Vercel: the 360 agent-readiness check
Vercel scores 91 of 100 on Ora's agent-readiness scan, an A, read 9 November 2026. Of the five surfaces an agent acts on, Ora found 4: an OpenAPI specification, a public API, OAuth, a command line. A 91 whose remaining points are scope names and rate-limit headers.
On 9 November 2026 the public site at vercel.com scored 91 of 100 on Ora's agent-readiness scan, an A, 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: Vercel offers strong discovery and access with a verified zero-auth API, and WebMCP support plus named OAuth scopes would round out agent readiness.
The score
| Layer | Asks | Points | Share |
|---|---|---|---|
| Usability | Can agents use it | 73 of 89 | 82% |
| Access | Can agents read it | 62 of 64 | 97% |
| Discovery | Can agents find and recommend it | 21 of 21 | 100% |
| Payments | Can agents pay | 0 of 0 | none apply |
| Total | Grade A | 91 of 100 | 91% |
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, Vercel sign-in required, tools not seen, not counted; the connector run of 4 November 2026 is on the entry page. Ora's MCP server check for the same domain reads partial; 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.
| Check | Result | Points | What Ora saw |
|---|---|---|---|
| MCP server / manifest mcp-server | Partial | 5 of 6 | MCP server detected at https://mcp.vercel.com; it requires authentication. Presence is verified (5/6), but Ora could not inspect its tools or verify access scopes without credentials. |
| MCP well-known discovery mcp-well-known-discovery | Partial | 1 of 2 | MCP server at https://mcp.vercel.com - list its server card, hosted on your own domain, in /.well-known/ai-catalog.json so MCP clients can discover it |
| Public API with reachable endpoints public-api | Pass | 7 of 7 | REST API documentation found at https://vercel.com/docs/getting-started-with-vercel.md?from=llms-txt. Best-of-protocols score: 7/7. |
| Public API/docs linked from homepage public-api-docs | Pass | 3 of 3 | Documentation site found at https://vercel.com |
| Developer portal developer-portal | Pass | 6 of 6 | Developer portal found at /docs |
| OpenAPI spec published openapi-spec | Pass | 7 of 7 | OpenAPI spec found at https://vercel.com/openapi.json (version: 3.0.3) |
| API catalog (RFC 9727) api-catalog-rfc9727 | Pass | 2 of 2 | no detail published |
| A2A / agent-card a2a-agent-card | Fail | 0 of 2 | No A2A agent card found at /.well-known/agent-card.json |
| Agent discovery file agent-discovery-file | Pass | 2 of 2 | Agent Skills index (agentskills.io) found at /.well-known/agent-skills/index.json with 9 skill(s) |
| OAuth 2.0 support oauth-support | Pass | 5 of 5 | OAuth authorization server metadata at https://vercel.com |
| OAuth Protected Resource metadata (RFC 9728) oauth-protected-resource | Pass | 2 of 2 | no detail published |
| auth.md exists auth-md-exists | Fail | 0 of 2 | Path https://vercel.com/auth.md returned HTML (SPA / 404 fallback), not an auth.md document |
| WebMCP support webmcp | Fail | 0 of 5 | No WebMCP support detected - no document.modelContext / navigator.modelContext usage found (scanned 43 of 43 same-origin script bundle(s) for modelContext registrations) |
| NLWeb /ask endpoint nlweb-ask | Fail | 0 of 1 | No NLWeb-conformant /ask endpoint found via GET or POST |
| CLI tool available cli-tool | Pass | 3 of 3 | CLI package found on npm: vercel |
| Multi-language SDK packages rest-sdk-packages | Partial | 2 of 3 | SDK found in npm, additional SDKs mentioned at https://vercel.com |
| Rate limit response headers rate-limit-headers | Fail | 0 of 2 | No REST rate-limit headers found on probed endpoints |
| Idempotency-Key support idempotency-key-support | Fail | 0 of 3 | No REST Idempotency-Key support detected |
| JSON error responses json-error-responses | Pass | 4 of 4 | no 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.
| Check | Result | Points | What Ora saw |
|---|---|---|---|
| Not blocked by bot detection bot-detection | Pass | 2 of 2 | Site accessible to 4 agent user-agents (ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot). |
| Agent crawler reachability agent-crawler-reachability | Pass | 2 of 2 | Reachable to every agent we tested - ChatGPT-User: reachable, OAI-SearchBot: reachable, Claude-User: reachable, PerplexityBot: reachable |
| robots.txt AI crawler policy robots-ai-policy-quality | Pass | 2 of 2 | AI search crawlers: allowed in 18 of 18 checks (3 crawlers on 6 pages). AI training crawlers: allowed in 12 of 12 checks (2 crawlers on 6 pages), not scored. |
| robots.txt agent-user policy robots-agent-user-policy | Pass | 2 of 2 | No applicable crawl or usage restriction found for 3 user-triggered agents (chatgpt-user, claude-user, perplexity-user) on 1 public page: https://vercel.com/. Declared policy only; |
| Content behind auth docs-auth-gate | Pass | 2 of 2 | All 5 sampled pages are publicly readable (5 with substantive content) |
| Homepage not hidden from search noindex-directives | Pass | 1 of 1 | No noindex on the homepage: no robots, googlebot or bingbot meta tag and no X-Robots-Tag header hides it from search. |
| Redirect hygiene redirect-hygiene | Pass | 1 of 1 | no detail published |
| Web Bot Auth directory web-bot-auth-directory | Fail | 0 of 2 | No /.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.
