agentspeed.

mapbox.com

scanned 7/26/2026, 5:33:26 AM · fresh · rubric 2026.08.0
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robots.txt present: passrobots.txt allows AI agents: passContent-Signal directives: failllms.txt present: passSitemap present: passLink response headers: passCanonical URL: passMCP server card: failOAuth authorization metadata: failOAuth resource metadata: failAPI catalog / OpenAPI: failWeb Bot Auth: failMarkdown negotiation: failText-to-markup ratio: failContent without JavaScript: skipHeading hierarchy: passCookie wall blocks content: warnPage title: passMeta description: passJSON-LD present: passStructured data validates: warnSchema type coverage: passPaywall / login wall: passAgent Skills manifest: failWebMCP actions: failPrimary action reachable: passReachability: passTime to first byte: passFull render time: skipPage weight: pass76/ 100 · C
Good

This is how AI agents (not browsers) experience mapbox.com. The score weights five categories of machine-readability; the ticks on the arc are the 30 individual checks behind it.

✉ Email me this report + alert me when it changes ↓

Top fixes

Checks tagged “emerging” are 2026 agent-protocol standards most of the web hasn’t adopted yet — adopting early is an edge, not a defect.

failText-to-markup ratioReadability

Visible text is 3.1% of HTML weight (19135/616670 bytes). Low. Markup may be crowding out agent-usable text.

Fix: Heavy ad or navigation markup crowds out agent-usable text. Aim for a text-to-DOM ratio above 15%.

warnCookie wall blocks contentReadability

Consent modal detected (cookielaw.org); content still visible. Verify the modal does not block first-paint for screenshot agents.

Fix: Defer cookie consent overlay until after content is visible, or render behind the primary content. Agents without JS or with ad-blocking profiles see a blank page otherwise.

warnStructured data validatesStructured data

1 recommended-field warning(s). First: WebSite recommends "potentialAction" (improves agent comprehension). 3 block(s) skipped — type outside the set we check.

Fix: Validate your JSON-LD with Google Rich Results test. Fix missing required properties.

failContent-Signal directivesemergingDiscoverability

No Content-Signal directives. Add e.g. `Content-Signal: ai-train=no, ai-summarize=yes` to declare granular AI usage policy beyond binary allow/disallow.

Fix: Add `Content-Signal:` directives to your robots.txt. This is the emerging standard (Cloudflare-driven) for declaring fine-grained AI usage policy beyond a binary allow/disallow.

failMCP server cardemergingDiscoverability

No valid MCP Server Card at /.well-known/mcp/server-card.json. Publish one so agents can discover your tools without HTML scraping.

Fix: Publish an MCP Server Card describing the tools your site exposes. Agents discover capabilities via `/.well-known/mcp/server-card.json`. See modelcontextprotocol.io for the schema.

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Qualifies for certificationBronze

