Agent MCP Directory

Typeform: the 360 agent-readiness check

Typeform scores 69 of 100 on Ora's agent-readiness scan, a C, read 9 November 2026. Of the five surfaces an agent acts on, Ora found 2: OAuth, a command line. An MCP endpoint that answers, in something that is not JSON.

On 9 November 2026 the public site at typeform.com scored 69 of 100 on Ora's agent-readiness scan, a C, in Ora's Productivity 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: Typeform offers solid developer resource discoverability, but lacks an OpenAPI specification.

The score

Typeform on Ora, read 2026-11-09: points per layer, with the share of each layer's maximum. 37 checks pass, 12 are partial, 34 fail and 42 do not apply to this site.
LayerAsksPointsShare
UsabilityCan agents use it39 of 7056%
AccessCan agents read it45 of 6075%
DiscoveryCan agents find and recommend it15 of 1788%
PaymentsCan agents pay0 of 0none apply
TotalGrade C69 of 10069%

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. 3 checks in this group do not apply to this site and are left out.

In the directory, Typeform 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.

What an agent can do: 16 checks Ora ran on typeform.com, read 2026-11-09. The last column is Ora's own observation where it published one.
CheckResultPointsWhat Ora saw
MCP server / manifest mcp-serverPartial2 of 6MCP endpoint found at /mcp but response is not valid JSON
MCP well-known discovery mcp-well-known-discoveryPartial1 of 2MCP server at https://mcp.typeform.com - consider adding /.well-known/mcp for standard discovery
Public API with reachable endpoints public-apiPartial3 of 7API described in documentation at https://www.typeform.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://www.typeform.com
Developer portal developer-portalPass6 of 6Developer portal found at /developers
OpenAPI spec published openapi-specFail0 of 7No OpenAPI/Swagger specification found
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-fileFail0 of 2No agent discovery file found
OAuth 2.0 support oauth-supportPass5 of 5OAuth authorization server metadata at https://api.typeform.com
OAuth Protected Resource metadata (RFC 9728) oauth-protected-resourcePass2 of 2no detail published
auth.md exists auth-md-existsFail0 of 2No /auth.md found at site root
WebMCP support webmcpFail0 of 5No WebMCP support detected - no tool-attribute forms and no document.modelContext / navigator.modelContext usage found
NLWeb /ask endpoint nlweb-askFail0 of 1No NLWeb-conformant /ask endpoint found via GET or POST
CLI tool available cli-toolPass3 of 3CLI tool found on PyPI: typeform
JSON error responses json-error-responsesFail0 of 4API does not return JSON error responses (or no API detected)

