Google AI ModeAug 25, 2026
KitOps : An emerging CNCF-hosted option if your team prefers an OCI-native approach (using standard container registries like Harbor, JFrog, or GitHub Packages to store models alongside code).
Data as of Oct 8, 2026Based on 30,340 AI responses
Reviewed by Dimitry Apollonsky ·
AI summary
KitOps is an enterprise registry that packages and governs models, agent skills, and MCP servers as standard OCI artifacts.
<1%No change
of AI answers about KitOps and its rivals. Since Jul 5
The market map
Enterprise MLOps Model Registry PlatformsMentioned in
Question: I'm looking for a central place to store and manage our trained models. What is the best model registry for a team our size?
Google AI ModeAug 25, 2026
KitOps : An emerging CNCF-hosted option if your team prefers an OCI-native approach (using standard container registries like Harbor, JFrog, or GitHub Packages to store models alongside code).
Since Jul 5
KitOps's share in each topic, as its page ranks it
Rank
Where KitOps ranks in AI
Question: I'm looking for a central place to store and manage our trained models. What is the best model registry for a team our size?
Google AI ModeAug 17, 2026
KitOps : An emerging OCI-native approach that leverages standard container registries (like Docker registries) to package models, data, and metadata together using standard Git/OCI workflows.
Question: Which model registry tools support immutable artifacts fine-grained access controls and automated policy gates in CI?
Google AI ModeAug 10, 2026
KitOps (OCI-Compliant Registries) : A CNCF project that leverages standard OCI (Open Container Initiative) registries as secure model registries
Common descriptions
open-source · emerging · oci-native · open-source project · secure · cncf-hosted
kitops.org 4%Other sites 96%
Excerpts where KitOps appeared in the AI's answer
KitOps : An emerging CNCF-hosted option if your team prefers an OCI-native approach (using standard container registries like Harbor, JFrog, or GitHub Packages to store models alongside code).
KitOps : An emerging OCI-native approach that leverages standard container registries (like Docker registries) to package models, data, and metadata together using standard Git/OCI workflows.
Excerpts where KitOps appeared in the AI's answer
KitOps: A modern, CNCF-hosted open-source approach that turns existing OCI (Open Container Initiative) registries into secure model registries.
KitOps: A newer CNCF-hosted open-source option that uses existing OCI-native registries
Excerpts where KitOps appeared in the AI's answer
KitOps (OCI-Compliant Registries) : A CNCF project that leverages standard OCI (Open Container Initiative) registries as secure model registries
