Cloud Data Platform
Grouped by Kin Score band and ranked by composite score within each, with the separate agent-readiness score alongside. Click the scores on any row to open the full facet and dimension breakdown behind both numbers, and click again to close it.
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10 providers
Exemplar 2 66.5+ Reference-quality API operations across every facet.
1
Snowflake Exemplar agent native
Snowflake is a cloud-based data platform delivering data warehousing, data lakes, data engineering, data science and data application development as a single...
Composite
81.2
Agent
45.6
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 81.2/100 · exemplar
Contract Quality
18.2 / 25
Developer Ergonomics
16.1 / 20
0 / 0
Operational Transparency
7.9 / 13
0 / 0
Discoverability
5.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform)
6.3 / 15
Agent readiness — 46/100 · agent native
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility documented
2.4 / 6
MCP Server templated
7.2 / 12
Machine-Readable Auth bearer
3.5 / 10
Idempotency documented
4.5 / 9
Stable Error Semantics
8.0 / 8
Request/Response Examples partial
3.5 / 7
Rate-Limit Signaling documented
3.5 / 7
Typed Event Surface
6 / 6
Agent Skills derived
1.3 / 5
Well-Known Catalog
0 / 4
Consent & Bot Identity
0 / 3
A2A Agent Card
0 / 8
Dry-Run / Simulate Mode
0 / 4
Delegated User Identity documented
3.0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
2
Clarivate Exemplar agent ready
Clarivate is a global information services company providing data, insights and analytics across academia and government, life sciences and healthcare, and i...
Composite
72.1
Agent
33.6
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 72.1/100 · exemplar
Contract Quality
15.6 / 25
Developer Ergonomics
13.2 / 20
0 / 0
Operational Transparency
10.9 / 13
0 / 0
Discoverability
8.4 / 10
Regulatory · Health
6.2 / 15
Agent readiness — 34/100 · agent ready
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility
0 / 6
MCP Server
0 / 12
Machine-Readable Auth bearer
3.5 / 10
Idempotency
0 / 9
Stable Error Semantics
8.0 / 8
Request/Response Examples
7.0 / 7
Rate-Limit Signaling documented
3.5 / 7
Typed Event Surface
0 / 6
Agent Skills derived
1.3 / 5
Well-Known Catalog
0 / 4
Consent & Bot Identity
0 / 3
A2A Agent Card
0 / 8
Dry-Run / Simulate Mode
0 / 4
Delegated User Identity documented
3.0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
Strong 3 54.3 – 66.4 Solid contracts, transparent operations, and an easy start.
3
Dow Jones Strong agent ready
Dow Jones is a financial news and information company, publisher of The Wall Street Journal, Barron's, MarketWatch, and Dow Jones Newswires, and operator of ...
Composite
63.2
Agent
48.4
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 63.2/100 · strong
Contract Quality
14.6 / 25
Developer Ergonomics
15.1 / 20
0 / 0
Operational Transparency
9.9 / 13
0 / 0
Discoverability
7.9 / 10
Regulatory · Securities & Market Data
6.7 / 15
Agent readiness — 48/100 · agent ready
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility
0 / 6
MCP Server
0 / 12
Machine-Readable Auth served
9.0 / 10
Idempotency
0 / 9
Stable Error Semantics
8.0 / 8
Request/Response Examples partial
3.5 / 7
Rate-Limit Signaling
7.0 / 7
Typed Event Surface
6 / 6
Agent Skills derived
1.3 / 5
Well-Known Catalog
0 / 4
Consent & Bot Identity
0 / 3
A2A Agent Card
0 / 8
Dry-Run / Simulate Mode
0 / 4
Delegated User Identity
6.0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
6 / 6
Agentic Commerce Well-Known Document
0 / 5
4
Wherobots Strong agent ready
Wherobots is a managed cloud platform for geospatial analytics and spatial AI at planetary scale, built by the creators of Apache Sedona. WherobotsDB is a di...
Composite
61.1
Agent
29.1
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 61.1/100 · strong
Contract Quality
12.0 / 25
Developer Ergonomics
14.6 / 20
0 / 0
Operational Transparency
4.8 / 13
0 / 0
Discoverability
7.2 / 10
Regulatory · Horizontal (data, software, accessibility, platform)
4.7 / 15
Agent readiness — 29/100 · agent ready
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility documented
2.4 / 6
MCP Server documented
4.8 / 12
Machine-Readable Auth bearer
3.5 / 10
Idempotency
0 / 9
Stable Error Semantics
8.0 / 8
Request/Response Examples
0 / 7
Rate-Limit Signaling
0 / 7
Typed Event Surface
0 / 6
Agent Skills derived
1.3 / 5
Well-Known Catalog
0 / 4
Consent & Bot Identity
0 / 3
A2A Agent Card
0 / 8
Dry-Run / Simulate Mode
0 / 4
Delegated User Identity
0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
5
Bloomberg Strong agent ready
Bloomberg delivers business and markets news, data, analysis, and video to the world, featuring stories from Businessweek and Bloomberg News. Bloomberg provi...
