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KitOps

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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

KitOps is an open source DevOps tool designed for packaging, versioning, and sharing AI/ML models, datasets, code, and configurations as standardized artifacts called ModelKits. It uses open standards (OCI artifacts) and integrates with existing container registries, allowing teams to manage their AI/ML assets with familiar security and compliance workflows. KitOps supports selective unpacking of assets, cryptographic signing, and compatibility with common CI/CD tools and Python environments. The tool is suitable for organizations needing secure, auditable, and reproducible AI/ML project workflows. KitOps is free to use under the Apache 2.0 license.

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

KitOps screenshot

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