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CNCF

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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47 providers

Strong 1 54.3 – 66.4 Solid contracts, transparent operations, and an easy start.
1
Backstage screenshot
Backstage Strong agent ready

Backstage is an open-source developer portal platform created by Spotify. It provides a centralized software catalog, software templates (scaffolder), TechDo...

Composite
61.3
Agent
58.5
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 61.3/100 · strong
Contract Quality 15.5 / 25
Developer Ergonomics 17.1 / 20
0 / 0
Operational Transparency 7.9 / 13
0 / 0
Discoverability 8.0 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 4.9 / 15
Agent readiness — 59/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract derived 2.5 / 10
Documented Reversibility documented 2.4 / 6
MCP Server 12.0 / 12
Machine-Readable Auth served 9.0 / 10
Idempotency 0 / 9
Stable Error Semantics derived 1.0 / 8
Request/Response Examples partial 3.5 / 7
Rate-Limit Signaling derived 0.9 / 7
Typed Event Surface 6 / 6
Agent Skills 5 / 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 6.0 / 6
Protected Resource Metadata 5.0 / 5
Registration Without a Human 6 / 6
Agentic Commerce Well-Known Document 0 / 5
Developing 16 39.3 – 54.2 Real signal across most facets with visible, nameable gaps.
2
Buildpacks Io screenshot
Buildpacks Io Developing agent ready

Cloud Native Buildpacks (CNB) is a CNCF Graduated project (graduated 2026-07-17) that transforms application source code into OCI images that can run on any ...

Composite
53.5
Agent
28.7
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 53.5/100 · developing
Contract Quality 15.7 / 25
Developer Ergonomics 14.6 / 20
0 / 0
Operational Transparency 5.8 / 13
0 / 0
Discoverability 5.7 / 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 6 / 6
MCP Server 0 / 12
Machine-Readable Auth bearer 3.5 / 10
Idempotency 9 / 9
Stable Error Semantics documented 4.0 / 8
Request/Response Examples documented 1.8 / 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
3
AgentGateway screenshot
AgentGateway Developing agent aware

AgentGateway is an open-source, AI-native proxy and gateway for routing, observing, and governing traffic to and from AI agents, LLM providers, and MCP serve...

Composite
52.9
Agent
26.5
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 52.9/100 · developing
Contract Quality 12.9 / 25
Developer Ergonomics 14.6 / 20
0 / 0
Operational Transparency 5.8 / 13
0 / 0
Discoverability 6.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 4.2 / 15
Agent readiness — 27/100 · 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 derived 1.0 / 8
Request/Response Examples documented 1.8 / 7
Rate-Limit Signaling documented 3.5 / 7
Typed Event Surface unknown 5.4 / 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
4
Artifact Hub screenshot
Artifact Hub Developing agent aware

Artifact Hub is a CNCF incubating web-based application that enables finding, installing, and publishing cloud-native packages. Built primarily in TypeScript...

Composite
49.1
Agent
25.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 49.1/100 · developing
Contract Quality 13.2 / 25
Developer Ergonomics 11.3 / 20
0 / 0
Operational Transparency 5.5 / 13
0 / 0
Discoverability 7.3 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 4.7 / 15
Agent readiness — 25/100 · 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 derived 1.0 / 8
Request/Response Examples partial 3.5 / 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 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
5
Kubernetes screenshot
Kubernetes Developing agent aware

Kubernetes, also known as K8s, is an open source system for automating deployment, scaling, and management of containerized applications. It groups container...

Composite
48.3
Agent
24.4
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 48.3/100 · developing
Contract Quality 17.5 / 25
Developer Ergonomics 11.2 / 20
0 / 0
Operational Transparency 6.2 / 13
0 / 0
Discoverability 6.6 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 3.4 / 15
Agent readiness — 24/100 · 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 10.0 / 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 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
6
Cloud Native Buildpacks screenshot
Cloud Native Buildpacks Developing agent aware

Cloud Native Buildpacks (CNBs) transform application source code into OCI-compliant container images that can run on any cloud, without requiring Dockerfiles...

