Agent MCP Directory

Fly.io: the 360 agent-readiness check

Fly.io scores 97 of 100 on Ora's agent-readiness scan, the top grade, 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. The highest mark of the sixty, with three points left in response headers.

On 9 November 2026 the public site at fly.io scored 97 of 100 on Ora's agent-readiness scan, the top grade, 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: The site offers strong discovery and REST API schema quality, and publishing rate-limit response headers would give agents clearer backoff signals.

The score

Fly.io on Ora, read 2026-11-09: points per layer, with the share of each layer's maximum. 85 checks pass, 12 are partial, 13 fail and 22 do not apply to this site.
LayerAsksPointsShare
UsabilityCan agents use it121.5 of 12696%
AccessCan agents read it63 of 6597%
DiscoveryCan agents find and recommend it19 of 19100%
PaymentsCan agents pay0 of 0none apply
TotalGrade A+97 of 10097%

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, Fly.io 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: 19 checks Ora ran on fly.io, read 2026-11-09. The last column is Ora's own observation where it published one.
CheckResultPointsWhat Ora saw
MCP server / manifest mcp-serverPartial5 of 6MCP server detected at https://mcp.fly.io; 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-discoveryPass2 of 2MCP server card listed in /.well-known/ai-catalog.json
Public API with reachable endpoints public-apiPass7 of 7REST API documentation found at /docs/api. GraphQL endpoint at https://api.fly.io/graphql is reachable and introspectable. Best-of-protocols score: 7/7.
Public API/docs linked from homepage public-api-docsPass3 of 3Documentation site found at https://docs.fly.io
Developer portal developer-portalPass6 of 6Developer portal found at https://docs.fly.io
OpenAPI spec published openapi-specPass7 of 7OpenAPI spec found at https://docs.fly.io/api/machines/openapi.json (version: 3.1.0)
API catalog (RFC 9727) api-catalog-rfc9727Pass2 of 2no detail published
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 2 skill(s)
OAuth 2.0 support oauth-supportPass5 of 5OAuth authorization server metadata at https://fly.io/mcp/oauth
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 script bundle /phx/assets/js/webmcp-b5d77663c19eacfff5a6dc69d2b8dc2f.js).
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: @fly/cli
Multi-language SDK packages rest-sdk-packagesPass3 of 3SDK packages found across 4 ecosystems: npm, pypi, go, rubygems
Rate limit response headers rate-limit-headersFail0 of 2No REST rate-limit headers found on probed endpoints (GraphQL signal: fail 0).
Idempotency-Key support idempotency-key-supportPass3 of 3no detail published
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 fly.io, 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 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-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://fly.io/. Declared policy only;
Content behind auth docs-auth-gatePass2 of 2All 5 sampled pages are publicly readable (5 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 fly.io, 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: 3329 chars with H1, but 3.0% content ratio is below the 5% target. 5 of 5 sampled inner pages have text without JavaScript.
Page token budget page-token-budgetPass1 of 1All 9 measured pages fit an agent context budget (largest ~17K tokens)
Sitemap exists sitemapPass2 of 2Valid sitemap found at https://fly.io/sitemap.xml with multiple sitemaps entries
Sitemap freshness (lastmod) sitemap-lastmodPass1 of 1no detail published
llms.txt exists llms-txt-existsPass1 of 1Found the llms.txt at https://fly.io/llms.txt.
llms.txt formatting llms-txt-formattingPass2 of 2The llms.txt is well-formatted: 55 lines with markdown links, 5,590 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: /agents.md, /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-viewPartial1 of 2Agent mode view found at ?mode=agent (5 signals: llms.txt, mcp, api, agent, sdk)
JSON-LD structured data json-ldPass4 of 4Rich JSON-LD identity: Organization with name, description, url, and sameAs/logo/address (7 block(s))
Organization schema completeness org-schema-completenessPass2 of 2no detail published
JSON-LD entity linking (sameAs) json-ld-entity-linkingPass2 of 2no detail published
Schema type breadth schema-type-breadthPartial1 of 2Some extended schema types found: Service - add 2 more types that match what the homepage shows, for full coverage
Metadata completeness metadata-completenessPass2 of 2All metadata signals present: canonical URL, lang="en-US", 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 fly.io, 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 3fly.io ranks #2 for "Fly.io Public cloud platform"
Wikipedia / Wikidata entity presence wikipedia-presencePartial2 of 4Wikidata Q133943318 (Fly.io) verified - draft a Wikipedia page with cited references to complete knowledge graph coverage
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-brandingPass2 of 2no detail published
Listed on skills.sh skills-sh-listedPass1 of 1no detail published
ARD discovery ard-catalogPass1 of 1no 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 fly.io.

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 Fly.io, 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.

  • Rate limit response headers: fail, 0 of 2, about 0.7 points to gain. Ora saw: No REST rate-limit headers found on probed endpoints (GraphQL signal: fail 0).
  • Content without JavaScript: partial, 2 of 3, about 0.5 points to gain. Ora saw: Homepage: 3329 chars with H1, but 3.0% content ratio is below the 5% target. 5 of 5 sampled inner pages have text without JavaScript.
  • Schema type breadth: partial, 1 of 2, about 0.5 points to gain. Ora saw: Some extended schema types found: Service - add 2 more types that match what the homepage shows, for full coverage
  • REST async-job pattern: partial, 1 of 2, about 0.4 points to gain. Ora saw: 202 Accepted responses found but no clear polling pattern (Location header, /jobs path, or job_id schema)
  • MCP server / manifest: partial, 5 of 6, about 0.4 points to gain. Ora saw: MCP server detected at https://mcp.fly.io; it requires authentication. Presence is verified (5/6), but Ora could not inspect its tools or verify access scopes without credentials.

Our read

Fly.io scores 97 and an A plus, the highest mark in this directory and the closest any company here comes to passing everything. The act layer is whole: an MCP server at mcp.fly.io that answers and requires authentication, its server card listed in /.well-known/ai-catalog.json, OAuth authorization server metadata at fly.io/mcp/oauth, an OpenAPI 3.1.0 specification for the Machines API, a GraphQL endpoint that is reachable, @fly/cli on npm, SDKs in four registries, a WebMCP tool registered in a script bundle, an agent skills index, an llms.txt and markdown twins at /agents.md, /auth.md and /index.md. Seven JSON-LD blocks describe the company. What Ora still marks down is worth about 3 points in all: no rate-limit headers on the REST endpoints it probed, 202 responses without a clear polling pattern, a home page at a 3 percent text ratio and one extended schema type where it would like three. The reference read of the set, from a platform that hosts the agents.

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.