7ead-b64e-c2a3-848fcc2351d0\" data-wf-cms-context=\"%5B%7B%22collectionId%22%3A%2269654e88dce9154b5f12083a%22%2C%22itemId%22%3A%22699e0afca1415086fd81b919%22%7D%5D\" data-wf-component-context=\"%5B%7B%22co",
"<a data-wf-native-id-path=\"1558817a-46fd-8918-f623-acf572fa8de7:1558817a-46fd-8918-f623-acf572fa8e62\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"1558817a-46fd-8918-f623-acf572fa8e62\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%221558817a-46fd-8918-f623-acf572fa8de8%22%2C%22instanceId%22%3A%221558817a-46fd-8918-f623-acf572fa8de7%22%7D%5D\" href=\"https://discord.gg/9Rk6sSeWEG\" target=\"_blank\" class=\"footer_socials-link w-inline-block\"><svg xmlns=\"http://www.w3.org/200",
"<a data-wf-native-id-path=\"1558817a-46fd-8918-f623-acf572fa8de7:1558817a-46fd-8918-f623-acf572fa8e66\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"1558817a-46fd-8918-f623-acf572fa8e66\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%221558817a-46fd-8918-f623-acf572fa8de8%22%2C%22instanceId%22%3A%221558817a-46fd-8918-f623-acf572fa8de7%22%7D%5D\" href=\"https://x.com/togethercompute\" target=\"_blank\" class=\"footer_socials-link w-inline-block\"><svg xmlns=\"http://www.w3.org/200",
"<a data-wf-native-id-path=\"1558817a-46fd-8918-f623-acf572fa8de7:1558817a-46fd-8918-f623-acf572fa8e6a\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"1558817a-46fd-8918-f623-acf572fa8e6a\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%221558817a-46fd-8918-f623-acf572fa8de8%22%2C%22instanceId%22%3A%221558817a-46fd-8918-f623-acf572fa8de7%22%7D%5D\" href=\"https://www.linkedin.com/company/togethercomputer/\" target=\"_blank\" class=\"footer_socials-link w-inline-block\"><svg xmlns=\""
],
"inaccessibleButtons": [
"<button data-nav-menu=\"trigger\" data-scroll=\"toggle\" class=\"nav-ham\"><div data-transition class=\"nav-ham_line\"></div><div data-transition class=\"nav-ham_line\"></div></button>",
"<button data-wf--slider-arrow-box--mode=\"dark\" data-direction=\"Prev\" data-swiper-arrow=\"research\" class=\"slider-arrow-box w-variant-6608fc9e-c28d-b295-16cb-1b7ed0b00056\"><div data-wf--slider-arrow--variant=\"medium\" xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" viewbox=\"0 0 20 20\" fill=\"none\" class=\"slider-arrow w-variant-ece2f837-dabd-cc7e-f056-1ead74379368\"><div data-transition=\"icon\" class=\"flex-center chevron-left icon-16\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" viewBox=\"0 0 24",
"<button data-wf--slider-arrow-box--mode=\"dark\" data-direction=\"Next\" data-swiper-arrow=\"research\" class=\"slider-arrow-box w-variant-6608fc9e-c28d-b295-16cb-1b7ed0b00056\"><div data-wf--slider-arrow--variant=\"medium\" xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" viewbox=\"0 0 20 20\" fill=\"none\" class=\"slider-arrow w-variant-ece2f837-dabd-cc7e-f056-1ead74379368\"><div data-transition=\"icon\" class=\"flex-center chevron-left icon-16\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" viewBox=\"0 0 24"
],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 7,
"links": 310,
"inaccessibleLinks": 84,
"buttons": 4,
"inaccessibleButtons": 3,
"images": 236,
"imagesWithAlt": 236,
"autocompleteInputs": 0,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 0
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 Fail
Needs attention
Web Bot Auth request signing
01
Issue
Web Bot Auth request signing was not found at the expected path.
02
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"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."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
38 Warning
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
38 Warning
Needs attention
Content freshness signals
01
Issue
Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
02
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
25/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": "Sat, 06 Jun 2026 04:39:57 GMT",
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
33 Fail
Needs attention
FAQPage schema
01
Issue
FAQ content was detected but no FAQPage schema was found.
02
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": [
"Organization",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
33 Fail
Needs attention
High-value schema types
01
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
02
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": [
"Organization",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
33 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
33 Fail
Needs attention
Link headers
01
Issue
No useful agent discovery Link headers were found.
