Agent MCP Directory

Cloudflare: the 360 agent-readiness check

Cloudflare scores 82 of 100 on Ora's agent-readiness scan, a B, read 9 November 2026. Of the five surfaces an agent acts on, Ora found 4: an MCP server, an OpenAPI specification, OAuth, a command line. Every act-layer surface in place, on a home page that is 0.2 percent text.

On 9 November 2026 the public site at cloudflare.com scored 82 of 100 on Ora's agent-readiness scan, a B, in Ora's Infrastructure category. Ora probes a site the way an agent would: it requests pages with the agents' own user agents, reads robots.txt, looks for the files agents read, and tries the API, MCP and payment surfaces. This check reads the act layer first, because that is what the directory records, then the door, what an agent can read, and whether the company is found and recommended. Ora's one-line summary: Cloudflare offers strong discovery and developer SDK coverage, but lacks declared OAuth scopes and scoped-permission documentation for agents.

The score

Cloudflare on Ora, read 2026-11-09: points per layer, with the share of each layer's maximum. 61 checks pass, 12 are partial, 26 fail and 33 do not apply to this site.
LayerAsksPointsShare
UsabilityCan agents use it90 of 12174%
AccessCan agents read it57 of 6390%
DiscoveryCan agents find and recommend it15 of 1883%
PaymentsCan agents pay0 of 0none apply
TotalGrade B82 of 10082%

What an agent can do

The surfaces an agent acts on: an API it can find and call, an MCP server, an agent card, OAuth metadata, a command line. This is the layer the directory records, so it comes first.

In the directory, Cloudflare has an open MCP server with tools listed at https://docs.mcp.cloudflare.com/mcp, 2 tools listed, no authentication; the connector run of 4 November 2026 is on the entry page. Ora's MCP server check for the same domain reads pass; the two look for different things, the directory for a server that answers a handshake and lists tools, Ora for a server it can find from the site.

What an agent can do: 19 checks Ora ran on cloudflare.com, read 2026-11-09. The last column is Ora's own observation where it published one.
CheckResultPointsWhat Ora saw
MCP server / manifest mcp-serverPass6 of 6MCP server connected via Streamable HTTP - docs-ai-search v0.5.0 (protocol 2025-11-25)
MCP well-known discovery mcp-well-known-discoveryPass2 of 2MCP server discoverable via server-card.json at /.well-known/mcp/
Public API with reachable endpoints public-apiPartial3 of 7API described in documentation at https://developers.cloudflare.com but no machine-verifiable API surface confirmed. Best-of-protocols score: 3/7.
Public API/docs linked from homepage public-api-docsPass3 of 3Documentation site found at https://developers.cloudflare.com
Developer portal developer-portalPass6 of 6Developer portal found at /developers
OpenAPI spec published openapi-specPass7 of 7OpenAPI spec found at https://www.cloudflare.com/openapi.json (version: 3.1.0)
API catalog (RFC 9727) api-catalog-rfc9727Fail0 of 2No /.well-known/api-catalog found (RFC 9727)
A2A / agent-card a2a-agent-cardFail0 of 2No A2A agent card found at /.well-known/agent-card.json
Agent discovery file agent-discovery-filePass2 of 2Agent Skills index (agentskills.io) found at /.well-known/agent-skills/index.json with 19 skill(s)
OAuth 2.0 support oauth-supportPass5 of 5OAuth authorization server metadata at https://mcp.cloudflare.com
OAuth Protected Resource metadata (RFC 9728) oauth-protected-resourcePass2 of 2no detail published
auth.md exists auth-md-existsPass2 of 2no detail published
WebMCP support webmcpPass5 of 5Imperative WebMCP API detected (document.modelContext.registerTool in inline script).
NLWeb /ask endpoint nlweb-askFail0 of 1No NLWeb-conformant /ask endpoint found via GET or POST
CLI tool available cli-toolPass3 of 3CLI package found on npm: wrangler
Multi-language SDK packages rest-sdk-packagesPass3 of 3SDK packages found across 3 ecosystems: npm, pypi, go
Rate limit response headers rate-limit-headersFail0 of 2No REST rate-limit headers found on probed endpoints
Idempotency-Key support idempotency-key-supportFail0 of 3No REST Idempotency-Key support detected
JSON error responses json-error-responsesPass4 of 4no detail published

At the door

What the site answers when a request arrives with an agent's user agent, and what robots.txt says to agents.

