Zarr Python

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by k-dense-ai · vlatest · Repository

Helps with AI, Python as part of developing backend services and APIs workflows.

Install on your platform

We auto-selected Claude Code based on this skill’s supported platforms.

1

Run in terminal (recommended)

terminal
claude mcp add k-dense-ai-zarr-python npx -- -y @trustedskills/k-dense-ai-zarr-python
2

Or manually add to ~/.claude/settings.json

~/.claude/settings.json
{
  "mcpServers": {
    "k-dense-ai-zarr-python": {
      "command": "npx",
      "args": [
        "-y",
        "@trustedskills/k-dense-ai-zarr-python"
      ]
    }
  }
}

Requires Claude Code (claude CLI). Run claude --version to verify your install.

About This Skill

What it does

This skill enables AI agents to interact with Zarr, a cloud-native format for storing arrays. It allows agents to read and write large datasets efficiently, particularly those that don't fit in memory. The skill leverages the zarr-python library to handle these operations within Python environments.

When to use it

  • Large Scientific Datasets: Analyze or process massive image stacks, climate data, or other numerical datasets stored in Zarr format.
  • Cloud Storage Integration: Read and write data directly from cloud storage solutions that support Zarr (e.g., AWS S3, Google Cloud Storage).
  • Data Preprocessing Pipelines: Automate the loading, transformation, and saving of large arrays as part of a machine learning or scientific workflow.

Key capabilities

  • Reading Zarr datasets
  • Writing data to Zarr datasets
  • Working with multi-dimensional arrays in Zarr format
  • Integration with Python environments

Example prompts

  • "Load the 'temperature_data' dataset from my S3 bucket and display the first 100 values."
  • "Write this NumPy array to a new Zarr dataset named 'processed_images'."
  • "Calculate the mean of the data in the 'satellite_imagery' Zarr dataset."

Tips & gotchas

  • Requires a Python environment with the zarr library installed. Ensure your agent has access to this dependency.
  • Zarr datasets can be very large; consider memory limitations when reading or writing entire datasets at once.

Tags

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Details

Version
vlatest
License
Author
k-dense-ai
Installs
7

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