MLOps Tool
1.3k 2026-04-18
kitops-ml/kitops
KitOps is a CNCF open-source MLOps tool for packaging, versioning, and securely sharing AI/ML models, datasets, and code as OCI artifacts.
Core Features
Packages AI/ML projects into versioned OCI artifacts for consistent deployment.
Enables secure sharing and management of models via existing container registries.
Integrates seamlessly with AI/ML, CI/CD, and DevOps toolchains.
Provides robust security features including artifact signing and vulnerability scanning.
Supports full lifecycle versioning from development to production handoff.
Detailed Introduction
KitOps is a critical open-source MLOps tool governed by the CNCF, designed to standardize the packaging and versioning of AI/ML projects. Leveraging the Open Container Initiative (OCI) technology, it transforms models, datasets, code, and configurations into immutable, layered artifacts stored in standard container registries. This approach simplifies CI/CD, enhances security through features like artifact signing and SBOM creation, and ensures trackability across the entire AI lifecycle, making it ideal for security-conscious enterprises and cloud operators managing self-hosted AI assets.