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What the agent receives

The agent’s-eye view
Mapbox | Maps, Navigation, Search, and Data September 15–17 | Virtual Sep 15–17 | Virtual Register EN Contact us Log in Sign up Go to account Products Maps Navigation Search AI Data Self-Hosted Maps Back Maps Smooth, fast, cross-platform maps Overview → Mapbox GL JS Immersive maps for web Mobile Maps SDK Powerful maps for iOS and Android Studio Beautiful, custom map designs Static Maps Embed map images Add Custom Data With the Mapbox Tiling Service featured Blog Detailed architecture and new design flexibility enhance the latest release of Mapbox Standard Read more → Navigation Back Navigation Custom navigation services Overview → Navigation SDK for Automotive In-vehicle infotainment and navigation services Navigation for Mobile Routing and directions for iOS & Android Mapbox 3D Lanes New 3D lane-level guidance for precise navigation Mapbox for EV EV navigation solutions Autopilot Map Precision data for autopilot systems Matrix API Calculate travel time and distance featured Blog Never miss a turn again with Mapbox 3D Lanes Read more → Search Back Search Smart location data and search features Overview → Geocoding Geolocate and validate addresses Search Box New User-friendly search interface Address Autofill Autocomplete for address forms featured Blog Mapbox Geocoding adds 45 new countries and 73.2 million addresses Read more → AI Back Location AI Integrate artificial intelligence with geospatial data Overview → Feedback Agent New Capture better real-time feedback from users MapGPT A location-intelligent AI assistant featured Blog Maps turn conversational Read more → Data Back Data Products Unique, high-value geospatial datasets Overview → Traffic Data Live and typical traffic conditions Movement Data Population patterns through space and time Boundaries Global boundary data for analytics and enrichment featured Blog Faster updates, fresher map data: MTS now supports incremental updates Read more → Self-Hosted Back Atlas On-premise or private cloud solutions featured Blog Introducing Mapbox Atlas v3: Self-hosted maps without the infrastructure burden Read more → Solutions On-Demand Logistics Boost customer satisfaction and delivery performance Automotive Integrated navigation experiences for in-vehicle and companion apps Travel Plan, book, and explore the world all in one place Business Intelligence Enhance data analysis with location intelligence Weather Deliver accurate, real-time weather information Telecommunications Map real-time coverage and optimize network operations Outdoors Detailed maps for athletes and adventures Retail On-brand store locators and e-commerce solutions Real Estate Visualize property listings, rentals, and market data Drones & Robots Visualize, monitor, and manage robotic fleets Developers documentation Maps Navigation Search AI Data View all docs → connect Developer Discord Online community to discuss projects and help fellow devs Stack Overflow Share and search technical questions and solutions Github Find Mapbox public repos, view source code, and read changelogs Get Support Self-serve resources, account help, and technical assistance Developer Network Contract independent developers links Developer Quickstart Overview of developer resources Developer Cheat Sheet Snapshot overview of Mapbox services Help & Troubleshooting Find answers and get help API Playgrounds Demo spaces to experiment with Mapbox Developer Tools Web-based tools to help build with Mapbox API Status Real-time data on system performance Company Company Who we are About our company mission and history What we value About what drives us What we do About Mapbox technologies and data Careers Work at Mapbox Hiring Opportunities to join our team Life at Mapbox How we support your career Diversity, Equity & Inclusion Building a Mapbox for everyone impact Sustainability Environmental and social responsibility Nonprofit Support Support for non-profits and positive impact organizations follow us LinkedIn X Youtube Instagram Discord Github Blog Resources News Blog Stay updated on product launches and new features Newsroom The latest Mapbox news and press resources Events Connect with Mapbox at virtual and in-person events Learn Customer Showcase See customer use cases and impact across industries Webinars Live and on-demand videos about building with Mapbox Releases Explore the latest Mapbox product updates Downloadables See resources to build and stay current with Mapbox Get Help Support Flexible options for fast and expert help Education Resources for students and instructors Security Protect the security of your account, data, and users Featured Event Join our annual developer conference, September 15-17 Learn more → Pricing Contact us Products Maps Navigation Search AI Data Self-Hosted Maps Back Maps Smooth, fast, cross-platform maps Overview → Mapbox GL JS Immersive maps for web Mobile Maps SDK Powerful maps for iOS and Android Studio Beautiful, custom map designs Static Maps Embed map images Add Custom Data With the Mapbox Tiling Service featured Blog Detailed architecture and new design flexibility enhance the latest release of Mapbox Standard Read more → Navigation Back Navigation Custom navigation services Overview → Navigation SDK for Automotive In-vehicle infotainment and navigation services Navigation for Mobile Routing and directions for iOS & Android Mapbox 3D Lanes New 3D lane-level guidance for precise navigation Mapbox for EV EV navigation solutions Autopilot Map Precision data for autopilot systems Matrix API Calculate travel time and distance featured Blog Never miss a turn again with Mapbox 3D Lanes Read more → Search Back Search Smart location data and search features Overview → Geocoding Geolocate and validate addresses Search Box New User-friendly search interface Address Autofill Autocomplete for address forms featured Blog Mapbox Geocoding adds 45 new countries and 73.2 million addresses Read more → AI Back Location AI Integrate artificial intelligence with geospatial data Overview → Feedback Agent New Capture better real-time feedback from users MapGPT A location-intelligent AI assistant featured Blog Maps turn conversational Read more → Data Back Data Products Unique, high-value geospatial datasets Overview → Traffic Data Live and typical traffic conditions Movement Data Population patterns through space and time Boundaries Global boundary data for analytics and enrichment featured Blog Faster updates, fresher map data: MTS now supports incremental updates Read more → Self-Hosted Back Atlas On-premise or private cloud solutions featured Blog Introducing Mapbox Atlas v3: Self-hosted maps without the infrastructure burden Read more → Solutions On-Demand Logistics Boost customer satisfaction and delivery performance Automotive Integrated navigation experiences for in-vehicle and companion apps Travel Plan, book, and explore the world all in one place Business Intelligence Enhance data analysis with location intelligence Weather Deliver accurate, real-time weather information Telecommunications Map real-time coverage and optimize network operations Outdoors Detailed maps for athletes and adventures Retail On-brand store locators and e-commerce solutions Real Estate Visualize property listings, rentals, and market data Drones & Robots Visualize, monitor, and manage robotic fleets Developers documentation Maps Navigation Search AI Data View all docs → connect Developer Discord Online community to discuss projects and help fellow devs Stack Overflow Share and search technical questions and solutions Github Find Mapbox public repos, view source code, and read changelogs Get Support Self-serve resources, account help, and technical assistance Developer Network Contract independent developers links Developer Quickstart Overview of developer resources Developer Cheat Sheet Snapshot overview of Mapbox services Help & Troubleshooting Find answers and get help API Playgrounds Demo spaces to experiment with Mapbox Develop

