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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 1 66.5+ Reference-quality API operations across every facet.
1
Snowflake screenshot
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
75.5
Agent
43.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 75.5/100 · exemplar
Contract Quality 20.2 / 25
Developer Ergonomics 16.1 / 20
Access Clarity 20.0 / 20
Operational Transparency 7.9 / 13
Contract Governance 5.6 / 12
Discoverability 5.7 / 10
Agent readiness — 44/100 · agent native
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 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 Surface 0 / 5
Strong 3 54.3 – 66.4 Solid contracts, transparent operations, and an easy start.
2
Dow Jones screenshot
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
62.7
Agent
48.4
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 62.7/100 · strong
Contract Quality 16.5 / 25
Developer Ergonomics 13.2 / 20
Access Clarity 7.9 / 20
Operational Transparency 9.9 / 13
Contract Governance 2.2 / 12
Discoverability 6.3 / 10
Regulatory · Securities & Market Data 12.0 / 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 Surface 0 / 5
3
Bloomberg screenshot
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
60.4
Agent
32.9
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 60.4/100 · strong
Contract Quality 16.6 / 25
Developer Ergonomics 14.2 / 20
Access Clarity 6.8 / 20
Operational Transparency 4.8 / 13
Contract Governance 5.6 / 12
Discoverability 5.9 / 10
Regulatory · Securities & Market Data 11.7 / 15
Agent readiness — 33/100 · 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 documented 4.0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling documented 3.5 / 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 Surface 0 / 5
4
Moody's screenshot
Moody's Strong 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
56.8
Agent
36.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 56.8/100 · strong
Contract Quality 13.2 / 25
Developer Ergonomics 16.1 / 20
Access Clarity 6.8 / 20
Operational Transparency 4.4 / 13
Contract Governance 2.2 / 12
Discoverability 7.4 / 10
Regulatory · Insurance 10.7 / 15
Agent readiness — 37/100 · 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 negotiable 7.5 / 10
Idempotency 0 / 9
Stable Error Semantics 8.0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling documented 3.5 / 7
Typed Event Surface 6 / 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 Surface 0 / 5
Developing 2 39.3 – 54.2 Real signal across most facets with visible, nameable gaps.
5
Wherobots screenshot
Wherobots Developing 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
51.5
Agent
29.1
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 51.5/100 · developing
Contract Quality 13.3 / 25
Developer Ergonomics 14.6 / 20
Access Clarity 10.0 / 20
Operational Transparency 3.8 / 13
Contract Governance 2.2 / 12
Discoverability 7.6 / 10
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 Surface 0 / 5
6
Clarivate screenshot
Clarivate Developing agent aware

Clarivate is a global information services company providing data, insights, and analytics across academia, government, life sciences, healthcare, and intell...

Composite
43.6
Agent
22.9
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 43.6/100 · developing
Contract Quality 14.0 / 25
Developer Ergonomics 7.6 / 20
Access Clarity 7.4 / 20
Operational Transparency 1.4 / 13
Contract Governance 5.5 / 12
Discoverability 5.9 / 10
Regulatory · Health 4.7 / 15
Agent readiness — 23/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract derived 2.5 / 10
Documented Reversibility 6 / 6
MCP Server 0 / 12
Machine-Readable Auth bearer 3.5 / 10
Idempotency 9 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling documented 3.5 / 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Surface 0 / 5
Thin 2 26.2 – 39.2 Limited machine-readable signal beyond documentation a human can read.
7
Palantir screenshot
Palantir Thin 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
27.1
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 27.1/100 · thin
Contract Quality 13.4 / 25
Developer Ergonomics 2.4 / 20
Access Clarity 3.2 / 20
Operational Transparency 1.4 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 10
Regulatory · Government & Public Sector 5.0 / 15
Agent readiness — 20/100 · 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 documented 3.5 / 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 Surface 0 / 5
8
Panoply screenshot
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
26.4
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 26.4/100 · thin
Contract Quality 0.0 / 25
Developer Ergonomics 3.6 / 20
Access Clarity 10.8 / 20
Operational Transparency 4.1 / 13
Contract Governance 2.2 / 12
Discoverability 5.7 / 10
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 Surface 0 / 5
Emerging 2 11 – 26.1 More than an index entry but still mostly links rather than artifacts.
9
Netezza screenshot
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
18.6
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 18.6/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 9.0 / 20
Access Clarity 2.1 / 20
Operational Transparency 1.7 / 13
Contract Governance 0.0 / 12
Discoverability 5.7 / 10
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 Surface 0 / 5
10
Thomson Reuters screenshot
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
14.4
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 14.4/100 · emerging
Contract Quality 2.7 / 25
Developer Ergonomics 0.0 / 20
Access Clarity 3.2 / 20
Operational Transparency 1.4 / 13
Contract Governance 0.0 / 12
Discoverability 7.2 / 10
Agent readiness — 3/100 · 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 documented 3.5 / 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 Surface 0 / 5