Structural grade · AI Catalog 1.0
Near-Conformant
Correctly shaped — every hard check passes — but optional affordances are missing.
ARD conformance-test v0.9.1 (ards-project/ard-spec)
PASS
Discovery path
predecessor
Answered only at /.well-known/ai-catalog.json. ARD v0.91 renamed the path to /.well-known/ard.json and made the old one an optional courtesy, so a consumer implementing only the current spec will not find this manifest.
Declared spec version
1.0
The specVersion in the manifest. 1.0 is current for the AI Catalog data model; anything lower is an earlier draft. ARD reads this field as transport-defined and ignores it.
Sprites MCP server
urn:air:fly.io:mcp:sprites
Create Sprites, run commands in them, manage services, checkpoints, and network policy.
- “give my agent a Linux machine to work in”
- “run this test suite somewhere other than my laptop”
- “snapshot the filesystem before the agent changes it”
- “keep a dev server running between sessions”
Fly.io Machines API
urn:air:fly.io:openapi:machines
REST API for creating, starting, stopping, and destroying Fly Machines.
- “create a virtual machine programmatically”
- “start and stop a Fly Machine over HTTP”
- “deploy a container to multiple regions”
Fly.io agent skills
urn:air:fly.io:skills:index
Skill documents describing how to use Fly.io and Sprites.
- “how do I create a Sprite”
- “how do I call the Fly.io Machines API”
Evidence. Fetched
https://fly.io/.well-known/ai-catalog.json on 2026-09-13, HTTP
200. The verbatim body is stored alongside its manifest in the
Fly Io repository
as
ai-catalog/fly-io-ai-catalog.json. Nothing on this page is derived
or generated: an AI Catalog manifest is served from the publisher’s own domain or it does not
exist, which makes it — like an
A2A Agent Card — one of the few agent artifacts that cannot be
produced on a provider’s behalf. Grades are recomputed on every build; the specification is a
v0.9 draft and
these verdicts will move when it does.
Every descriptor here is available over the APIs.io API and to AI agents over MCP. Agent Discovery is not yet its own endpoint on the v1 API. Reach it through catalog search and the tag graph, or the MCP server.
MCP server
One button, every client — Claude, Cursor, VS Code and the rest.
https://apis.io/mcp
Tools for agent discovery
3 MCP tools reach this
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.
All 92 tools →
Call it yourself
curl for this page
Search the catalog
curl "https://apis.io/api/v1/search?q=fly-io&limit=10"
Everything under a tag
curl "https://apis.io/api/v1/tags/fly-io"
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