Composite
47.7
Agent
20.4
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 47.7/100 · developing
Contract Quality 10.5 / 25
Developer Ergonomics 14.6 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 6.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 4.7 / 15
Agent readiness — 20/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract 0 / 10
Documented Reversibility 0 / 6
MCP Server 0 / 12
Machine-Readable Auth bearer 3.5 / 10
Idempotency derived 1.1 / 9
Stable Error Semantics derived 1.0 / 8
Request/Response Examples 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 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
7
Argo screenshot
Argo Developing agent aware

Argo is a collection of open-source Kubernetes-native tools for workflows, events, CI/CD, and progressive delivery. The project includes Argo Workflows (cont...

Composite
46.3
Agent
23.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 46.3/100 · developing
Contract Quality 15.9 / 25
Developer Ergonomics 9.5 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 6.3 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 15
Agent readiness — 24/100 · agent aware
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 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 derived 1.5 / 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 Well-Known Document 0 / 5
8
Crossplane screenshot
Crossplane Developing agent aware

Crossplane is a graduated CNCF open-source Kubernetes add-on that transforms a cluster into a universal control plane for cloud infrastructure, services, and...

Composite
45.8
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 45.8/100 · developing
Contract Quality 16.7 / 25
Developer Ergonomics 7.4 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 6.6 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 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
9
KEDA screenshot
KEDA Developing agent aware

KEDA (Kubernetes Event Driven Autoscaling) is a CNCF graduated application autoscaler that drives scaling of any container in Kubernetes based on the number ...

Composite
45.6
Agent
27.8
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 45.6/100 · developing
Contract Quality 16.8 / 25
Developer Ergonomics 9.0 / 20
0 / 0
Operational Transparency 4.4 / 13
0 / 0
Discoverability 6.3 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 15
Agent readiness — 28/100 · 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 7.0 / 7
Rate-Limit Signaling derived 0.9 / 7
Typed Event Surface derived 1.5 / 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 Well-Known Document 0 / 5
10
Argo Workflows screenshot
Argo Workflows Developing agent aware

Argo Workflows is an open-source, container-native workflow engine for orchestrating parallel jobs on Kubernetes. It is a CNCF graduated project that allows ...

Composite
43.7
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 43.7/100 · developing
Contract Quality 11.9 / 25
Developer Ergonomics 11.0 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.3 / 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
11
gRPC screenshot
gRPC Developing agent aware

gRPC is a high-performance, open-source universal RPC framework that uses HTTP/2 for transport, Protocol Buffers as the interface description language, and p...

Composite
42.6
Agent
20.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 42.6/100 · developing
Contract Quality 13.8 / 25
Developer Ergonomics 10.5 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.8 / 15
Agent readiness — 20/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract 0 / 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 unknown 5.4 / 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
12
Chaos Mesh screenshot
Chaos Mesh Developing agent aware

Chaos Mesh is a CNCF graduated cloud-native chaos engineering platform that orchestrates chaos experiments on Kubernetes to test system resilience and reliab...

Composite
42.2
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 42.2/100 · developing
Contract Quality 15.1 / 25
Developer Ergonomics 7.6 / 20
0 / 0
Operational Transparency 5.1 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 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
13
Rook screenshot
Rook Developing agent aware

Rook is a CNCF graduated cloud-native storage orchestrator for Kubernetes, providing the platform, framework, and support for Ceph distributed storage system...

Composite
41.3
Agent
23.7
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 41.3/100 · developing
Contract Quality 13.9 / 25
Developer Ergonomics 9.0 / 20
0 / 0
Operational Transparency 2.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 15
Agent readiness — 24/100 · 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 8.0 / 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
14
wasmCloud screenshot
wasmCloud Developing agent aware

wasmCloud is a CNCF incubating platform for building, managing, and scaling distributed applications using WebAssembly components. It provides a runtime that...

