urfave-cli
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parquet-analysis
Analyze parquet files using Python and Ibis. Use when the user wants to explore, transform, or analyze parquet data files, perform aggregations, joins, or export results. Works with local parquet files and provides database-agnostic data operations.
12ducklake
Work with DuckLake, an open lakehouse format built on DuckDB. Use when creating or querying DuckLake tables, managing snapshots, time travel, schema evolution, partitioning, or lakehouse maintenance operations.
12temporal-python
Build Temporal applications in Python using the temporalio SDK. Use when creating workflows, activities, workers, clients, signals, queries, updates, child workflows, timers, retry policies, saga/compensation patterns, testing, or any durable execution pattern in Python.
12k8s-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.
12openai-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.
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