02
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
33 Fail
Needs attention
MCP Server Card
01
Issue
MCP Server Card was not found at the expected path.
02
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"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".
33 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
33 Fail
Needs attention
mcp.json
01
Issue
mcp.json was not found at the expected path.
02
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"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."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 Fail
Needs attention
WebMCP manifest
01
Issue
WebMCP manifest was not found at the expected path.
02
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
}
]
},
"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 UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
25 Fail
Needs attention
A2A Agent Card
01
Issue
A2A Agent Card was not found at the expected path.
02
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
25 Fail
Needs attention
Agent Skills index
01
Issue
Agent Skills index was not found at the expected path.
02
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
25 Fail
Needs attention
agent.json
01
Issue
agent.json was not found at the expected path.
02
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
25 Fail
Needs attention
agents.json
01
Issue
agents.json was not found at the expected path.
02
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
}
]
},
"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."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
20 Fail
Needs attention
Content-Security-Policy
01
Issue
Content-Security-Policy is missing or incomplete.
02
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": null
}Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
20 Fail
Needs attention
Frame protection
01
Issue
Frame protection is missing or incomplete.
02
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
HSTS header
HSTS header is missing or incomplete.
20 Fail
Needs attention
HSTS header
01
Issue
HSTS header is missing or incomplete.
02
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
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
20 Fail
Needs attention
Referrer-Policy
01
Issue
Referrer-Policy is missing or incomplete.
02
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
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
20 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
20 Fail
Needs attention
X-Content-Type-Options
01
Issue
X-Content-Type-Options is missing or incomplete.
02
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 Fail
Needs attention
AIO: Source and trust signals
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "#",
"text": "Company",
"html": "<a data-accordion-toggle data-wf-native-id-path=\"b446826c-b6e7-4fa6-5f43-6bf81f2ec6ee:b446826c-b6e7-4fa6-5f43-6bf81f2ec72d\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"b446826c-b6e7-4fa6-5f43-6bf81f2ec72d\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22b446826c-b6e7-4fa6-5f43-6bf81f2ec6ef%22%2C%22instanceId%22%3A%22b446826c-b6e7-4fa6-5f43-6bf81f2ec6ee%22%7D%5D\" href=\"#\" class=\"nav-link w-inline-block\"><p class=\"body-s\">Company</p><div data-accordion-icon class=\"u-..."
},
{
"href": "/about-us",
"text": "AboutGet to know us",
"html": "<a data-wf-native-id-path=\"b446826c-b6e7-4fa6-5f43-6bf81f2ec6ee:b446826c-b6e7-4fa6-5f43-6bf81f2ec733:e5e1b890-6d35-70aa-8028-234a3266d031:728663b5-8f88-233f-4293-b1cb5541705f\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"728663b5-8f88-233f-4293-b1cb5541705f\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22b446826c-b6e7-4fa6-5f43-6bf81f2ec6ef%22%2C%22instanceId%22%3A%22b446826c-b6e7-4fa6-5f43-6bf81f2ec6ee%22%7D%2C%7B%22componentId%22%3A%22e5e1b890-6d35-70aa-8028-234a..."
},
{
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},
{
"href": "/blog/what-is-an-ai-native-cloud",
"text": "CompanyWhat is an AI Native Cloud?AI-native companies need infrastructure built for models, not legacy workloads. Learn what defines an AI Native Cloud and why it matters for the next platform shift.",
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{
"href": "/blog/together-ai-at-nvidia-gtc-2026",
"text": "CompanyTogether AI at NVIDIA GTC 2026: Explore our latest innovations across research and productsTogether AI arrives at NVIDIA GTC 2026 with new launches in inference, agents, voice AI, and open models — plus technical sessions from its research and engineering leaders.",
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"href": "/about-us",
"text": "About us",
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"text": "Customer supportFind answers to your questions",
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"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
8 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
8 Fail
Needs attention
AEO: Answer evidence and trust
01
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
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"href": "/about-us",
"text": "AboutGet to know us",
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"href": "/blog/what-is-an-ai-native-cloud",
"text": "CompanyWhat is an AI Native Cloud?AI-native companies need infrastructure built for models, not legacy workloads. Learn what defines an AI Native Cloud and why it matters for the next platform shift.",
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"href": "/about-us",
"text": "About us",
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"href": "https://www.linkedin.com/company/togethercomputer/",
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"text": "Contact sales",
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},
{
"href": "/contact-sales",
"text": "Contact sales",
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{
"href": "/contact-sales",
"text": "Contact Sales",
"html": "<a data-button-instance data-wf--button--style-size=\"base\" data-wf-native-id-path=\"268128db-d5f4-afb4-fd76-0c9670082a4e:122c5de1-111a-d394-1a8a-c8d4d304ae56\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"122c5de1-111a-d394-1a8a-c8d4d304ae56\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%22122c5de1-111a-d394-1a8a-c8d4d304ae56%22%2C%22instanceId%22%3A%22268128db-d5f4-afb4-fd76-0c9670082a4e%22%7D%5D\" href=\"/contact-sales\" class=\"btn w-inline-block is-secondary\"><div dat..."