| Check | Result | Points | What Ora saw |
|---|---|---|---|
| Content without JavaScript content-no-js | Partial | 2 of 3 | Homepage: 1009 chars with H1, but 1.0% content ratio is below the 5% target. 4 of 4 sampled inner pages have text without JavaScript (1 skipped). |
| Page token budget page-token-budget | Pass | 1 of 1 | All 7 measured pages fit an agent context budget (largest ~4K tokens) |
| Sitemap exists sitemap | Pass | 2 of 2 | Valid sitemap found at https://vercel.com/sitemap.xml with 9388 entries |
| Sitemap freshness (lastmod) sitemap-lastmod | Pass | 1 of 1 | no detail published |
| llms.txt exists llms-txt-exists | Pass | 1 of 1 | Found the llms.txt at https://vercel.com/llms.txt. |
| llms.txt formatting llms-txt-formatting | Pass | 2 of 2 | The llms.txt is well-formatted: 48 lines with markdown links, 5,397 characters in total. |
| llms.txt links resolve llms-txt-links-resolve | Pass | 2 of 2 | no detail published |
| Markdown agent docs markdown-negotiation | Pass | 1 of 1 | Path-suffix markdown docs served with text/markdown content-type: /agents.md |
| Markdown URL fallback markdown-url-fallback | Fail | 0 of 2 | Homepage does not support the .md suffix. Probed https://vercel.com/index.md and it did not return markdown (expected text/markdown content-type or a heading-led non-HTML body). |
| Bot-UA markdown serving agent-ua-markdown | Fail | 0 of 1 | No 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-view | Fail | 0 of 2 | ?mode=agent returns same content as homepage (no dedicated agent view) |
| JSON-LD structured data json-ld | Pass | 4 of 4 | Rich JSON-LD identity: Organization with name, description, url, and sameAs/logo/address (3 block(s)) |
| Organization schema completeness org-schema-completeness | Pass | 2 of 2 | no detail published |
| JSON-LD entity linking (sameAs) json-ld-entity-linking | Pass | 2 of 2 | no detail published |
| Schema type breadth schema-type-breadth | Partial | 1 of 2 | Some extended schema types found: Service - add 2 more types that match what the homepage shows, for full coverage |
| Metadata completeness metadata-completeness | Pass | 2 of 2 | All metadata signals present: canonical URL, lang="en", og:image, og:type |
| Agent instruction / when-to-use agent-instruction | Pass | 3 of 3 | no 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.
| Check | Result | Points | What Ora saw |
|---|---|---|---|
| Brand name discoverability brand-search-accuracy | Pass | 3 of 3 | vercel.com ranks #3 for "Vercel Agentic infrastructure platform" |
| Wikipedia / Wikidata entity presence wikipedia-presence | Pass | 4 of 4 | Wikipedia "Vercel" and Wikidata Q56069184 both verified - domain confirmed on both sources |
| Developer resource discoverability agentic-search-specific | Pass | 3 of 3 | no detail published |
| Listed in MCP registries mcp-registry-listed | Pass | 1 of 1 | no detail published |
| NPM/PyPI SDK package npm-sdk-package | Pass | 1 of 1 | no detail published |
| ChatGPT app listed chatgpt-app-listed | Pass | 2 of 2 | no detail published |
| Registry branding registry-branding | Fail | 0 of 2 | No registry branding (name, icon, description) found |
| Listed on skills.sh skills-sh-listed | Pass | 1 of 1 | no detail published |
| ARD discovery ard-catalog | Pass | 1 of 1 | no detail published |
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 vercel.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 Vercel, 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.
- WebMCP support: fail, 0 of 5, about 2.5 points to gain. Ora saw: No WebMCP support detected - no document.modelContext / navigator.modelContext usage found (scanned 43 of 43 same-origin script bundle(s) for modelContext registrations)
- Idempotency-Key support: fail, 0 of 3, about 1.5 points to gain. Ora saw: No REST Idempotency-Key support detected
- Scoped permissions: partial, 2 of 5, about 1.5 points to gain. Ora saw: OpenAPI declares security schemes but no named OAuth scopes - agents get all-or-nothing access. Declare per-scope grants (e.g. read:*, write:*) in the spec.
- Rate limit response headers: fail, 0 of 2, about 1 points to gain. Ora saw: No REST rate-limit headers found on probed endpoints
- Content without JavaScript: partial, 2 of 3, about 0.5 points to gain. Ora saw: Homepage: 1009 chars with H1, but 1.0% content ratio is below the 5% target. 4 of 4 sampled inner pages have text without JavaScript (1 skipped).
Our read
Vercel scores 91 and a perfect Discovery layer, 21 of 21, and the act layer is nearly as complete: an MCP server at mcp.vercel.com that requires authentication, an OpenAPI 3.0.3 specification at vercel.com/openapi.json, OAuth authorization server metadata on the main domain, the vercel CLI on npm, an agent skills index with nine skills, an llms.txt and an agents.md served as text/markdown. What Ora marks down is finer than any of that: the specification declares security schemes but names no OAuth scopes, so an agent gets all-or-nothing access; the REST endpoints answer without rate-limit headers or an Idempotency-Key; and none of the 43 script bundles registers a WebMCP tool. The home page is 1,009 characters at a 1 percent text ratio, which is the one reading-side mark against it. This is the second-highest score in the directory's first sixty, and the fixes left are specification details.
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 70All 360 checks, one company a day. Corrections to the corrections page.