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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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48 providers

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

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
54.7
Agent
29.1
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 54.7/100 · strong
Contract Quality 13.4 / 25
Developer Ergonomics 14.6 / 20
Access Clarity 5.8 / 20
Operational Transparency 5.8 / 13
Contract Governance 5.2 / 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 0 / 6
MCP Server 0 / 12
Machine-Readable Auth bearer 3.5 / 10
Idempotency 0 / 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 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 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Surface 0 / 5
Developing 12 39.3 – 54.2 Real signal across most facets with visible, nameable gaps.
2
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
51.8
Agent
28.4
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 51.8/100 · developing
Contract Quality 19.0 / 25
Developer Ergonomics 11.9 / 20
Access Clarity 5.8 / 20
Operational Transparency 6.2 / 13
Contract Governance 2.2 / 12
Discoverability 6.9 / 10
Agent readiness — 28/100 · 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 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 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
3
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
48.5
Agent
25.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 48.5/100 · developing
Contract Quality 17.1 / 25
Developer Ergonomics 9.5 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.5 / 12
Discoverability 6.5 / 10
Agent readiness — 26/100 · 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 documented 3.5 / 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 Surface 0 / 5
4
KEDA screenshot
KEDA Developing agent ready

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

Composite
48.1
Agent
30.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 48.1/100 · developing
Contract Quality 18.2 / 25
Developer Ergonomics 9.0 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.4 / 13
Contract Governance 1.6 / 12
Discoverability 6.5 / 10
Agent readiness — 30/100 · 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 0 / 8
Request/Response Examples 7.0 / 7
Rate-Limit Signaling documented 3.5 / 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 Surface 0 / 5
5
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
46.4
Agent
22.3
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 46.4/100 · developing
Contract Quality 15.0 / 25
Developer Ergonomics 10.5 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 1.2 / 12
Discoverability 5.9 / 10
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 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling documented 3.5 / 7
Typed Event Surface 6 / 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
6
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
46.2
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 46.2/100 · developing
Contract Quality 12.0 / 25
Developer Ergonomics 11.0 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.5 / 12
Discoverability 5.9 / 10
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
7
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
44.9
Agent
25.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 44.9/100 · developing
Contract Quality 15.3 / 25
Developer Ergonomics 9.0 / 20
Access Clarity 2.6 / 20
Operational Transparency 2.4 / 13
Contract Governance 3.5 / 12
Discoverability 5.9 / 10
Agent readiness — 26/100 · 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 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
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
44.6
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 44.6/100 · developing
Contract Quality 18.2 / 25
Developer Ergonomics 8.1 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.5 / 12
Discoverability 6.9 / 10
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
9
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
44.3
Agent
16.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 44.3/100 · developing
Contract Quality 16.5 / 25
Developer Ergonomics 6.7 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.5 / 12
Discoverability 8.0 / 10
Agent readiness — 17/100 · 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 documented 3.5 / 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 Surface 0 / 5
10
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
43.6
Agent
22.3
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 6.2 / 20
Access Clarity 4.7 / 20
Operational Transparency 4.8 / 13
Contract Governance 0.0 / 12
Discoverability 7.6 / 10
Agent readiness — 22/100 · 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 partial 3.5 / 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
11
Scalable Inference Serving screenshot
Scalable Inference Serving Developing 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
43.4
Agent
30.6
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 43.4/100 · developing
Contract Quality 15.2 / 25
Developer Ergonomics 8.1 / 20
Access Clarity 3.7 / 20
Operational Transparency 3.1 / 13
Contract Governance 8.4 / 12
Discoverability 5.0 / 10
Agent readiness — 31/100 · 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 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
12
Argo CD screenshot
Argo CD Developing agent aware

Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes that automates the deployment of applications by using Git repositories as the sourc...