},
{
"href": "/support",
"text": "Support",
"html": "<a data-wf-native-id-path=\"1558817a-46fd-8918-f623-acf572fa8de7:5c6c9a55-0f42-a285-0eda-d8703690fe77:8caaab90-c0af-f324-9fac-14360f03bf53\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"8caaab90-c0af-f324-9fac-14360f03bf53\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%221558817a-46fd-8918-f623-acf572fa8de8%22%2C%22instanceId%22%3A%221558817a-46fd-8918-f623-acf572fa8de7%22%7D%2C%7B%22componentId%22%3A%228caaab90-c0af-f324-9fac-14360f03bf52%22%2C%22instanceId%22%3A%225..."
}
],
"privacyLinks": [
{
"href": "/privacy",
"text": "Privacy Policy",
"html": "<a underline-link data-wf-native-id-path=\"1558817a-46fd-8918-f623-acf572fa8de7:1558817a-46fd-8918-f623-acf572fa8e58:22343010-77fa-154c-454f-f0b6601cde23\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"22343010-77fa-154c-454f-f0b6601cde23\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%221558817a-46fd-8918-f623-acf572fa8de8%22%2C%22instanceId%22%3A%221558817a-46fd-8918-f623-acf572fa8de7%22%7D%2C%7B%22componentId%22%3A%2222343010-77fa-154c-454f-f0b6601cde22%22%2C%22insta..."
},
{
"href": "/terms-of-service",
"text": "Terms of service",
"html": "<a underline-link data-wf-native-id-path=\"1558817a-46fd-8918-f623-acf572fa8de7:1558817a-46fd-8918-f623-acf572fa8e5a:22343010-77fa-154c-454f-f0b6601cde23\" data-wf-ao-click-engagement-tracking=\"true\" data-wf-element-id=\"22343010-77fa-154c-454f-f0b6601cde23\" data-wf-component-context=\"%5B%7B%22componentId%22%3A%221558817a-46fd-8918-f623-acf572fa8de8%22%2C%22instanceId%22%3A%221558817a-46fd-8918-f623-acf572fa8de7%22%7D%2C%7B%22componentId%22%3A%2222343010-77fa-154c-454f-f0b6601cde22%22%2C%22insta..."
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
6 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
6 Warning
Needs attention
AEO: Answer-first sections
01
Issue
6 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 6,
"passing": 0,
"failing": [
{
"heading": "The Together AI Platform",
"headingHtml": "<h2 class=\"h2\">The Together AI Platform</h2>",
"firstParagraph": "Accelerate inference, model shaping and pre-training on a research-optimized platform.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">Accelerate inference, model shaping and pre-training on a research-optimized platform.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Full-stack cloud",
"headingHtml": "<h2 class=\"h2\">Full-stack cloud</h2>",
"firstParagraph": "Powering every step of the AI development journey —from experimentation to massive scale.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">Powering every step of the AI development journey
—from experimentation to massive scale.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Grounded in cutting-edge research",
"headingHtml": "<h2 class=\"h2\">Grounded in cutting-edge research</h2>",
"firstParagraph": "Foundational systems research for production AI.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">Foundational systems research for production AI.</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "AI natives build on Together AI",
"headingHtml": "<h2 class=\"h2\">AI natives build on Together AI</h2>",
"firstParagraph": "See how Together AI powers customers building the next generation of AI products.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">See how Together AI powers customers building the next generation of AI products.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "What’s new at Together AI",
"headingHtml": "<h2 class=\"h2\">What’s new at Together AI</h2>",
"firstParagraph": "What is an AI Native Cloud?",
"paragraphHtml": "<p class=\"h5\">What is an AI Native Cloud?</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Start building on Together AI",
"headingHtml": "<h2 class=\"h2\">Start building on Together AI</h2>",
"firstParagraph": "From optimized training and model shaping to large-scale production inference",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">From optimized training and model shaping to large-scale production inference</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: AI crawler accessibility
GEO: AI crawler accessibility scored 55/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: AI crawler accessibility
GEO: AI crawler accessibility scored 55/100 and needs improvement.