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AgentSpeed score for mapbox.com
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This score says whether an AI agent could read mapbox.com. AI traffic analytics says whether one actually came — and which pages turned it away.

Full breakdown

16 pass2 warn10 fail2 skip
Discoverability
pass
robots.txt present
A robots.txt is reachable at the site root.
100/100
pass
robots.txt allows AI agents
All 9 answer-time access agents allowed.
100/100
fail
Content-Signal directivesemerging
No Content-Signal directives. Add e.g. `Content-Signal: ai-train=no, ai-summarize=yes` to declare granular AI usage policy beyond binary allow/disallow.
0/100
pass
llms.txt present
Found /llms.txt but missing H1 header and markdown links. Not scored.
100/100
pass
Sitemap present
sitemap.xml reachable and referenced from robots.txt.
100/100
pass
Link response headers
Link: header carries useful relation(s): canonical.
100/100
pass
Canonical URL
Canonical points to self: https://www.mapbox.com/.
100/100
fail
MCP server cardemerging
No valid MCP Server Card at /.well-known/mcp/server-card.json. Publish one so agents can discover your tools without HTML scraping.
0/100
fail
OAuth authorization metadataemerging
No RFC 8414 metadata at /.well-known/oauth-authorization-server. Agents that act on behalf of users need this to discover your authorization endpoints.
0/100
fail
OAuth resource metadataemerging
No RFC 9728 metadata at /.well-known/oauth-protected-resource. Publish it so agents can discover required scopes without hand-coded credentials.
0/100
fail
API catalog / OpenAPIemerging
No /.well-known/api-catalog (RFC 9727) and no /openapi.json|yaml. Publish one so agents that integrate with APIs can discover your endpoints.
0/100
fail
Web Bot Authemerging
No Web Bot Auth JWKS at /.well-known/http-message-signatures-directory.json. Publish one to allow trusted agents while keeping a default-deny posture for the rest.
0/100
Readability
fail
Markdown negotiationemerging
Accept: text/markdown returns HTML, not markdown. Serve a markdown variant of primary content when requested; agents summarize and cite it more reliably.
0/100
fail
Text-to-markup ratio
Visible text is 3.1% of HTML weight (19135/616670 bytes). Low. Markup may be crowding out agent-usable text.
23/100
skip
Content without JavaScript
Browser pass unavailable; cannot measure JS dependency.
pass
Heading hierarchy
Hierarchy is well-formed (1 H1, no skipped levels, 40 headings total).
100/100
warn
Cookie wall blocks content
Consent modal detected (cookielaw.org); content still visible. Verify the modal does not block first-paint for screenshot agents.
70/100
pass
Page title
A concise <title> is present (43 chars).
100/100
pass
Meta description
A well-sized meta description is present (141 chars).
100/100
Structured data
pass
JSON-LD present
Found 1 JSON-LD block.
100/100
warn
Structured data validates
1 recommended-field warning(s). First: WebSite recommends "potentialAction" (improves agent comprehension). 3 block(s) skipped — type outside the set we check.
95/100
pass
Schema type coverage
Page intent unclear; no specific schema.org type expected.
100/100
Actionability
pass
Paywall / login wall
No paywall or login-wall detected on the landing URL.
100/100
fail
Agent Skills manifestemerging
No Agent Skills manifest at /.well-known/agent-skills.json. Enumerate the tasks agents can perform (search, add-to-cart, contact-support) so they pick the right one without scraping.
0/100
fail
WebMCP actionsemerging
No WebMCP detected. On pages with first-class actions (cart, support, account), embed a WebMCP server so on-page agents invoke tools directly.
0/100
pass
Primary action reachable
Primary offering identified ("Maps, Navigation, Search, and Data") with price/CTA ("Sign up").
100/100
pass
Reachability
HTTP 200 after 1 redirect.
100/100
Performance
pass
Time to first byte
TTFB 221ms. Healthy.
80/100
skip
Full render time
Full-render time unavailable (browser pass skipped or failed).
pass
Page weight
Initial document is a lean 602 KB.
100/100
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