
KitOps
An open source DevOps tool that packages and versions your AI/ML model, datasets, code, and configuration into a reproducible artifact called a ModelKit
About KitOps
Best for: AI/ML platform engineers, DevOps teams, Data scientists, Application developers, Enterprises with compliance needs
Key features
- Packages models, datasets, code, and configurations into a single artifact for reproducibility.
- Supports cryptographic signing and tamper-evident packaging for security and compliance.
- Works with existing container registries such as Docker Hub, ECR, GCR, and Artifactory.
- CLI interface mirrors Docker commands for ease of adoption.
- Python SDK available for integration with Python-based workflows.
- Selective unpacking allows users to retrieve only needed components from a ModelKit.
- Automated compliance features generate AI Bill of Materials and map to regulatory requirements.
Use cases
- Versioning and packaging AI/ML models and related assets for reproducible deployment.
- Sharing AI/ML project artifacts securely across teams using existing registries.
- Selective retrieval of project components for local testing or integration.
- Automating packaging and deployment in CI/CD pipelines.
- Tracking and auditing changes to AI/ML assets for compliance.
Pros
- Open source and free to use under Apache 2.0 license.
- No proprietary registry required; works with existing infrastructure.
- Supports Windows, Mac, and Linux platforms.
Screenshots

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