4 Warning
Needs attention
GEO: AI crawler accessibility
01
Issue
robots.txt blocks these AI crawlers: google-extended.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: AI crawler accessibility
Score
55/100
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: AI crawler accessibility scored 55/100 and needs improvement.
Evidence
{
"textWords": 3087,
"htmlBytes": 682302,
"robots": {
"checkedCrawlers": [
"gptbot",
"chatgpt-user",
"claudebot",
"perplexitybot",
"google-extended"
],
"blocked": [
"google-extended"
],
"allows": false
},
"schemaBlocks": 1,
"finalUrl": "https://www.together.ai/",
"robotsExcerpt": "# -----------------------------\n# Global rules (apply to all crawlers)\n# -----------------------------\nUser-agent: *\nAllow: /\n\n# -----------------------------\n# Google (block AI training only)\n# -----------------------------\nUser-agent: Google-Extended\nDisallow: /\n\nSitemap: https://docs.together.ai/sitemap.xml\n\nSitemap: https://www.together.ai/sitemap.xml",
"score": 55,
"weight": 26
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
Needs attention
AIO: Answer block readiness
01
Issue
6 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 6,
"passing": 0,
"failing": [
{
"heading": "The Together AI Platform",
"headingHtml": "<h2 class=\"h2\">The Together AI Platform</h2>",
"firstParagraph": "Accelerate inference, model shaping and pre-training on a research-optimized platform.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">Accelerate inference, model shaping and pre-training on a research-optimized platform.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Full-stack cloud",
"headingHtml": "<h2 class=\"h2\">Full-stack cloud</h2>",
"firstParagraph": "Powering every step of the AI development journey —from experimentation to massive scale.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">Powering every step of the AI development journey
—from experimentation to massive scale.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Grounded in cutting-edge research",
"headingHtml": "<h2 class=\"h2\">Grounded in cutting-edge research</h2>",
"firstParagraph": "Foundational systems research for production AI.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">Foundational systems research for production AI.</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "AI natives build on Together AI",
"headingHtml": "<h2 class=\"h2\">AI natives build on Together AI</h2>",
"firstParagraph": "See how Together AI powers customers building the next generation of AI products.",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">See how Together AI powers customers building the next generation of AI products.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "What’s new at Together AI",
"headingHtml": "<h2 class=\"h2\">What’s new at Together AI</h2>",
"firstParagraph": "What is an AI Native Cloud?",
"paragraphHtml": "<p class=\"h5\">What is an AI Native Cloud?</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Start building on Together AI",
"headingHtml": "<h2 class=\"h2\">Start building on Together AI</h2>",
"firstParagraph": "From optimized training and model shaping to large-scale production inference",
"paragraphHtml": "<p class=\"body-l text-weight-medium\">From optimized training and model shaping to large-scale production inference</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
Needs attention
GEO: Explanatory content depth
01
Issue
2 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 2,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 208,
"heading": "H2: Grounded in cutting-edge research",
"text": "By Alpay Ariyak*, Junda Zhang, Junxiong Wang, Shang Zhu, Federico Bianchi, Sanjana Srivastava, Ashwinee Panda, Siddhant Bharti, Chenfeng Xu, John Heo, Xiaoxia Shirley Wu, James Zou, Percy Liang, Leon Song, Ce Zhang, Ben Athiwaratkun, Zhongzhu Zhou*, Qingyang Wu* *Project Core Leads",
"words": 41,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (41 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p data-authors-line class=\"caption-s\">By Alpay Ariyak*, Junda Zhang, Junxiong Wang, Shang Zhu, Federico Bianchi, Sanjana Srivastava, Ashwinee Panda, Siddhant Bharti, Chenfeng Xu, John Heo, Xiaoxia Shirley Wu, James Zou, Percy Liang, Leon Song, Ce Zhang, Ben Athiwaratkun, Zhongzhu Zhou*, Qingyang Wu* *Project Core Leads</p>"
},
{
"index": 226,
"heading": "H2: Grounded in cutting-edge research",
"text": "Junxiong Wang, Shirley Wu, Zelei Shao, Vikranth Srivatsa, Jue Wang, Roy Yuan, Qingyang Wu, Alpay Ariyak, Rupert Wu, Wai Tong Chung, Chenfeng Xu, Yonatan Oren, Pragaash Ponnusamy, Yineng Zhang, Avner May, Leon Song, Tri Dao, Percy Liang, Ce Zhang, Ben Athiwaratkun",
