Cisco: 32 of 100 on Ora's agent-readiness scan

In short

Cisco scores 32 of 100 on Ora's agent-readiness scan, grade D, read on 14 November 2026. 25 percent of the 132,085 domains Ora ranks score under 30, and the average score is 44. The developer docs rank first in search, but the firewall stops agents before they find them.

The score

Cisco is a networking equipment and software company based in San Jose.

  • 32of 100, grade D
    Ora's agent-readiness scan of cisco.com, read 14 November 2026, listed under Infrastructure.
  • 6Discovery, of 9
    Whether assistants find the company: search presence, Wikipedia and Wikidata, catalogues.
  • 12Access, of 38
    Whether they can read it: the door, text without JavaScript, llms.txt, structured data.
  • 9Usability, of 56
    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.

25 percent of the 132,085 domains Ora ranks score under 30, and the average score is 44.

Ora's one-line summary: Bot detection challenges agents at the door, and the homepage shows no content without JavaScript.

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 cisco.com
CheckResultWhat Ora saw
Not blocked by bot detectionPartial, 0 of 2Bot management challenged ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot. A challenge is an identity check that verified crawlers pass.
Agent crawler reachabilityPartial, 0 of 1Bot management challenged ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot - a challenge is an identity check verified crawlers pass, so reachability is undetermined rather than blocked (ChatGPT-User: challenged).
robots.txt AI crawler policyDid not apply, 0 of 1Cannot verify robots.txt permission for search crawlers: WAF/bot challenge (HTTP 403)
robots.txt agent-user policyDid not apply, 0 of 1Cannot verify robots.txt permission for user-triggered agents: WAF/bot challenge (HTTP 403)
Content without JavaScriptPartial, 0 of 5Homepage blocked by WAF/security challenge - content not accessible to agents
Homepage not hidden from searchDid not apply, 0 of 1Homepage blocked by WAF - cannot read its indexing directives

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 cisco.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 servingDid not apply, 0 of 1Site is behind a WAF/bot wall - cannot probe bot-UA serving
JSON-LD structured dataFail, 0 of 2No JSON-LD structured data found on homepage
Organization schema completenessFail, 0 of 1No JSON-LD found - Organization schema missing
Sitemap existsFail, 0 of 1No sitemap found
Metadata completenessPass, 1 of 1All metadata signals present: canonical URL, lang="en", og:image, og:type
Page token budgetPass, 1 of 1All 4 measured pages fit an agent context budget (largest ~3K tokens)
Acting through cisco.com
CheckResultWhat Ora saw
MCP server / manifestFail, 0 of 10No MCP server or manifest found
MCP well-known discoveryFail, 0 of 2No MCP server URL discovered
Public API with reachable endpointsPass, 8 of 8API described in documentation at https://developer.cisco.com but no machine-verifiable API surface confirmed. GraphQL endpoint at https://cisco.com/graphql is reachable;
Public API/docs linked from homepagePass, 4 of 4Documentation site found at https://developer.cisco.com
OpenAPI spec publishedFail, 0 of 8No OpenAPI/Swagger specification found
Developer portalPass, 5 of 5Developer documentation portal found at https://developer.cisco.com
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
CLI tool availableFail, 0 of 3No CLI tool found
WebMCP supportFail, 0 of 8No WebMCP support detected - no document.modelContext / navigator.modelContext usage found
Finding Cisco
CheckResultWhat Ora saw
Brand name discoverabilityPartial, 1 of 3cisco.com ranks #7 for "cisco" (searched your brand name alone: we could not read a product term from your site)
Developer resource discoverabilityPass, 4 of 4In a search for your API docs, your docs came up at #1 (https://developer.cisco.com/docs). In a search for your MCP server, SDK or CLI.

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. MCP server / manifest, worth about 7.9 points by Ora's estimate: No MCP server or manifest found.
  2. OpenAPI spec published, worth about 7 points by Ora's estimate: No OpenAPI/Swagger specification found.
  3. WebMCP support, worth about 6.3 points by Ora's estimate: No WebMCP support detected - no document.modelContext / navigator.modelContext usage found.

Our read

Cisco's read turns on its own firewall. Bot management challenged ChatGPT-User, OAI-SearchBot, Claude-User and PerplexityBot at the home page, and robots.txt answered with a 403 challenge, so Ora could not even read the policy; the rows for content, indexing and markdown behind that wall are unverified rather than failed. A challenge is an identity check that verified crawlers can pass, which makes this a setting to tune more than a wall to tear down. Past the door, the developer story is better than the score suggests: a search for Cisco's API docs put developer.cisco.com first, and an NLWeb /ask endpoint exists, though it answers 403 without authentication. What agents cannot find is anything machine-readable to act on. Ora saw neither an OpenAPI specification nor an MCP server, and the site shows no sitemap, llms.txt or JSON-LD. The fix worth most is an MCP server, about 7.9 points. A D at 32: the networking company's own network is what keeps the agents out.

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

Sources

  1. Ora report for cisco.com (ora.ai/score/cisco.com), read 14 Nov 2026. Vendor claim.

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