IBM: 27 of 100 on Ora's agent-readiness scan

In short

IBM scores 27 of 100 on Ora's agent-readiness scan, grade F, read on 9 November 2026. 9 percent of the 132,085 domains Ora ranks score under 20, and the average score is 44. Four agents blocked at the door of a company that sells agent platforms.

The score

IBM is a technology and consulting company based in Armonk, New York.

  • 27of 100, grade F
    Ora's agent-readiness scan of ibm.com, read 9 November 2026, listed under Infrastructure.
  • 9Discovery, of 12
    Whether assistants find the company: search presence, Wikipedia and Wikidata, catalogues.
  • 0Access, of 50
    Whether they can read it: the door, text without JavaScript, llms.txt, structured data.
  • 14Usability, of 60
    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.

9 percent of the 132,085 domains Ora ranks score under 20, and the average score is 44.

Ora's one-line summary: IBM offers public API endpoints with JSON responses, but lacks published 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 ibm.com
CheckResultWhat Ora saw
Not blocked by bot detectionFail, 0 of 2Agents blocked: ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot
Agent crawler reachabilityFail, 0 of 2No agent we tested can reach the homepage - ChatGPT-User: blocked, OAI-SearchBot: blocked, Claude-User: blocked, PerplexityBot: blocked
robots.txt AI crawler policyDid not apply, 0 of 2Cannot verify robots.txt permission for search crawlers: HTTP 403
robots.txt agent-user policyDid not apply, 0 of 2Cannot verify robots.txt permission for user-triggered agents: HTTP 403
Content without JavaScripterror, 0 of 3Could not fetch homepage
Homepage not hidden from searchDid not apply, 0 of 1Homepage not read - cannot tell whether it is hidden 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 ibm.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 (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 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 ibm.com
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 endpointsPass, 7 of 7GraphQL endpoint at https://ibm.com/graphql is reachable; introspection requires authentication (API key / OAuth), which is expected for agent access. Best-of-protocols score: 7/7.
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 portalFail, 0 of 6No developer portal found
OAuth 2.0 supportFail, 0 of 5No OAuth 2.0 or OpenID Connect support detected
Scoped permissionsFail, 0 of 5No declared OAuth scopes, security schemes, or scoped-permission documentation found
Multi-language SDK packagesPartial, 2 of 3SDK packages found in npm, rubygems
CLI tool availableFail, 0 of 3No CLI tool found
WebMCP supportFail, 0 of 5No WebMCP support detected - no document.modelContext / navigator.modelContext usage found
Finding IBM
CheckResultWhat Ora saw
Wikipedia / Wikidata entity presencePass, 4 of 4Wikipedia "IBM Z" and Wikidata Q37156 both verified - domain confirmed on both sources
Brand name discoverabilityPartial, 1 of 3ibm.com ranks #8 for "ibm" (searched your brand name alone: we could not read a product term from your site)
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 discoverabilityPass, 3 of 3Agent discovered 1 developer-resource type by name (API docs) across 3 pages

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. OpenAPI spec published, worth about 4.7 points by Ora's estimate: No OpenAPI/Swagger specification found.
  2. MCP server / manifest, worth about 4.4 points by Ora's estimate: No MCP server or manifest found.
  3. Developer portal, worth about 4 points by Ora's estimate: No developer portal found.

Our read

IBM blocks all four agents at its own front door. ChatGPT-User, OAI-SearchBot, Claude-User and PerplexityBot were blocked, robots.txt answered 403 and the home page could not be fetched, so the content, policy, structured-data and metadata rows are unverified rather than failed, and the Access layer reads 0 of 50; there is no sitemap and no llms.txt. What Ora could reach on the act layer is a GraphQL endpoint at ibm.com/graphql with introspection gated, and SDK packages on npm and RubyGems, with no developer portal found from the home page, no OpenAPI specification, and neither an MCP server nor OAuth discovery, so the Usability layer reads 14 of 60. The Discovery layer is 9 of 12: Wikipedia and Wikidata confirm the company, though the article matched is the one for IBM Z, and ibm.com ranks eighth for ibm, a search run on the bare name. The company that sells agent platforms to enterprises has a corporate site that turns agents away; the block is the whole story of this F.

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

Sources

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

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