"words": 41,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (41 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p data-authors-line class=\"caption-s\">Junxiong Wang, Shirley Wu, Zelei Shao, Vikranth Srivatsa, Jue Wang, Roy Yuan, Qingyang Wu, Alpay Ariyak, Rupert Wu, Wai Tong Chung, Chenfeng Xu, Yonatan Oren, Pragaash Ponnusamy, Yineng Zhang, Avner May, Leon Song, Tri Dao, Percy Liang, Ce Zhang, Ben Athiwaratkun</p>"
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
2 Warning
Needs attention
AIO: Page experience for AIO
01
Issue
235 image(s) are missing width/height attributes.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
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, initial-scale=1",
"visibleWords": 3087,
"htmlBytes": 682302,
"imagesMissingDimensions": [
{
"src": "https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg\" alt class=\"announcement-bar_logo w-dyn-bind-empty\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg\" alt class=\"announcement-bar_logo w-dyn-bind-empty\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg\" alt class=\"announcement-bar_logo w-dyn-bind-empty\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg\" alt class=\"announcement-bar_logo w-dyn-bind-empty\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg\" alt class=\"announcement-bar_logo w-dyn-bind-empty\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg\" alt class=\"announcement-bar_logo w-dyn-bind-empty\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/69dd2821c9afb5d3a0b18a86_icon-dark_cloud.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/69dd2821c9afb5d3a0b18a86_icon-dark_cloud.svg\" loading=\"lazy\" alt class=\"icon-24\" data-categories=\"essential\">"
},
{
"src": "https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/69dd2822bd43cb1f65fe8fb5_icon-dark_stack.svg",
"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/69dd2822bd43cb1f65fe8fb5_icon-dark_stack.svg\" loading=\"lazy\" alt class=\"icon-24\" data-categories=\"essential\">"
},
{
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"height": "",
"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/69dd282179c4c1efd13fe444_icon-dark_dedicated-model-inference.svg\" loading=\"lazy\" alt class=\"icon-24\" data-categories=\"essential\">"
},
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"loading": "lazy",
"html": "<img src=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/69dd2821a70be145b49354ca_icon-dark_container.svg\" loading=\"lazy\" alt class=\"icon-24\" data-categories=\"essential\">"
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"loading": "lazy",
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"height": "",
"loading": "lazy",
"html": "<img loading=\"lazy\" src=\"https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/699cd94df75d5951f9db7060_open-ai.png\" alt=\"OpenAI logo with a symmetrical abstract geometric knot design.\" class=\"icon-24\" data-categories=\"essential\">"
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"width": "",
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"loading": "lazy",
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],
"possibleDialogs": [],
"score": 80,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
Needs attention
AEO: Answer intent coverage
01
Issue
Missing likely AI Overview intent sections: how, benefits, cost, compare.
Details
02
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "The Together AI Platform",
"html": "<h2 class=\"h2\">The Together AI Platform</h2>"
},
{
"text": "Full-stack cloud",
"html": "<h2 class=\"h2\">Full-stack cloud</h2>"
},
{
"text": "Grounded in cutting-edge research",
"html": "<h2 class=\"h2\">Grounded in cutting-edge research</h2>"
},
{
"text": "AI natives build on Together AI",
"html": "<h2 class=\"h2\">AI natives build on Together AI</h2>"
},
{
"text": "What’s new at Together AI",
"html": "<h2 class=\"h2\">What’s new at Together AI</h2>"
},
{
"text": "Start building on Together AI",
"html": "<h2 class=\"h2\">Start building on Together AI</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Together AI?",
"pattern": {}
},
{
"id": "how",
"label": "How does Together AI work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Together AI?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Together AI free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Together AI compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does Together AI work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Together AI?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Together AI free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Together AI compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
1 Warning
Needs attention
GEO: Extraction-friendly structure
01
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": true,
"definitionPatterns": 1,
"schemaBlocks": 1,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 88/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 88/100 and needs improvement.