Composite
40.0
Agent
24.4
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 40.0/100 · developing
Contract Quality 5.3 / 25
Developer Ergonomics 12.4 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.5 / 12
Discoverability 5.9 / 10
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 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
13
Vitess screenshot
Vitess Developing agent aware

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

Composite
39.5
Agent
15.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 39.5/100 · developing
Contract Quality 8.3 / 25
Developer Ergonomics 6.7 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.4 / 13
Contract Governance 3.5 / 12
Discoverability 7.2 / 10
Agent readiness — 16/100 · 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 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
Thin 21 26.2 – 39.2 Limited machine-readable signal beyond documentation a human can read.
14
CoreDNS screenshot
CoreDNS Thin 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
39.1
Agent
25.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 39.1/100 · thin
Contract Quality 12.6 / 25
Developer Ergonomics 6.7 / 20
Access Clarity 0.0 / 20
Operational Transparency 4.8 / 13
Contract Governance 8.4 / 12
Discoverability 6.7 / 10
Agent readiness — 26/100 · 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 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
15
Chaos Mesh screenshot
Chaos Mesh Thin 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
39.0
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 39.0/100 · thin
Contract Quality 16.0 / 25
Developer Ergonomics 7.6 / 20
Access Clarity 3.2 / 20
Operational Transparency 5.1 / 13
Contract Governance 1.2 / 12
Discoverability 5.9 / 10
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
16
Kubescape screenshot
Kubescape Thin 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
38.9
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 38.9/100 · thin
Contract Quality 13.3 / 25
Developer Ergonomics 6.4 / 20
Access Clarity 7.9 / 20
Operational Transparency 4.4 / 13
Contract Governance 0.0 / 12
Discoverability 6.9 / 10
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
17
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
38.4
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 38.4/100 · thin
Contract Quality 16.1 / 25
Developer Ergonomics 7.6 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.4 / 13
Contract Governance 1.2 / 12
Discoverability 6.5 / 10
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
18
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
38.2
Agent
3.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 38.2/100 · thin
Contract Quality 8.7 / 25
Developer Ergonomics 8.6 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.0 / 12
Discoverability 5.9 / 10
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 documented 1.8 / 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
19
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
37.6
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 37.6/100 · thin
Contract Quality 15.8 / 25
Developer Ergonomics 8.6 / 20
Access Clarity 2.1 / 20
Operational Transparency 4.1 / 13
Contract Governance 1.6 / 12
Discoverability 5.4 / 10
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 Surface 0 / 5
20
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
35.8
Agent
17.3
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 35.8/100 · thin
Contract Quality 12.6 / 25
Developer Ergonomics 8.6 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.4 / 13
Contract Governance 1.6 / 12
Discoverability 5.9 / 10
Agent readiness — 17/100 · 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 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
21
Jaeger screenshot
Jaeger Thin agent aware

Jaeger is an open-source, end-to-end distributed tracing platform for monitoring and troubleshooting transactions in complex distributed systems. Originally ...

Composite
35.4
Agent
14.7
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 35.4/100 · thin
Contract Quality 13.1 / 25
Developer Ergonomics 7.6 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.4 / 13
Contract Governance 1.2 / 12
Discoverability 6.5 / 10
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 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
22
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
35.3
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 35.3/100 · thin
Contract Quality 11.5 / 25
Developer Ergonomics 5.0 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.8 / 13
Contract Governance 5.5 / 12
Discoverability 5.9 / 10
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 partial 3.5 / 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
23
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
32.9
Agent
19.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 32.9/100 · thin
Contract Quality 13.6 / 25
Developer Ergonomics 4.3 / 20
Access Clarity 3.2 / 20
Operational Transparency 1.7 / 13
Contract Governance 3.5 / 12
Discoverability 6.7 / 10
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 partial 3.5 / 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
24
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
32.8
Agent
25.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 32.8/100 · thin
Contract Quality 7.2 / 25
Developer Ergonomics 5.7 / 20
Access Clarity 0.0 / 20
Operational Transparency 5.1 / 13
Contract Governance 3.5 / 12
Discoverability 6.7 / 10
Agent readiness — 26/100 · 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 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
25
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
32.2
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 32.2/100 · thin
Contract Quality 3.7 / 25
Developer Ergonomics 2.9 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.0 / 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
26
Pixie Labs screenshot
Pixie Labs Thin agent aware

Pixie Labs built Pixie, an open-source, Kubernetes-native application observability and debugging platform that uses dynamic eBPF probes to auto-instrument w...

