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k8s-deployment
Deploy services to Kubernetes with Docker multi-stage builds, kustomize overlays, and Makefile automation. Use when creating Dockerfiles, writing k8s manifests, or setting up deployment pipelines.
12python-cli
Build Python CLIs with Click using subcommand groups. Use when creating or modifying a Python command-line interface, adding subcommands, or structuring a CLI package.
12pyproject-config
Configure Python projects with pyproject.toml including build system, console scripts, ruff linting, and pytest. Use when setting up a new Python project, configuring tooling, or adding entry points.
11openai-agents
Build multi-agent systems with the OpenAI Agents SDK, including tool definitions, handoffs, context management, and webhook validation. Use when creating OpenAI agent flows, defining tools, or handling agent handoffs in Python or Go.
11resend-email
Send transactional emails via Resend using SMTP or HTTP API. Use when
5bayesian-mixture-models
Fit Bayesian Gaussian mixture models with PyMC for soft clustering with full uncertainty. Use when the user needs probabilistic cluster assignments, latent heterogeneity modeling, zero-inflated data, or principled model selection for number of clusters. Covers Dirichlet priors, label switching, LOO-CV model comparison, and applications beyond clustering.
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