claimed-framework/claimed

Health v2 · maintenance only

Adoption not part of the score

2305 stars · 3912 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

CLAIMED (C3) is a component compiler that turns Jupyter notebooks, Python scripts, and R scripts into portable containerized AI components. It automatically builds container images, installs dependencies, and generates Kubeflow Pipeline components and Kubernetes job configs for CI/CD-driven production deployment.

Use cases

• turn a jupyter notebook into a kubeflow pipeline component
• containerize a python script for kubernetes execution
• run data science code in ci/cd pipelines
• parallelize ai workloads across a compute grid
• deploy notebooks to production without rewriting them
• generate kubernetes job configs from scripts

When to choose

• you prototype in notebooks or scripts and want low-code paths to production
• you need automatic container image building with dependency installation
• you target Kubeflow Pipelines or Kubernetes/OpenShift execution
• you want grid compute parallelization of AI workloads

When to avoid

• you need a general-purpose workflow engine rather than component compilation
• your code doesn't follow C3's operator script requirements
• you don't use containers or Kubernetes-based execution

Facets

framework · maturity active

ci-cd deployment container-runtime machine-learning workflow-automation cli data-science machine-learning python cli cloud jupyter-notebooks kubeflow component-compiler low-code grid-computing mlops devops containers automation kubernetes docker

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