Comcast: 12 of 100 on Ora's agent-readiness scan

In short

Comcast scores 12 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 corporate domain the scan could not open, probed under the string comcastcorporation.

The score

Comcast is a cable, broadband and media group based in Philadelphia, the parent of NBCUniversal and Sky.

  • 12of 100, grade F
    Ora's agent-readiness scan of comcastcorporation.com, read 9 November 2026.
  • 2Discovery, of 6
    Whether assistants find the company: search presence, Wikipedia and Wikidata, catalogues.
  • 4Access, of 30
    Whether they can read it: the door, text without JavaScript, llms.txt, structured data.
  • 0Usability, of 5
    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: Gives agents almost nothing to work with: no WebMCP, no llms.txt, no sitemap and no agent discovery file.

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 comcastcorporation.com
CheckResultWhat Ora saw
Not blocked by bot detectionPass, 2 of 2Site accessible to 1 agent user-agents (Claude-User). Can't verify ChatGPT-User, OAI-SearchBot, PerplexityBot. Our normal request could not read the homepage either, and a rate limit, server error.
Agent crawler reachabilityPartial, 0 of 2Some agents could not be verified - ChatGPT-User: cannot verify, OAI-SearchBot: cannot verify, Claude-User: reachable, PerplexityBot: cannot verify
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.
robots.txt agent-user policyPass, 2 of 2No applicable crawl or usage restriction found for 3 user-triggered agents (chatgpt-user, claude-user, perplexity-user) on 1 public page: https://comcastcorporation.com/. Declared policy only;
Content without JavaScriptDid not apply, 0 of 3Can't verify: our request for the homepage got no page back, so there is nothing to read without JavaScript.
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 comcastcorporation.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 docserror, 0 of 1Could not fetch with Accept: text/markdown
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 comcastcorporation.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 document.modelContext / navigator.modelContext usage found
Finding Comcast
CheckResultWhat Ora saw
Wikipedia / Wikidata entity presenceFail, 0 of 4No Wikipedia article or Wikidata entity found for "comcastcorporation" - creating a Wikipedia page and a Wikidata item with P856 = comcastcorporation.com is the highest-impact step for AI search citation coverage
Brand name discoverabilityFail, 0 of 3comcastcorporation.com was not in the top 10 for "comcastcorporation" (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 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 44.4 points by Ora's estimate: No WebMCP support detected - no document.modelContext / navigator.modelContext usage found.
  2. Agent auth discovery metadata, worth about 16.7 points by Ora's estimate: Neither /.well-known/oauth-protected-resource nor /.well-known/oauth-authorization-server found. Probed: comcastcorporation.com, api.comcastcorporation.com.
  3. agent_auth endpoints reachable, worth about 12.7 points by Ora's estimate: No agent_auth endpoint URIs found in AS metadata or /auth.md prose; nothing to probe.

Our read

Comcast's corporate site lives on comcastcorporation.com, and Ora's request for its home page got no page back, so the reading rows are unverified rather than failed: content without JavaScript, JSON-LD, metadata and the noindex check all record a page that was not read. What did answer is thin. Robots.txt lets the AI crawlers in and restricts no user-triggered agent, Claude-User was the one agent the bot test could verify, and there is no sitemap and no llms.txt. The act layer is empty, with neither an API nor a developer portal and without an MCP server or OAuth. Discovery reads 2 of 6 because the probe searched for the string comcastcorporation and found no Wikipedia or Wikidata entry for it, which describes the domain more than the company. The 12 rests on denominators of 6, 30 and 5. A cable company whose customers ask assistants when the technician arrives has a corporate site the scan could not open; a page that answers is the whole fix.

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

Sources

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

Last reviewed