Berkshire Hathaway: 46 of 100 on Ora's agent-readiness scan

In short

Berkshire Hathaway scores 46 of 100 on Ora's agent-readiness scan, grade D, read on 9 November 2026. 43 percent of the 132,085 domains Ora ranks score under 40, and the average score is 44. A list of links with no robots.txt, scored as permission by default.

The score

Berkshire Hathaway is a holding company based in Omaha whose site is famously plain: a list of links to its subsidiaries and filings.

  • 46of 100, grade D
    Ora's agent-readiness scan of berkshirehathaway.com, read 9 November 2026.
  • 5Discovery, of 8
    Whether assistants find the company: search presence, Wikipedia and Wikidata, catalogues.
  • 7Access, of 37
    Whether they can read it: the door, text without JavaScript, llms.txt, structured data.
  • 7Usability, of 12
    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.

43 percent of the 132,085 domains Ora ranks score under 40, and the average score is 44.

Ora's one-line summary: Robots.txt AI crawler policy is in place, but WebMCP support is missing.

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 berkshirehathaway.com
CheckResultWhat Ora saw
Not blocked by bot detectionPartial, 0 of 2Bot management challenged GPTBot, ClaudeBot, ChatGPT-User. A challenge is an identity check that verified crawlers pass, so this is not proof agents are blocked - but unverified agents will not get through.
Agent crawler reachabilityPartial, 0 of 2Bot management challenged ChatGPT-User, ClaudeBot - a challenge is an identity check verified crawlers pass, so reachability is undetermined rather than blocked (ChatGPT-User: challenged, ClaudeBot: challenged).
robots.txt AI crawler policyPass, 2 of 2Training: 12/12. Search: 18/18 page/crawler pairs permitted. 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, 1 of 31248 chars of readable text, but no H1 tag

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 berkshirehathaway.com
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 (GPTBot, ClaudeBot, ChatGPT-User, PerplexityBot, Google-Extended, Applebot-Extended, ora-agent, DeepSeekBot) receives markdown when requesting HTML.
JSON-LD structured dataFail, 0 of 4No JSON-LD structured data found on homepage
Organization schema completenessFail, 0 of 2No JSON-LD found - Organization schema missing
Sitemap existsFail, 0 of 2No sitemap found
Metadata completenessFail, 0 of 2No metadata signals found - missing: canonical URL, HTML lang attribute, og:image, og:type
Page token budgetPass, 1 of 1All 6 measured pages fit an agent context budget (largest ~1K tokens)
Acting through berkshirehathaway.com
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 tool-attribute forms and no document.modelContext / navigator.modelContext usage found
Finding Berkshire Hathaway
CheckResultWhat Ora saw
Wikipedia / Wikidata entity presencePartial, 2 of 4Wikidata Q217583 (Berkshire Hathaway) verified - draft a Wikipedia page with cited references to complete knowledge graph coverage
Brand name discoverabilityPartial, 1 of 3berkshirehathaway.com appears once in brand-name search results for "BERKSHIRE HATHAWAY INC." (position #4 out of 9)
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 3Agent struggled to find developer resources by name - only 1 result(s) out of 10. Not found in this search sample: API docs, OpenAPI spec, developer portal, auth docs, MCP server, SDK documentation

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 18.5 points by Ora's estimate: No WebMCP support detected - no tool-attribute forms and no document.modelContext / navigator.modelContext usage found.
  2. Brand name discoverability, worth about 5.6 points by Ora's estimate: berkshirehathaway.com appears once in brand-name search results for "BERKSHIRE HATHAWAY INC." (position #4 out of 9).
  3. Agent auth discovery metadata, worth about 3.7 points by Ora's estimate: Neither /.well-known/oauth-protected-resource nor /.well-known/oauth-authorization-server found. Probed: berkshirehathaway.com, api.berkshirehathaway.com.

Our read

Berkshire Hathaway's site is a list of links, and the scan reads it as exactly that. There is no robots.txt at all, which Ora scores as permission by default, 12 of 12 and 18 of 18; the bot test was challenged for GPTBot, ClaudeBot and ChatGPT-User, so the door row is unverified rather than failed. The page gives 1,248 characters without an H1 and carries none of the four metadata signals, neither JSON-LD nor a sitemap, and no llms.txt, so the Access layer reads 7 of 37. The act layer does not exist, and the Usability layer has a maximum of 12; the WebMCP estimate of 18.5 points is large only because so few checks apply. The domain appears once, in fourth place, in a search for the company's own name, with the Wikidata item confirmed and no Wikipedia article matched. A page an agent can read is not yet a page that tells it what it is reading; an H1 and an Organization block would.

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 berkshirehathaway.com; a scan of a public site takes a few minutes and needs no account.

Sources

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

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