Composite
41.1
Agent
14.7
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 41.1/100 · developing
Contract Quality 15.8 / 25
Developer Ergonomics 6.7 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 7.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 15/100 · agent aware
Machine-Readable Contract 18 / 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 derived 1.5 / 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
15
Envoy Gateway screenshot
Envoy Gateway Developing agent aware

Envoy Gateway is a CNCF project that manages Envoy Proxy as a standalone or Kubernetes-based application gateway. It implements the Kubernetes Gateway API an...

Composite
40.9
Agent
22.4
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 40.9/100 · developing
Contract Quality 9.0 / 25
Developer Ergonomics 15.2 / 20
0 / 0
Operational Transparency 5.5 / 13
0 / 0
Discoverability 7.9 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 3.4 / 15
Agent readiness — 22/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract 0 / 10
Documented Reversibility 0 / 6
MCP Server 0 / 12
Machine-Readable Auth bearer 3.5 / 10
Idempotency derived 1.1 / 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 5 / 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
16
HAMi screenshot
HAMi Developing agent ready

HAMi (Heterogeneous AI Computing Virtualization Middleware) is a CNCF incubating open-source project that brings device sharing, memory and core isolation, a...

Composite
40.8
Agent
31.3
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 40.8/100 · developing
Contract Quality 9.7 / 25
Developer Ergonomics 11.4 / 20
0 / 0
Operational Transparency 4.4 / 13
0 / 0
Discoverability 6.6 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 4.6 / 15
Agent readiness — 31/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract 0 / 10
Documented Reversibility 6 / 6
MCP Server 0 / 12
Machine-Readable Auth bearer 3.5 / 10
Idempotency 9 / 9
Stable Error Semantics derived 1.0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling documented 3.5 / 7
Typed Event Surface 0 / 6
Agent Skills 5 / 5
Well-Known Catalog 4 / 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 documented 2.5 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
17
CoreDNS screenshot
CoreDNS Developing agent aware

CoreDNS is a CNCF graduated DNS server written in Go that serves as the default DNS service for Kubernetes clusters. It is flexible and extensible through a ...

Composite
39.6
Agent
23.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 39.6/100 · developing
Contract Quality 11.4 / 25
Developer Ergonomics 6.7 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 6.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 24/100 · 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 0 / 10
Idempotency 9 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 7.0 / 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 4 / 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 17 26.2 – 39.2 Limited machine-readable signal beyond documentation a human can read.
18
TiKV screenshot
TiKV Thin agent aware

TiKV is a CNCF-graduated distributed transactional key-value database built in Rust with Raft consensus. Originally created to complement TiDB, it provides h...

Composite
38.2
Agent
15.4
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 38.2/100 · thin
Contract Quality 11.4 / 25
Developer Ergonomics 8.6 / 20
0 / 0
Operational Transparency 4.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 15/100 · 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 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
19
Argo CD screenshot
Argo CD Thin agent aware

Argo CD is a declarative GitOps continuous-delivery tool for Kubernetes, part of the CNCF Graduated Argo project. The argocd-server component exposes a gRPC ...

Composite
36.6
Agent
22.5
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 36.6/100 · thin
Contract Quality 8.9 / 25
Developer Ergonomics 12.4 / 20
0 / 0
Operational Transparency 5.5 / 13
0 / 0
Discoverability 4.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 15
Agent readiness — 23/100 · agent aware
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 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
20
Vitess screenshot
Vitess Thin agent aware

Vitess is a CNCF graduated database clustering system for horizontal scaling of MySQL through generalized sharding. It provides MySQL protocol compatibility,...

Composite
36.4
Agent
13.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 36.4/100 · thin
Contract Quality 7.7 / 25
Developer Ergonomics 6.7 / 20
0 / 0
Operational Transparency 4.4 / 13
0 / 0
Discoverability 7.0 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 14/100 · agent aware
Machine-Readable Contract 18 / 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
21
Linkerd screenshot
Linkerd Thin agent aware

Service mesh without the mess. Linkerd adds security, observability, and reliability to any Kubernetes cluster without the complexity of bloat of other meshes.

