Alphabet: 17 of 100 on Ora's agent-readiness scan

In short

Alphabet scores 17 of 100 on Ora's agent-readiness scan, grade F, read on 9 November 2026. 2 percent of the 132,085 domains Ora ranks score under 10, and the average score is 44. A one-page holding company site the scan could not fetch, searched under the name abc.

The score

Alphabet is the parent company of Google; its own corporate site is a short page of filings and letters.

  • 17of 100, grade F
    Ora's agent-readiness scan of abc.xyz, read 9 November 2026.
  • 0Discovery, of 12
    Whether assistants find the company: search presence, Wikipedia and Wikidata, catalogues.
  • 7Access, of 45
    Whether they can read it: the door, text without JavaScript, llms.txt, structured data.
  • 8Usability, of 31
    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.

2 percent of the 132,085 domains Ora ranks score under 10, and the average score is 44.

Ora's one-line summary: Supports OAuth 2.0, but lacks an OpenAPI specification.

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 abc.xyz
CheckResultWhat Ora saw
Not blocked by bot detectionerror, 0 of 2Could not test bot user agents
Agent crawler reachabilityFail, 0 of 2No major AI crawler can reach the homepage - ChatGPT-User: unknown, ClaudeBot: unknown, Google-Extended: unknown, ora-agent: unknown, DeepSeekBot: unknown
robots.txt AI crawler policyFail, 0 of 2No robots.txt found
robots.txt agent-user policyPass, 2 of 2No robots.txt restriction on user-triggered agents - they can read the site
Content without JavaScripterror, 0 of 3Could not fetch homepage

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 abc.xyz
CheckResultWhat Ora saw
llms.txt existsPartial, 0 of 1A file is present at https://abc.xyz/.well-known/llms.txt, but it returns an HTML page rather than a plain-text 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 (GPTBot, ClaudeBot, ChatGPT-User, PerplexityBot, Google-Extended, Applebot-Extended, ora-agent, DeepSeekBot) receives markdown when requesting HTML.
JSON-LD structured dataerror, 0 of 4Could not fetch homepage
Organization schema completenesserror, 0 of 2Could not fetch homepage
Sitemap existsFail, 0 of 2No sitemap found
Metadata completenesserror, 0 of 2Could not fetch homepage
Page token budgetDid not apply, 0 of 1Nothing sampled to measure
Acting through abc.xyz
CheckResultWhat Ora saw
MCP server / manifestFail, 0 of 6No MCP server or manifest found
MCP well-known discoveryFail, 0 of 2No MCP server URL discovered
Public API with reachable endpointsFail, 0 of 7No publicly reachable API surface detected (REST and GraphQL both absent or auth-gated)
Public API/docs linked from homepageFail, 0 of 3No public API or documentation page linked from homepage
OpenAPI spec publishedFail, 0 of 7No OpenAPI/Swagger specification found
Developer portalDid not apply, 0 of 6No developer portal found
OAuth 2.0 supportPass, 5 of 5OpenID Connect discovery endpoint found at https://abc.xyz
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 2No WebMCP support detected - no tool-attribute forms and no document.modelContext / navigator.modelContext usage found
Finding Alphabet
CheckResultWhat Ora saw
Wikipedia / Wikidata entity presenceFail, 0 of 4No Wikipedia article or Wikidata entity found for "abc" - creating a Wikipedia page and a Wikidata item with P856 = abc.xyz is the highest-impact step for AI search citation coverage
Brand name discoverabilityFail, 0 of 3"abc" search returned 6 results but domain did not appear - brand may be too generic or not indexed
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 discoverabilityFail, 0 of 6Agent searched for "abc" developer resources but found nothing relevant

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. Developer resource discoverability, worth about 11.1 points by Ora's estimate: Agent searched for "abc" developer resources but found nothing relevant.
  2. Public API with reachable endpoints, worth about 10 points by Ora's estimate: No publicly reachable API surface detected (REST and GraphQL both absent or auth-gated).
  3. MCP server / manifest, worth about 8.6 points by Ora's estimate: No MCP server or manifest found.

Our read

Alphabet's corporate site is one page of filings and letters, and Ora could not fetch even that: the home page did not come back, the bot test could not run, and there is no robots.txt, so the door, content, policy and structured-data rows are unverified rather than failed, and the Access layer reads 7 of 45. Two things did answer: an OpenID Connect discovery endpoint at abc.xyz, and an llms.txt at /.well-known/llms.txt that returns an HTML page. The Discovery layer reads 0 of 12 because the probe searched for abc, found six results without the domain and no Wikipedia article for that string, which describes the probe more than the parent of Google. The act layer is empty by design, with no public API and no MCP server, and the Usability layer reads 8 of 31. A home page that answers would turn most of this F into a read; the fix with the most points, the developer search, is one this site was never meant to pass.

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 abc.xyz; a scan of a public site takes a few minutes and needs no account.

Sources

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

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