Honda: 66 of 100 on Ora's agent-readiness scan

In short

Honda scores 66 of 100 on Ora's agent-readiness scan, grade C, read on 9 November 2026. 79 percent of the 132,085 domains Ora ranks score under 60, and the average score is 44. A C on a short denominator, with no robots.txt and no sitemap to find.

The score

Honda is a carmaker and motorcycle maker based in Tokyo, with a global site separate from its country sites.

  • 66of 100, grade C
    Ora's agent-readiness scan of global.honda, read 9 November 2026.
  • 8Discovery, of 9
    Whether assistants find the company: search presence, Wikipedia and Wikidata, catalogues.
  • 19Access, of 37
    Whether they can read it: the door, text without JavaScript, llms.txt, structured data.
  • 11Usability, of 17
    Whether they can act through it: an MCP server, an API with a specification, sign-in for agents.
  • 0Payments, of 0
    No check in this layer applied to the site.

79 percent of the 132,085 domains Ora ranks score under 60, and the average score is 44.

Ora's one-line summary: Honda's global site offers strong discovery and crawler access, but lacks WebMCP support for agent-driven interactions.

What an assistant meets at the door

Before an assistant can read, compare or buy, it has to get in. These rows are the door: whether the bot shield lets the main agents through, what robots.txt tells the search, training and user-triggered agents, and whether the home page has text without running JavaScript.

The door at global.honda
CheckResultWhat Ora saw
Not blocked by bot detectionPass, 2 of 2Site accessible to 4 agent user-agents (ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot).
Agent crawler reachabilityPass, 2 of 2Reachable to every agent we tested - ChatGPT-User: reachable, OAI-SearchBot: reachable, Claude-User: reachable, PerplexityBot: reachable
robots.txt AI crawler policyPass, 2 of 2AI search crawlers: allowed in 3 of 3 checks (3 crawlers on 1 page). AI training crawlers: allowed in 2 of 2 checks (2 crawlers on 1 page), not scored. No robots.txt (HTTP 404); crawl permission defaults to allowed.
robots.txt agent-user policyPass, 2 of 2No robots.txt (HTTP 404); crawl permission defaults to allowed. No applicable crawl or usage restriction found for 3 user-triggered agents (chatgpt-user, claude-user).
Content without JavaScriptPartial, 2 of 3Homepage: 1259 chars with H1, but heading hierarchy skips H2 to H4. No inner pages checked: the 5 sampled pages were skipped (forms, login pages, bot challenges, error pages).
Homepage not hidden from searchPass, 1 of 1No noindex on the homepage: no robots, googlebot or bingbot meta tag and no X-Robots-Tag header hides it from search.

What it can read, and what it can do

The reading layer is what an assistant takes away from the pages: a text file written for it, markdown on request, structured data about the company, a sitemap. The act layer is whether it can do anything through a published interface rather than by clicking through the site.

Reading global.honda
CheckResultWhat Ora saw
llms.txt existsFail, 0 of 1No llms.txt found at /llms.txt or /.well-known/llms.txt.
llms.txt formattingFail, 0 of 2No llms.txt found to evaluate quality
Markdown agent docsFail, 0 of 1Missing markdown content negotiation. Homepage returned text/html when probed with Accept: text/markdown (expected text/markdown), and none of the well-known root paths (/llms.md, /auth.md, /agents.md, /developers.md).
Bot-UA markdown servingFail, 0 of 1No probed bot User-Agent (ChatGPT-User, Claude-User, Perplexity-User) receives markdown when requesting HTML. Optional: detect AI-bot UAs server-side and serve them a markdown representation directly.
JSON-LD structured dataPartial, 2 of 4JSON-LD Organization found - missing description on this entity
Organization schema completenessPartial, 1 of 2Organization schema found but missing: contactPoint
Sitemap existsFail, 0 of 2No sitemap found
Metadata completenessPass, 2 of 2All metadata signals present: canonical URL, lang="en", og:image, og:type
Page token budgetPass, 1 of 1All 1 measured page fit an agent context budget (largest ~1K tokens)
Acting through global.honda
CheckResultWhat Ora saw
MCP server / manifestDid not apply, 0 of 6No MCP server or manifest found
MCP well-known discoveryFail, 0 of 2No MCP server URL discovered
Public API with reachable endpointsDid not apply, 0 of 7No publicly reachable API surface detected (REST and GraphQL both absent or auth-gated)
Public API/docs linked from homepageDid not apply, 0 of 3No public API or documentation page linked from homepage
OpenAPI spec publishedDid not apply, 0 of 7No OpenAPI/Swagger specification found
Developer portalDid not apply, 0 of 6No developer portal found
OAuth 2.0 supportDid not apply, 0 of 5No OAuth 2.0 or OpenID Connect support detected
Scoped permissionsDid not apply, 0 of 5No declared OAuth scopes, security schemes, or scoped-permission documentation found
Multi-language SDK packagesDid not apply, 0 of 3No SDK packages found across language ecosystems
CLI tool availableDid not apply, 0 of 3No CLI tool found
WebMCP supportFail, 0 of 5No WebMCP support detected - no document.modelContext / navigator.modelContext usage found (scanned 14 of 14 same-origin script bundle(s) for modelContext registrations)
Finding Honda
CheckResultWhat Ora saw
Wikipedia / Wikidata entity presencePartial, 2 of 4Wikidata Q9584 (Honda) verified - draft a Wikipedia page with cited references to complete knowledge graph coverage
Brand name discoverabilityPass, 3 of 3global.honda ranks #2 for "Honda Global Motor Co" and #2 for "Honda Global Ltd"
Category share of voiceDid not apply, 0 of 6Category share of voice is in beta. It measures whether agents surface you for capability and use-case searches (not just your name).
Developer resource discoverabilityDid not apply, 0 of 3In a search for your API docs, none of the 10 results is your official docs

The six payment checks did not apply on this read: Ora did not read the site as a shop.

Three fixes to hand to the web team

Ora estimates how many points each open check would return. These are the largest on this read, in Ora's words where it gave them, so a leader can hand the list over without translating it.

  1. WebMCP support, worth about 13.1 points by Ora's estimate: No WebMCP support detected - no document.modelContext / navigator.modelContext usage found (scanned 14 of 14 same-origin script bundle(s) for modelContext registrations).
  2. Agent instruction / when-to-use, worth about 2.7 points by Ora's estimate: No agent instruction file with when-to-use guidance found.
  3. Agent-friendly 404s, worth about 2.6 points by Ora's estimate: The nonexistent path https://global.honda/__ora-404-probe-34zjtmi9 correctly returns HTTP 404. Partial credit: no Markdown error body was detected.

Our read

Honda's global site scores 66 on a short denominator. All four agent user agents reach global.honda and the crawlers are allowed, though there is no robots.txt file at all, so permission is the default rather than a decision; the home page gives 1,259 characters with an H1, the metadata is complete and the Organization block lacks only its description, but there is no sitemap and no llms.txt, and the five sampled inner pages were skipped as forms and login pages, so the Access layer reads 19 of 37. The act layer is empty, as for most carmakers here, which is why the Usability layer has a maximum of 17 and the WebMCP estimate of 13.1 points is large only because so few checks apply. The Discovery layer is nearly full at 8 of 9. A sitemap and an llms.txt are the two cheap rows; the C is honest about a site built for people who know where they are going.

Test your own site

Run the same scan on your own domain at ora.ai. The score, the layers and the fixes on this page come from its public result for global.honda; a scan of a public site takes a few minutes and needs no account.

Sources

  1. Ora report for global.honda (ora.ai/score/global.honda), read 9 Nov 2026. Vendor claim.

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