Composite
35.7
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 35.7/100 · thin
Contract Quality 12.8 / 25
Developer Ergonomics 7.1 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 5.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.2 / 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 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples partial 3.5 / 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
22
Youki screenshot
Youki Thin human only

youki is an open source container runtime written in Rust that implements the OCI runtime specification as a memory-safe alternative to runc, with rootless c...

Composite
35.5
Agent
1.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 35.5/100 · thin
Contract Quality 8.3 / 25
Developer Ergonomics 8.6 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 2/100 · 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 documented 1.8 / 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
23
Prometheus screenshot
Prometheus Thin agent aware

Prometheus is a Cloud Native Computing Foundation graduated open source systems monitoring and alerting toolkit. A Prometheus server scrapes metrics over HTT...

Composite
35.4
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 35.4/100 · thin
Contract Quality 14.1 / 25
Developer Ergonomics 8.6 / 20
0 / 0
Operational Transparency 4.1 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.2 / 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 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 7.0 / 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
24
Istio screenshot
Istio Thin agent aware

Istio is an open-source service mesh platform that provides a comprehensive solution for managing, securing, and monitoring microservices in a distributed sy...

Composite
34.9
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 34.9/100 · thin
Contract Quality 14.6 / 25
Developer Ergonomics 7.6 / 20
0 / 0
Operational Transparency 4.4 / 13
0 / 0
Discoverability 6.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.5 / 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
25
Scalable Inference Serving screenshot
Scalable Inference Serving Thin agent ready

A collection of APIs, frameworks, and platforms for scalable machine learning model inference serving, deployment, and management. This includes the KServe O...

Composite
33.8
Agent
28.7
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 33.8/100 · thin
Contract Quality 13.9 / 25
Developer Ergonomics 8.1 / 20
0 / 0
Operational Transparency 3.1 / 13
0 / 0
Discoverability 4.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.5 / 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 bearer 3.5 / 10
Idempotency 0 / 9
Stable Error Semantics 8.0 / 8
Request/Response Examples 7.0 / 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
26
CRI-O screenshot
CRI-O Thin agent aware

CRI-O is a CNCF graduated, lightweight container runtime built specifically for Kubernetes. It implements the Kubernetes Container Runtime Interface (CRI) gR...

Composite
33.3
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 33.3/100 · thin
Contract Quality 10.3 / 25
Developer Ergonomics 5.0 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 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 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples partial 3.5 / 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
27
Akri screenshot
Akri Thin agent aware

Akri is a CNCF Sandbox project that exposes heterogeneous leaf devices (such as IP cameras and USB devices) as resources in a Kubernetes cluster. It enables ...

Composite
33.1
Agent
23.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 33.1/100 · thin
Contract Quality 7.0 / 25
Developer Ergonomics 5.7 / 20
0 / 0
Operational Transparency 5.1 / 13
0 / 0
Discoverability 6.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 24/100 · 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 0 / 10
Idempotency 9 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 7.0 / 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
28
Runc screenshot
Runc Thin human only

runc is a CLI tool for spawning and running containers on Linux according to the OCI (Open Container Initiative) specification. It is the reference implement...

Composite
32.5
Agent
1.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 32.5/100 · thin
Contract Quality 6.1 / 25
Developer Ergonomics 4.8 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 2/100 · 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 documented 1.8 / 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
29
BFE screenshot
BFE Thin agent aware

BFE (Beyond Front End) is an open-source layer 7 load balancer developed by Baidu, providing advanced traffic routing, forwarding, and load balancing capabil...

Composite
31.0
Agent
23.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 31.0/100 · thin
Contract Quality 4.4 / 25
Developer Ergonomics 3.8 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 6.3 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 24/100 · 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 0 / 10
Idempotency 9 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 7.0 / 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
30
WasmEdge screenshot
WasmEdge Thin human only

WasmEdge is a lightweight, high-performance, and extensible WebAssembly runtime for cloud native, edge, and decentralized applications. It powers serverless ...