Composite
31.8
Agent
16.4
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 31.8/100 · thin
Contract Quality 6.7 / 25
Developer Ergonomics 14.6 / 20
Access Clarity 0.0 / 20
Operational Transparency 2.4 / 13
Contract Governance 0.5 / 12
Discoverability 7.6 / 10
Agent readiness — 16/100 · 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 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
27
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
30.6
Agent
25.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 30.6/100 · thin
Contract Quality 4.4 / 25
Developer Ergonomics 3.8 / 20
Access Clarity 0.0 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.5 / 12
Discoverability 6.5 / 10
Agent readiness — 26/100 · 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 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
28
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
29.7
Agent
22.3
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 29.7/100 · thin
Contract Quality 5.1 / 25
Developer Ergonomics 4.3 / 20
Access Clarity 5.3 / 20
Operational Transparency 5.1 / 13
Contract Governance 3.5 / 12
Discoverability 6.5 / 10
Agent readiness — 22/100 · 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 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
29
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
29.2
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 29.2/100 · thin
Contract Quality 2.7 / 25
Developer Ergonomics 2.4 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 1.8 / 12
Discoverability 6.5 / 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
30
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
28.9
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 28.9/100 · thin
Contract Quality 0.0 / 25
Developer Ergonomics 5.0 / 20
Access Clarity 6.8 / 20
Operational Transparency 4.1 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 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
31
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
28.0
Agent
3.8
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 28.0/100 · thin
Contract Quality 6.3 / 25
Developer Ergonomics 4.8 / 20
Access Clarity 3.2 / 20
Operational Transparency 4.8 / 13
Contract Governance 3.0 / 12
Discoverability 5.9 / 10
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 documented 1.8 / 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
32
The Update Framework (TUF) screenshot
The Update Framework (TUF) Thin 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
28.0
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 28.0/100 · thin
Contract Quality 6.0 / 25
Developer Ergonomics 5.2 / 20
Access Clarity 3.2 / 20
Operational Transparency 3.4 / 13
Contract Governance 3.0 / 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
33
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
27.8
Agent
21.9
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 27.8/100 · thin
Contract Quality 9.8 / 25
Developer Ergonomics 6.2 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.1 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 10
Agent readiness — 22/100 · 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 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 4 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Surface 0 / 5
34
Flyte screenshot
Flyte Thin agent aware

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

Composite
27.4
Agent
17.3
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 27.4/100 · thin
Contract Quality 10.0 / 25
Developer Ergonomics 2.4 / 20
Access Clarity 3.2 / 20
Operational Transparency 3.4 / 13
Contract Governance 0.0 / 12
Discoverability 5.9 / 10
Agent readiness — 17/100 · 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 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
Emerging 12 11 – 26.1 More than an index entry but still mostly links rather than artifacts.
35
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
26.1
Agent
20.7
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 26.1/100 · emerging
Contract Quality 11.4 / 25
Developer Ergonomics 4.3 / 20
Access Clarity 3.2 / 20
Operational Transparency 1.4 / 13
Contract Governance 0.0 / 12
Discoverability 5.9 / 10
Agent readiness — 21/100 · 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 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
36
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
24.6
Agent
15.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 24.6/100 · emerging
Contract Quality 6.7 / 25
Developer Ergonomics 6.2 / 20
Access Clarity 2.6 / 20
Operational Transparency 4.1 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 10
Agent readiness — 16/100 · 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 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
37
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
24.5
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 24.5/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 6.7 / 20
Access Clarity 0.0 / 20
Operational Transparency 3.8 / 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
38
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
24.4
Agent
22.9
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 24.4/100 · emerging
Contract Quality 13.5 / 25
Developer Ergonomics 2.4 / 20
Access Clarity 0.0 / 20
Operational Transparency 1.4 / 13
Contract Governance 1.2 / 12
Discoverability 5.9 / 10
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 0 / 10
Idempotency 9 / 9
Stable Error Semantics 0 / 8
Request/Response Examples partial 3.5 / 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
39
Service Mesh Interface (SMI) screenshot
Service Mesh Interface (SMI) Emerging human only

Service Mesh Interface (SMI) was a CNCF Sandbox specification that defined a standard, vendor-neutral set of Kubernetes Custom Resource Definitions (CRDs) fo...