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: 7 checks Ora ran on typeform.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 6 AI agent user-agents
Agent crawler reachability agent-crawler-reachabilityPass2 of 2Reachable to all major AI crawlers - ChatGPT-User: reachable, ClaudeBot: reachable, Google-Extended: reachable, ora-agent: reachable, DeepSeekBot: reachable
robots.txt AI crawler policy robots-ai-policy-qualityPass2 of 2Training: 2/2. Search: 3/3 page/crawler pairs permitted. No applicable crawl or usage restriction found for 5 training and search crawlers (gptbot, claudebot, oai-searchbot, claude-searchbot,
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://typeform.com/. Declared policy only;
Content behind auth docs-auth-gatePass2 of 2All 5 sampled pages are publicly readable (5 with substantive content)
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 typeform.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-jsPartial1 of 33786 chars of readable text, but no H1 tag
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.typeform.com/sitemap.xml with 4371 entries
Sitemap freshness (lastmod) sitemap-lastmodPass1 of 1no detail published
llms.txt exists llms-txt-existsPass1 of 1Found the llms.txt at https://www.typeform.com/llms.txt.
llms.txt formatting llms-txt-formattingPass2 of 2The llms.txt is well-formatted: 43 lines with markdown links, 4,720 characters in total.
llms.txt links resolve llms-txt-links-resolvePass2 of 2no detail published
Markdown agent docs markdown-negotiationPass1 of 1Returns markdown when requested via Accept header
Markdown URL fallback markdown-url-fallbackFail0 of 2Homepage does not support the .md suffix. Probed https://typeform.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-markdownFail0 of 1No probed bot User-Agent (GPTBot, ClaudeBot, ChatGPT-User, PerplexityBot, Google-Extended, Applebot-Extended, ora-agent, DeepSeekBot) receives markdown when requesting HTML.
Agent mode view agent-mode-viewFail0 of 2?mode=agent returns same content as homepage (no dedicated agent view)
JSON-LD structured data json-ldPass4 of 4Rich JSON-LD identity: Organization with name, description, url, and sameAs/logo/address (1 block(s))
Organization schema completeness org-schema-completenessPartial1 of 2Organization schema found but missing: contactPoint
JSON-LD entity linking (sameAs) json-ld-entity-linkingPartial1 of 2Entity linking to linkedin.com - add more authority profiles (Wikipedia, Wikidata, LinkedIn, GitHub)
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 typeform.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-accuracyPass3 of 3typeform.com appears at position #3 in a clean brand-name search for "Typeform productivity" (5 total matches)
Wikipedia / Wikidata entity presence wikipedia-presencePass4 of 4Wikipedia "Typeform (service)" and Wikidata Q24910393 both verified - domain confirmed on both sources
Developer resource discoverability agentic-search-specificPass3 of 3no detail published
Listed in MCP registries mcp-registry-listedFail0 of 1No bi-directionally verified MCP registry entry found. To pass, either publish the server under your own domain/npm scope, get a verified Smithery listing with non-zero usage, or link the registry entry from your homepage or docs.
NPM/PyPI SDK package npm-sdk-packagePass1 of 1no detail published
ChatGPT app listed chatgpt-app-listedPass2 of 2no detail published
Registry branding registry-brandingFail0 of 2No registry branding (name, icon, description) found
Listed on skills.sh skills-sh-listedFail0 of 1No official skills self-published on skills.sh (100 community skills with potential relation to this domain found, but only self-published official skills count)
ARD discovery ard-catalogFail0 of 1No /.well-known/ard.json (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 typeform.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 Typeform, 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.

  • OpenAPI spec published: fail, 0 of 7, about 3.9 points to gain. Ora saw: No OpenAPI/Swagger specification found
  • Scoped permissions: fail, 0 of 5, about 3.2 points to gain. Ora saw: No declared OAuth scopes, security schemes, or scoped-permission documentation found
  • WebMCP support: fail, 0 of 5, about 3.2 points to gain. Ora saw: No WebMCP support detected - no tool-attribute forms and no document.modelContext / navigator.modelContext usage found
  • JSON error responses: fail, 0 of 4, about 2.5 points to gain. Ora saw: API does not return JSON error responses (or no API detected)
  • MCP Apps support: fail, 0 of 4, about 2.5 points to gain. Ora saw: No MCP Apps support detected - this product has an in-agent UI surface but exposes no ui:// resources or tool UI metadata for agents to render.

Our read

Typeform has an MCP endpoint at /mcp that answers with something other than valid JSON, and a server at mcp.typeform.com without a /.well-known/mcp discovery path, so the one surface it has built does not count in full. The rest is partly there: OAuth authorization server metadata at api.typeform.com, a typeform CLI on PyPI, an SDK on npm, an llms.txt at the root, markdown returned on request and a door open to all six agent user agents Ora sent. Ora found no OpenAPI specification and no declared scopes, the API described on the site with no machine-verifiable surface, and endpoints that do not answer errors as JSON. The home page gives 3,786 characters of readable text and no H1 under a complete Organization block. For a form builder whose product is an API as much as a page, the broken JSON at /mcp is the fix that returns the most points for the least work.

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.