Composite
29.8
Agent
0.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 29.8/100 · thin
Contract Quality 3.7 / 25
Developer Ergonomics 2.9 / 20
0 / 0
Operational Transparency 4.8 / 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
31
Meshery screenshot
Meshery Thin human only

Meshery is the cloud native manager for Kubernetes and cloud native infrastructure. It is an extensible, self-service engineering platform that enables colla...

Composite
28.5
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 28.5/100 · thin
Contract Quality 0.0 / 25
Developer Ergonomics 5.0 / 20
0 / 0
Operational Transparency 4.1 / 13
0 / 0
Discoverability 4.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.1 / 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
32
Vineyard screenshot
Vineyard Thin agent aware

Vineyard (v6d) is an in-memory immutable data manager developed under CNCF TAG-Storage. It provides efficient zero-copy data sharing across distributed syste...

Composite
28.2
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 28.2/100 · thin
Contract Quality 12.4 / 25
Developer Ergonomics 4.3 / 20
0 / 0
Operational Transparency 1.7 / 13
0 / 0
Discoverability 6.4 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.5 / 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 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples partial 3.5 / 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
33
Weave Net screenshot
Weave Net Thin agent aware

Weave Net is an open source container networking plugin that creates a virtual network connecting Docker containers and Kubernetes pods across multiple hosts...

Composite
27.0
Agent
20.4
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 27.0/100 · thin
Contract Quality 5.1 / 25
Developer Ergonomics 4.3 / 20
0 / 0
Operational Transparency 5.1 / 13
0 / 0
Discoverability 6.3 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 2.2 / 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 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 7.0 / 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
34
Score screenshot
Score Thin human only

Score is an open-source, platform-agnostic workload specification developed under the Cloud Native Computing Foundation (CNCF) Sandbox program. It provides a...

Composite
26.7
Agent
0.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 26.7/100 · thin
Contract Quality 2.7 / 25
Developer Ergonomics 2.4 / 20
0 / 0
Operational Transparency 4.8 / 13
0 / 0
Discoverability 6.3 / 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
Emerging 12 11 – 26.1 More than an index entry but still mostly links rather than artifacts.
35
Kubescape screenshot
Kubescape Emerging agent aware

Kubescape is an open-source (Apache 2.0) Kubernetes security platform and CNCF incubating project, originally contributed by ARMO. It provides risk analysis,...

Composite
26.0
Agent
17.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 26.0/100 · emerging
Contract Quality 12.0 / 25
Developer Ergonomics 5.7 / 20
0 / 0
Operational Transparency 1.4 / 13
0 / 0
Discoverability 6.6 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.8 / 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
36
The Update Framework (TUF) screenshot
The Update Framework (TUF) Emerging human only

TUF (The Update Framework) is a CNCF graduated framework for securing software update systems. It provides a specification for how software repositories shou...

Composite
25.0
Agent
0.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 25.0/100 · emerging
Contract Quality 5.7 / 25
Developer Ergonomics 5.2 / 20
0 / 0
Operational Transparency 3.4 / 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
37
OpenCost screenshot
OpenCost Emerging agent aware

An open source CNCF specification and reference implementation for real-time cost monitoring of Kubernetes infrastructure and cloud spending, enabling teams ...

Composite
23.8
Agent
20.7
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 23.8/100 · emerging
Contract Quality 12.3 / 25
Developer Ergonomics 2.4 / 20
0 / 0
Operational Transparency 1.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.6 / 15
Agent readiness — 21/100 · 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 0 / 10
Idempotency 9 / 9
Stable Error Semantics 0 / 8
Request/Response Examples partial 3.5 / 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
38
Werf screenshot
Werf Emerging human only

Werf is an open-source CNCF sandbox project providing a complete GitOps-based CI/CD solution for Kubernetes. It implements the full application delivery life...

Composite
23.0
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 23.0/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 6.7 / 20
0 / 0
Operational Transparency 3.8 / 13
0 / 0
Discoverability 5.5 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 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
39
Flyte screenshot
Flyte Emerging agent aware

Flyte is a Kubernetes-native, open-source workflow orchestration platform for machine learning, data, and analytics pipelines. It provides reproducibility, t...