Composite
54.8
Agent
28.9
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 54.8/100 · strong
Contract Quality
15.3 / 25
Developer Ergonomics
13.5 / 20
0 / 0
Operational Transparency
4.8 / 13
0 / 0
Discoverability
5.7 / 10
Regulatory · Securities & Market Data
6.5 / 15
Agent readiness — 29/100 · agent ready
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility
0 / 6
MCP Server
0 / 12
Machine-Readable Auth served
9.0 / 10
Idempotency
0 / 9
Stable Error Semantics derived
1.0 / 8
Request/Response Examples
0 / 7
Rate-Limit Signaling derived
0.9 / 7
Typed Event Surface derived
1.5 / 6
Agent Skills derived
1.3 / 5
Well-Known Catalog
0 / 4
Consent & Bot Identity
0 / 3
A2A Agent Card
0 / 8
Dry-Run / Simulate Mode
0 / 4
Delegated User Identity
6.0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
Developing 1 39.3 – 54.2 Real signal across most facets with visible, nameable gaps.
6
Moody's Developing agent ready
Moody's provides a comprehensive suite of APIs spanning KYC compliance, economic data and forecasting, credit risk analytics, insurance and catastrophe model...
Composite
49.4
Agent
35.9
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 49.4/100 · developing
Contract Quality
12.1 / 25
Developer Ergonomics
15.4 / 20
0 / 0
Operational Transparency
4.4 / 13
0 / 0
Discoverability
7.1 / 10
Regulatory · Insurance
6.2 / 15
Agent readiness — 36/100 · agent ready
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility documented
2.4 / 6
MCP Server
0 / 12
Machine-Readable Auth negotiable
7.5 / 10
Idempotency
0 / 9
Stable Error Semantics
8.0 / 8
Request/Response Examples
0 / 7
Rate-Limit Signaling derived
0.9 / 7
Typed Event Surface unknown
5.4 / 6
Agent Skills derived
1.3 / 5
Well-Known Catalog
4 / 4
Consent & Bot Identity
0 / 3
A2A Agent Card
0 / 8
Dry-Run / Simulate Mode
0 / 4
Delegated User Identity
0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
Thin 1 26.2 – 39.2 Limited machine-readable signal beyond documentation a human can read.
7
Panoply Thin human only
Panoply is a managed cloud data warehouse and ELT (Extract, Load, Transform) platform that centralizes data from 100+ sources into a BigQuery- or Redshift-ba...
Composite
27.5
Agent
0.0
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 27.5/100 · thin
Contract Quality
0.0 / 25
Developer Ergonomics
3.6 / 20
0 / 0
Operational Transparency
4.1 / 13
0 / 0
Discoverability
5.5 / 10
Regulatory · Horizontal (data, software, accessibility, platform)
3.5 / 15
Agent readiness — 0/100 · human only
Machine-Readable Contract
0 / 18
Agentic Access Contract
0 / 10
Documented Reversibility
0 / 6
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
Delegated User Identity
0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
Emerging 3 11 – 26.1 More than an index entry but still mostly links rather than artifacts.
8
Netezza Emerging human only
IBM Netezza Performance Server is a cloud-native data warehouse and analytics appliance for running large-scale SQL analytics and in-database machine learnin...
Composite
24.1
Agent
0.0
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 24.1/100 · emerging
Contract Quality
0.0 / 25
Developer Ergonomics
9.0 / 20
0 / 0
Operational Transparency
1.7 / 13
0 / 0
Discoverability
5.5 / 10
Regulatory · Horizontal (data, software, accessibility, platform)
1.6 / 15
Agent readiness — 0/100 · human only
Machine-Readable Contract
0 / 18
Agentic Access Contract
0 / 10
Documented Reversibility
0 / 6
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
Delegated User Identity
0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
9
Palantir Emerging agent aware
Palantir is a data analytics company providing software platforms for organizations to integrate, analyze, and visualize data. Palantir Foundry and AIP provi...
Composite
22.2
Agent
17.9
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 22.2/100 · emerging
Contract Quality
12.1 / 25
Developer Ergonomics
2.4 / 20
0 / 0
Operational Transparency
1.4 / 13
0 / 0
Discoverability
4.8 / 10
Regulatory · Government & Public Sector
2.6 / 15
Agent readiness — 18/100 · agent aware
Machine-Readable Contract
18 / 18
Agentic Access Contract derived
2.5 / 10
Documented Reversibility
0 / 6
MCP Server
0 / 12
Machine-Readable Auth bearer
3.5 / 10
Idempotency
0 / 9
Stable Error Semantics
0 / 8
Request/Response Examples
0 / 7
Rate-Limit Signaling derived
0.9 / 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
Delegated User Identity
0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5
10
Thomson Reuters Emerging human only
Thomson Reuters provides over 137 APIs across legal, tax and accounting, risk and fraud, and trade and supply industries through their global developer porta...
Composite
11.9
Agent
0.6
Kin Score
How this is scored →scored 2026-10-17 · rubric v0.24.0
Composite quality — 11.9/100 · emerging
Contract Quality
2.7 / 25
Developer Ergonomics
0.0 / 20
0 / 0
Operational Transparency
1.4 / 13
0 / 0
Discoverability
7.0 / 10
Regulatory · Horizontal (data, software, accessibility, platform)
1.6 / 15
Agent readiness — 1/100 · human only
Machine-Readable Contract
0 / 18
Agentic Access Contract
0 / 10
Documented Reversibility
0 / 6
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 derived
0.9 / 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
Delegated User Identity
0 / 6
Protected Resource Metadata
0 / 5
Registration Without a Human
0 / 6
Agentic Commerce Well-Known Document
0 / 5