Agentic Resource Discovery (ARD)
Agentic Resource Discovery (ARD) is a proposed open standard for the discovery layer that sits in front of every agentic protocol — the step before invocation, where a client asks "what is available for this task?" and gets back a ranked set of MCP servers, agent cards, skills, workflows and APIs it could use. Publishers describe their resources once in an AI Catalog manifest at /.well-known/ai-catalog.json on their own domain, anchored by a urn:air: URN derived from that domain; independent discovery services crawl those manifests and expose them through a small REST interface whose only mandatory endpoint is POST /search. It deliberately does not execute anything — MCP, A2A and OpenAPI keep that job — and it deliberately does not try to be the one registry, inverting the submit-to-a-registry model in favour of publish-to-your-own-domain. Published as a v0.9 draft proposal on 28 May 2026 under Apache 2.0 by three authors at Microsoft, Google and Hugging Face, with a contributors wall of eleven organizations. It has no foundation, no charter, no participant roster and no working groups; it does have nine public architecture decision records and an official conformance CLI. This repo profiles it as a coalition with artifacts, and measures the distance between the specification and the endpoint.
Agentic Resource Discovery (ARD) publishes 1 API on the APIs.io network: ARD Registry API. Tagged areas include Agentic Resource Discovery, ARD, AI Catalog, Agent Discovery, and Discovery.
Agentic Resource Discovery (ARD)’s developer surface includes FAQ, getting-started guide, and 26 more developer resources.
Kin Score
APIs 2
Individual APIs this provider publishes, each with its own machine-readable definition.
ARD Registry API
The discovery interface a conformant Agent Registry exposes. POST /search is the only mandatory endpoint and takes a natural-language `text` query plus optional structured `filt...
AI Catalog Manifest
The publishing half of the standard — the JSON manifest a domain serves at /.well-known/ai-catalog.json declaring who the host is and what agentic resources it offers, each entr...
JSON Schema 1
Standalone JSON Schema definitions for this provider's data models.
AICatalogManifest
JSON SCHEMAResources
Get Started 1
Portal, sign-up, and the first successful call
Documentation 3
Reference material describing how the API behaves
Design & Contract 1
Pagination, idempotency, versioning, errors, and events
Build 3
SDKs, sample code, and the tooling you integrate with
Access & Security 1
Authentication, authorization, and security posture
Operate 3
Status, limits, changes, and where to get help
Commercial 1
Pricing, plans, and the legal terms of use
Company 1
The organization behind the API
Other 14
Properties that don't map to a standard resource type
Scroll for all 14
Source (apis.yml)
Work with this as data
Every provider here is available over the APIs.io API and to AI agents over MCP.
MCP server
One button, every client — Claude, Cursor, VS Code and the rest.
https://apis.io/mcp
Tools for providers
9 MCP tools reach this
find_providersBrowse and filter every provider in the catalog.get_provider_artifactsEvery artifact this provider publishes, grouped by type.get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.get_provider_toolsEvery MCP tool they ship, with the operation each wraps.get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.get_provider_ratingPRO — composite, band, trend and facet scores.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.
Call it yourself
curl for this page
curl "https://apis.io/api/v1/providers/agentic-resource-discovery"
curl "https://apis.io/api/v1/providers?limit=25"
curl "https://apis.io/api/v1/providers/agentic-resource-discovery/operations?limit=25"
curl "https://apis.io/api/v1/providers/agentic-resource-discovery/evidence"
Discovery needs no key. Ratings and market analysis are Pro.