Composite
22.8
Agent
15.4
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 22.8/100 · emerging
Contract Quality 9.0 / 25
Developer Ergonomics 2.4 / 20
0 / 0
Operational Transparency 3.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.8 / 15
Agent readiness — 15/100 · 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 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
40
SOPS screenshot
SOPS Emerging human only

SOPS (Secrets OPerationS) is a CNCF Sandbox encrypted file editor that supports YAML, JSON, ENV, INI, and binary formats. SOPS encrypts file values while lea...

Composite
21.8
Agent
0.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 21.8/100 · emerging
Contract Quality 2.7 / 25
Developer Ergonomics 1.9 / 20
0 / 0
Operational Transparency 3.8 / 13
0 / 0
Discoverability 6.6 / 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
41
Perses screenshot
Perses Emerging agent aware

Perses is an open-source monitoring and dashboarding tool designed as a modern alternative for visualizing time-series data with a focus on performance, exte...

Composite
21.2
Agent
18.5
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 21.2/100 · emerging
Contract Quality 10.4 / 25
Developer Ergonomics 4.3 / 20
0 / 0
Operational Transparency 1.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 15
Agent readiness — 19/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract derived 2.5 / 10
Documented Reversibility 0 / 6
MCP Server documented 4.8 / 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
42
Tekton screenshot
Tekton Emerging agent aware

Tekton is a cloud-native CI/CD framework implemented as a set of Kubernetes Custom Resource Definitions and controllers under the tekton.dev API group. Tekto...

Composite
20.8
Agent
13.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 20.8/100 · emerging
Contract Quality 6.0 / 25
Developer Ergonomics 6.2 / 20
0 / 0
Operational Transparency 4.1 / 13
0 / 0
Discoverability 4.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 15
Agent readiness — 14/100 · agent aware
Machine-Readable Contract 18 / 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
43
Telepresence screenshot
Telepresence Emerging human only

Telepresence is a Cloud Native Computing Foundation (CNCF) Sandbox open source tool that enables fast local development for Kubernetes and OpenShift microser...

Composite
18.9
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 18.9/100 · emerging
Contract Quality 1.7 / 25
Developer Ergonomics 3.8 / 20
0 / 0
Operational Transparency 0.3 / 13
0 / 0
Discoverability 4.8 / 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
44
Ratify screenshot
Ratify Emerging human only

Ratify is a CNCF Sandbox open-source verification framework for container images and other supply chain artifacts in Kubernetes environments. It enables poli...

Composite
18.8
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 18.8/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 2.4 / 20
0 / 0
Operational Transparency 4.1 / 13
0 / 0
Discoverability 4.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 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
45
Merbridge screenshot
Merbridge Emerging human only

Merbridge is an open source, eBPF-based service mesh acceleration tool that replaces iptables rules with eBPF traffic interception and uses msg_redirect to s...

Composite
15.3
Agent
0.6
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 15.3/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 3.3 / 20
0 / 0
Operational Transparency 3.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 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
46
Flux CD screenshot
Flux CD Emerging human only

Flux is a set of continuous and progressive delivery solutions for Kubernetes that are open and extensible, enabling GitOps-based automation for keeping Kube...

Composite
14.2
Agent
3.9
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 14.2/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 6.0 / 20
0 / 0
Operational Transparency 1.4 / 13
0 / 0
Discoverability 5.7 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 1.8 / 15
Agent readiness — 4/100 · 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 unknown 4.5 / 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
Minimal 1 0 – 10.9 Index entry only; little beyond a description and a link.
47
Bootc screenshot
Bootc Minimal human only

Bootc is an open source tool that enables transactional, in-place operating system updates using OCI/Docker container images as the source for OS updates. It...

Composite
10.1
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 10.1/100 · minimal
Contract Quality 0.0 / 25
Developer Ergonomics 2.9 / 20
0 / 0
Operational Transparency 3.8 / 13
0 / 0
Discoverability 4.8 / 10
Regulatory · Horizontal (data, software, accessibility, platform) 0.9 / 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