At the door: 8 checks Ora ran on cloudflare.com, read 2026-11-09. The last column is Ora's own observation where it published one.
CheckResultPointsWhat Ora saw
Not blocked by bot detection bot-detectionPass2 of 2Site accessible to 4 agent user-agents (ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot).
Agent crawler reachability agent-crawler-reachabilityPass2 of 2Reachable to every agent we tested - ChatGPT-User: reachable, OAI-SearchBot: reachable, Claude-User: reachable, PerplexityBot: reachable
robots.txt AI crawler policy robots-ai-policy-qualityPass2 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 policy robots-agent-user-policyPass2 of 2No applicable crawl or usage restriction found for 3 user-triggered agents (chatgpt-user, claude-user, perplexity-user) on 1 public page: https://cloudflare.com/. Declared policy only;
Content behind auth docs-auth-gatePass2 of 2All 5 sampled pages are publicly readable (3 with substantive content)
Homepage not hidden from search noindex-directivesPass1 of 1No noindex on the homepage: no robots, googlebot or bingbot meta tag and no X-Robots-Tag header hides it from search.
Redirect hygiene redirect-hygienePass1 of 1no detail published
Web Bot Auth directory web-bot-auth-directoryFail0 of 2No /.well-known/http-message-signatures-directory found

What an agent can read

Whether the text is in the first response, what the site publishes for agents, and how it describes itself to them.

What an agent can read: 17 checks Ora ran on cloudflare.com, read 2026-11-09. The last column is Ora's own observation where it published one.
CheckResultPointsWhat Ora saw
Content without JavaScript content-no-jsPartial2 of 3Homepage: 1612 chars with H1, but heading hierarchy skips H2 to H6; 0.2% content ratio is below the 5% target. 3 of 3 sampled inner pages have text without JavaScript (2 skipped).
Page token budget page-token-budgetPass1 of 1All 6 measured pages fit an agent context budget (largest ~4K tokens)
Sitemap exists sitemapPass2 of 2Valid sitemap found at https://www.cloudflare.com/sitemap.xml with 1017 entries
Sitemap freshness (lastmod) sitemap-lastmodPass1 of 1no detail published
llms.txt exists llms-txt-existsPass1 of 1Found the llms.txt at https://developers.cloudflare.com/llms.txt.
llms.txt formatting llms-txt-formattingPass2 of 2The llms.txt is well-formatted: 140 lines with markdown links, 17,169 characters in total.
llms.txt links resolve llms-txt-links-resolvePass2 of 2no detail published
Markdown agent docs markdown-negotiationPass1 of 1Path-suffix markdown docs served with text/markdown content-type: /auth.md, /index.md
Markdown URL fallback markdown-url-fallbackPass2 of 2no detail published
Bot-UA markdown serving agent-ua-markdownFail0 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.
Agent mode view agent-mode-viewFail0 of 2?mode=agent returns same content as homepage (no dedicated agent view)
JSON-LD structured data json-ldPartial2 of 4JSON-LD Organization found - missing description on this entity
Organization schema completeness org-schema-completenessPartial1 of 2Organization schema found but missing: contactPoint, address
JSON-LD entity linking (sameAs) json-ld-entity-linkingPass2 of 2no detail published
Schema type breadth schema-type-breadthFail0 of 2No extended schema types found - AI can only answer basic questions about this entity
Metadata completeness metadata-completenessPass2 of 2All metadata signals present: canonical URL, lang="en", og:image, og:type
Agent instruction / when-to-use agent-instructionPass3 of 3no detail published

Found and recommended

Whether an assistant can find the company by name, confirm what it is, and see it in the registries agents read.

