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 22 more developer resources.

25.3/100 emerging ▬ flat Agent 16/100 agent aware Full breakdown ↓
scored 2026-08-05 · rubric v0.9.1
2 APIs
Agentic Resource DiscoveryARDAI CatalogAgent DiscoveryDiscoveryWell-Known URIMedia TypesFederationMCPA2AAgent SkillsStandardsStandards BodySpecificationMachine Readability

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-08-05 · rubric v0.9.1
Composite quality — 25.3/100 · emerging
Contract Quality 13.0 / 25
Developer Ergonomics 2.2 / 20
Commercial Clarity 0.0 / 20
Operational Transparency 2.7 / 13
Governance 1.5 / 12
Discoverability 5.9 / 10
Agent readiness — 16/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract 0 / 10
MCP Server 0 / 12
Machine-Readable Auth 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling 0 / 7
Typed Event Surface 0 / 6
Agent Skills 0 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3
A2A Agent Card 0 / 8
Dry-Run / Simulate Mode 0 / 4
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/agentic-resource-discovery: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

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

3 properties

JSON SCHEMA

Resources

Get Started 1

Portal, sign-up, and the first successful call

Documentation 2

Reference material describing how the API behaves

Design & Contract 1

Pagination, idempotency, versioning, errors, and events

Build 2

SDKs, sample code, and the tooling you integrate with

Operate 2

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)

apis.yml Raw ↑
aid: agentic-resource-discovery
url: https://raw.githubusercontent.com/api-evangelist/agentic-resource-discovery/refs/heads/main/apis.yml
name: Agentic Resource Discovery (ARD)
specificationVersion: 0.2
kind: standard
x-type: standards-body
x-category: Specification
x-host: null
x-host-structure: null
created: 2026-05-19 00:00:00+00:00
modified: 2026-07-31
position: Producing
access: 3rd-Party
description: '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.'
tags:
- Agentic Resource Discovery
- ARD
- AI Catalog
- Agent Discovery
- Discovery
- Well-Known URI
- Media Types
- Federation
- MCP
- A2A
- Agent Skills
- Standards
- Standards Body
- Specification
- Machine Readability
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/agentic-resource-discovery.png
maintainers:
- FN: Kin Lane
  email: info@apievangelist.com
  X: apievangelist
  url: https://apievangelist.com
apis:
- aid: agentic-resource-discovery:ard-registry-api
  name: ARD Registry API
  description: 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 `filter`, returning catalog entries ranked 0-100 by semantic
    relevance. POST /explore returns facet aggregations over the matched set, GET /agents is deterministic paged browsing.
    This is the standard's own contract, not an implementation of it — the OpenAPI declares no server, because every registry
    is its own host, discovered through an application/ai-registry+json entry in a manifest.
  humanURL: https://agenticresourcediscovery.org/spec/
  tags:
  - Discovery
  - Search
  - Federation
  properties:
  - type: OpenAPI
    url: openapi/_original/ard-discovery-openapi.yml
  - type: Specification
    url: https://agenticresourcediscovery.org/spec/
  - type: Documentation
    url: https://agenticresourcediscovery.org/how_ard_works/
  - type: TestSuite
    url: conformance/README.md
- aid: agentic-resource-discovery:ai-catalog-manifest
  name: AI Catalog Manifest
  description: '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 entry typed by media type, identified by a domain-anchored
    urn:air: URN, and carrying an optional trustManifest for identity, compliance attestations, provenance and a detached
    JWS signature. Defined upstream by the ai-catalog project and extended here with discovery attributes. This is the artifact
    an API provider actually has to write.'
  humanURL: https://agenticresourcediscovery.org/ai_catalog_spec/
  tags:
  - Discovery
  - Metadata
  - Well-Known URI
  properties:
  - type: JSONSchema
    url: json-schema/ai-catalog.schema.json
  - type: Specification
    url: https://agenticresourcediscovery.org/ai_catalog_spec/
  - type: Documentation
    url: https://agenticresourcediscovery.org/how_to_publish/
  - type: SourceCode
    url: https://github.com/Agent-Card/ai-catalog
common:
- type: Website
  url: https://agenticresourcediscovery.org
- type: Specification
  url: https://agenticresourcediscovery.org/spec/
- type: SourceCode
  url: https://github.com/ards-project/ard-spec
- type: GitHubOrganization
  url: https://github.com/ards-project
- type: License
  url: https://github.com/ards-project/ard-spec/blob/main/LICENSE
- type: Contributing
  url: https://github.com/ards-project/ard-spec#contributing
- type: Participants
  url: https://agenticresourcediscovery.org/contributors/
- type: Governance
  url: governance/agentic-resource-discovery-governance.yml
- type: Conformance
  url: conformance/agentic-resource-discovery-conformance.yml
- type: TestSuite
  url: https://github.com/ards-project/ard-spec/tree/main/conformance
- type: ReferenceImplementation
  url: https://agenticresourcediscovery.org/ref_implementations/
- type: Adopters
  url: adoption/agentic-resource-discovery-adoption.yml
- type: Adoption
  url: adoption/agentic-resource-discovery-adoption.yml
- type: People
  url: people/agentic-resource-discovery-people.yml
- type: Companies
  url: companies/agentic-resource-discovery-companies.yml
- type: Leads
  url: leads/agentic-resource-discovery-new-company-leads.yml
- type: Repositories
  url: repositories/agentic-resource-discovery-repositories.yml
- type: Releases
  url: releases/agentic-resource-discovery-releases.yml
- type: Contributors
  url: contributors/agentic-resource-discovery-contributors.yml
- type: WorkingGroups
  url: working-groups/agentic-resource-discovery-working-groups.yml
- type: Taxonomy
  url: taxonomy/agentic-resource-discovery-taxonomy.yml
- type: Glossary
  url: https://agenticresourcediscovery.org/glossary/
- type: FAQ
  url: https://agenticresourcediscovery.org/faq/
- type: GettingStarted
  url: https://agenticresourcediscovery.org/get_started/