Composite
22.6
Agent
1.3
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 22.6/100 · emerging
Contract Quality 7.7 / 25
Developer Ergonomics 1.4 / 20
Access Clarity 0.0 / 20
Operational Transparency 2.7 / 13
Contract Governance 3.0 / 12
Discoverability 6.5 / 10
Regulatory · Insurance 2.5 / 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 documented 1.8 / 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
40
Cloud Native Buildpacks screenshot
Cloud Native Buildpacks Emerging human only

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

Composite
20.8
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 20.8/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 2.9 / 20
Access Clarity 3.2 / 20
Operational Transparency 3.4 / 13
Contract Governance 0.0 / 12
Discoverability 6.5 / 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
41
Envoy Gateway screenshot
Envoy Gateway Emerging human only

Envoy Gateway is a CNCF project providing a Kubernetes-native API gateway built on Envoy Proxy, implementing the Kubernetes Gateway API for simplified traffi...

Composite
19.9
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 19.9/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 6.7 / 20
Access Clarity 3.2 / 20
Operational Transparency 3.4 / 13
Contract Governance 0.0 / 12
Discoverability 6.7 / 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
42
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
19.5
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 19.5/100 · emerging
Contract Quality 2.7 / 25
Developer Ergonomics 1.9 / 20
Access Clarity 3.2 / 20
Operational Transparency 3.8 / 13
Contract Governance 1.2 / 12
Discoverability 6.9 / 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
43
Cloud Native Buildpacks screenshot
Cloud Native Buildpacks Emerging human only

Cloud Native Buildpacks (CNB) is a CNCF-graduated specification and set of tooling for transforming application source code into OCI images that can run on a...

Composite
18.9
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 18.9/100 · emerging
Contract Quality 1.7 / 25
Developer Ergonomics 2.9 / 20
Access Clarity 0.0 / 20
Operational Transparency 1.4 / 13
Contract Governance 6.5 / 12
Discoverability 6.5 / 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
44
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
18.3
Agent
2.5
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 18.3/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 3.3 / 20
Access Clarity 3.2 / 20
Operational Transparency 3.4 / 13
Contract Governance 0.0 / 12
Discoverability 5.9 / 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
45
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
17.6
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 17.6/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 2.4 / 20
Access Clarity 0.0 / 20
Operational Transparency 4.1 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 10
Regulatory · Insurance 1.4 / 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 Surface 0 / 5
46
Bootc screenshot
Bootc Emerging 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
11.6
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 11.6/100 · emerging
Contract Quality 0.0 / 25
Developer Ergonomics 2.9 / 20
Access Clarity 0.0 / 20
Operational Transparency 3.8 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 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
Minimal 2 0 – 10.9 Index entry only; little beyond a description and a link.
47
Telepresence screenshot
Telepresence Minimal 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
10.4
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 10.4/100 · minimal
Contract Quality 1.7 / 25
Developer Ergonomics 3.3 / 20
Access Clarity 0.0 / 20
Operational Transparency 0.3 / 13
Contract Governance 0.0 / 12
Discoverability 5.0 / 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
48
HAMI screenshot
HAMI Minimal human only

HAMI (Heterogeneous AI Computing Virtualization Middleware) is an open-source project that enables GPU virtualization and sharing for Kubernetes workloads, a...

Composite
6.8
Agent
0.0
Kin Score Kin Score How this is scored →
scored 2026-09-03 · rubric v0.18.2
Composite quality — 6.8/100 · minimal
Contract Quality 0.0 / 25
Developer Ergonomics 2.4 / 20
Access Clarity 0.0 / 20
Operational Transparency 0.3 / 13
Contract Governance 0.0 / 12
Discoverability 4.1 / 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