Found and recommended: 9 checks Ora ran on cloudflare.com, read 2026-11-09. The last column is Ora's own observation where it published one.
CheckResultPointsWhat Ora saw
Brand name discoverability brand-search-accuracyPartial1 of 3cloudflare.com ranks #6 for "Cloudflare" (searched your brand name alone: no main product term from your homepage qualified)
Wikipedia / Wikidata entity presence wikipedia-presencePass4 of 4Wikipedia "Cloudflare" and Wikidata Q4778915 both verified - domain confirmed on both sources
Developer resource discoverability agentic-search-specificPass3 of 3no detail published
Listed in MCP registries mcp-registry-listedPass1 of 1no detail published
NPM/PyPI SDK package npm-sdk-packagePass1 of 1no detail published
ChatGPT app listed chatgpt-app-listedPass2 of 2no detail published
Registry branding registry-brandingPartial1 of 2MCP manifest has name and description but no icon at /.well-known/mcp/server-card.json
Listed on skills.sh skills-sh-listedPass1 of 1no detail published
ARD discovery ard-catalogFail0 of 1No /.well-known/ard.json, no same-site rel="ard" link, and no legacy /.well-known/ai-catalog.json

Payments

The agent payment protocols Ora probes for. A site that sells nothing has nothing here, and Ora scores the layer out of zero when none applies. None of the 6 payment checks applied to cloudflare.com.

The fixes worth most points

Ora attaches an estimate to each failing or partial check: how many points the site would gain by passing it. These are the 5 with the largest estimates for Cloudflare, with what Ora observed. The wording of each fix is Ora's; the 28 checks it runs on an MCP server are listed with their layer and tier.

  • Brand name discoverability: partial, 1 of 3, about 2.5 points to gain. Ora saw: cloudflare.com ranks #6 for "Cloudflare" (searched your brand name alone: no main product term from your homepage qualified)
  • Scoped permissions: fail, 0 of 5, about 1.8 points to gain. Ora saw: No declared OAuth scopes, security schemes, or scoped-permission documentation found
  • Public API with reachable endpoints: partial, 3 of 7, about 1.5 points to gain. Ora saw: API described in documentation at https://developers.cloudflare.com but no machine-verifiable API surface confirmed. Best-of-protocols score: 3/7.
  • ARD discovery: fail, 0 of 1, about 1.2 points to gain. Ora saw: No /.well-known/ard.json, no same-site rel="ard" link, and no legacy /.well-known/ai-catalog.json
  • REST typed error model: fail, 0 of 3, about 1.1 points to gain. Ora saw: No typed error model found in OpenAPI spec

Our read

Cloudflare passes every surface Ora tests on the act layer: a live MCP handshake with docs-ai-search version 0.5.0, a server card at /.well-known/mcp/, an OpenAPI 3.1.0 specification at cloudflare.com/openapi.json, OAuth authorization server metadata at mcp.cloudflare.com, wrangler on npm, SDKs in npm, PyPI and Go, an agent skills index with 19 skills, an llms.txt on the developer host and markdown twins served with text/markdown. It even registers a WebMCP tool in an inline script, which almost no company in this set does. The 82 rather than a higher mark comes from the edges: no declared OAuth scopes, no typed error model in the specification, no ARD catalog, a home page that is 0.2 percent text with a heading tree that skips from H2 to H6, and a brand search that places the domain sixth for its own name. The act layer is finished; the home page is where the points are left.

Test your own surfaces

The scan above is free and needs no account: enter a domain at ora.ai and read the same four layers for your own site. For an MCP server, Ora scans the server URL itself and runs 28 of its 132 public checks on it, which is why it is the check this directory recommends; the reasons, the limits and the alternatives are on their own page. The command below runs the same audit from a terminal and exits with 1 under the score you set, so it can gate a deploy.

npx ax@0.10 audit https://example.com --min-score 70

All 360 checks, one company a day. Corrections to the corrections page.