generated: '2026-09-13'
method: probed
source: https://datarobot.com/.well-known/ai-catalog.json
description: 'AI Catalog manifest observed at /.well-known/ai-catalog.json on datarobot.com. The AI Catalog
  Standard is the publishing half of Agentic Resource Discovery (ARD): a JSON manifest listing the agentic
  resources a domain offers — MCP servers, agent cards, skills, APIs — each typed by media type and identified
  by a domain-anchored urn:air: URN. Two verdicts are recorded: a structural grade against the data model,
  and the result of the ARD project''s own conformance CLI run against this exact body. Provider-published
  by construction — served from the provider''s own host; nothing here is derived or generated.'
discovery:
  path: /.well-known/ai-catalog.json
  canonical: false
  predecessor_only: true
  attempts:
  - path: /.well-known/ard.json
    http_status: 404
  - path: /.well-known/ai-catalog.json
    http_status: 200
  host: datarobot.com
conformance:
  spec: AI Catalog 1.0 / ARD v0.91
  grade: flavored
  spec_version_declared: '1.0'
  hard_failures:
  - entry-identifier-not-urn-air
  - host-no-identifier
  soft_gaps:
  - content-type-not-ai-catalog-json
  - entry-no-representativeQueries
  official_tool:
    tool: ARD conformance-test v0.9.1 (ards-project/ard-spec)
    status: FAIL
    critical_errors: 21
    errors:
    - 'ArdManifest validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:agent-assist''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''entries.9.identifier'''
    - '[datarobot-model-training] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-training''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-model-deployment] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-deployment''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-predictions] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:predictions''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-feature-engineering] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:feature-engineering''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-model-monitoring] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-monitoring''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-model-explainability] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-explainability''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-data-preparation] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:data-preparation''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-app-framework-cicd] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:app-framework-cicd''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-external-agent-monitoring] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:external-agent-monitoring''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-agent-assist] ArdEntry validation failed: ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:agent-assist''
      does not match ''^urn:air:[a-zA-Z0-9.-]+(:[a-zA-Z0-9._-]+)+$'' at path ''identifier'''
    - '[datarobot-model-training] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-training''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-model-deployment] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-deployment''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-predictions] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:predictions''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-feature-engineering] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:feature-engineering''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-model-monitoring] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-monitoring''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-model-explainability] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:model-explainability''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-data-preparation] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:data-preparation''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-app-framework-cicd] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:app-framework-cicd''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-external-agent-monitoring] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:external-agent-monitoring''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    - '[datarobot-agent-assist] Identifier ''urn:ai:github.com:datarobot-oss:datarobot-agent-skills:agent-assist''
      does not match RFC 8141 URN pattern ''urn:air:<publisher>:<namespace>:<agent-name>''.'
    warnings:
    - '[datarobot-model-training] No ''representativeQueries''. The semantic index is built from this
      term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-model-deployment] No ''representativeQueries''. The semantic index is built from this
      term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-predictions] No ''representativeQueries''. The semantic index is built from this term,
      so the entry will not be found by search — it is a valid catalog entry but not a discoverable ARD
      entry.'
    - '[datarobot-feature-engineering] No ''representativeQueries''. The semantic index is built from
      this term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-model-monitoring] No ''representativeQueries''. The semantic index is built from this
      term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-model-explainability] No ''representativeQueries''. The semantic index is built from
      this term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-data-preparation] No ''representativeQueries''. The semantic index is built from this
      term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-app-framework-cicd] No ''representativeQueries''. The semantic index is built from this
      term, so the entry will not be found by search — it is a valid catalog entry but not a discoverable
      ARD entry.'
    - '[datarobot-external-agent-monitoring] No ''representativeQueries''. The semantic index is built
      from this term, so the entry will not be found by search — it is a valid catalog entry but not a
      discoverable ARD entry.'
    - '[datarobot-agent-assist] No ''representativeQueries''. The semantic index is built from this term,
      so the entry will not be found by search — it is a valid catalog entry but not a discoverable ARD
      entry.'
    informational:
    - '[datarobot-model-training] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-model-deployment] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-predictions] Media type ''application/ai-skill'' is a valid application extension media
      type. ARD permits extension types without core registration.'
    - '[datarobot-feature-engineering] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-model-monitoring] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-model-explainability] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-data-preparation] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-app-framework-cicd] Media type ''application/ai-skill'' is a valid application extension
      media type. ARD permits extension types without core registration.'
    - '[datarobot-external-agent-monitoring] Media type ''application/ai-skill'' is a valid application
      extension media type. ARD permits extension types without core registration.'
    - '[datarobot-agent-assist] Media type ''application/ai-skill'' is a valid application extension media
      type. ARD permits extension types without core registration.'
  did_web: null
catalog:
  host_display_name: DataRobot Agent Skills
  host_identifier: null
  entry_count: 10
  types:
    application/ai-skill: 10
  representative_queries: 0
  trust_manifests: 0
  file: datarobot-ai-catalog.json
transport:
  http_status: 200
  content_type: application/json
  access_control_allow_origin: '*'
x-evidence:
  fetched: '2026-09-13'
  url: https://datarobot.com/.well-known/ai-catalog.json
  http_status: 200
  content_type: application/json
  note: Verbatim body saved alongside this manifest. No field inferred.