1 Warning
Needs attention
GEO: Entity clarity
01
Issue
Title/H1 terms missing from description: together, nexton.
Details
02
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
88/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 88/100 and needs improvement.
Evidence
{
"title": "Together AI | The AI Native Cloud",
"h1": "Build what's nexton the AI Native Cloud",
"description": "Build what's next on the AI Native Cloud. Full-stack AI platform for inference, fine-tuning, and GPU clusters — powered by cutting-edge research.",
"topicOverlap": 0.6,
"topicTerms": [
"together",
"native",
"cloud",
"build",
"nexton"
],
"descriptionTerms": [
"build",
"next",
"native",
"cloud",
"full",
"stack",
"platform",
"inference",
"fine",
"tuning",
"gpu",
"clusters",
"powered",
"cutting",
"edge",
"research"
],
"missingFromDescription": [
"together",
"nexton"
],
"score": 88,
"weight": 28
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Needs attention
AI context endpoint
01
Issue
AI context endpoint is informational for this page.
02
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 199771
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
Needs attention
AIO: Query intent coverage
01
Issue
Missing likely AI Overview intent sections: how, benefits, cost, compare.
Details
02
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "The Together AI Platform",
"html": "<h2 class=\"h2\">The Together AI Platform</h2>"
},
{
"text": "Full-stack cloud",
"html": "<h2 class=\"h2\">Full-stack cloud</h2>"
},
{
"text": "Grounded in cutting-edge research",
"html": "<h2 class=\"h2\">Grounded in cutting-edge research</h2>"
},
{
"text": "AI natives build on Together AI",
"html": "<h2 class=\"h2\">AI natives build on Together AI</h2>"
},
{
"text": "What’s new at Together AI",
"html": "<h2 class=\"h2\">What’s new at Together AI</h2>"
},
{
"text": "Start building on Together AI",
"html": "<h2 class=\"h2\">Start building on Together AI</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Together AI?",
"pattern": {}
},
{
"id": "how",
"label": "How does Together AI work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Together AI?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Together AI free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Together AI compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does Together AI work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Together AI?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Together AI free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Together AI 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.
Informational
Needs attention
IndexNow key
01
Issue
IndexNow key is informational for this page.
02
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Needs attention
OAuth / OIDC discovery
01
Issue
OAuth / OIDC discovery was not found at the expected path.
02
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"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": "visible-text",
"weight": 3,
"match": "sign in"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Needs attention
OAuth Protected Resource
01
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
02
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.together.ai"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.together.ai/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.together.ai/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.together.ai/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 3,
"signals": [
{
"source": "visible-text",
"weight": 3,
"match": "sign in"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
100 Fail
Check name
Background and foreground colors do not have a sufficient contrast ratio.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}SEOSEOBrowser audit
Links do not have descriptive text
100 Fail
SEOSEOBrowser audit
Links do not have descriptive text
100 Fail
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
85 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": "85 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 AccessibilityPerformanceBrowser audit
Links do not have a discernible name
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Links do not have a discernible name
20 Fail
Check name
Links do not have a discernible name
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).
References
https://web.dev/learn/performance/Evidence
{
"description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
20 Fail
Check name
Reduce unused JavaScript
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 727 KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 727 KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 240
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
20 Fail
Check name
Use efficient cache lifetimes
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 447 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 447 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)."
}Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
10 Warning
Check name
Legacy JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 37 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 37 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
Loading performance
8 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
8 Fail
Check name
Loading performance
Score
62/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 28,
"displayValue": "3.3 s",
"numericValue": 3271.012779359628
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 63,
"displayValue": "2.0 s",
"numericValue": 1969.5278960525188
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 28,
"displayValue": "510 ms",
"numericValue": 508.5
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 10 ms",
"numericValue": 12
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 49,
"displayValue": "250 ms",
"numericValue": 251
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "40 ms",
"numericValue": 41.77169999999999
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 83,
"displayValue": "1.1 s",
"numericValue": 1055.0014323573282
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 45,
"displayValue": "4.7 s",
"numericValue": 4745.282452580957
}
]
}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 |
|---|---|---|---|
| 52/100 | Level 3, Bot-Aware | Current report |