---
title: "Dask - Air Market"
description: "Your pandas or NumPy code works until the dataset gets too big to fit in memory, and then it stops. This lets that same style of code run across more memory or across a cluster instead of being rewri…"
canonical: "https://airmarket.ai/app/dask"
---

[Air Market](/) / [Data & Analytics](/category/data) / Dask

Skill by [K-Dense](/@k-dense-ai)

# Dask

Keep your pandas code when the data outgrows memory

## What this does

Your pandas or NumPy code works until the dataset gets too big to fit in memory, and then it stops. This lets that same style of code run across more memory or across a cluster instead of being rewritten. Reach for it for parallel file processing or distributed training - for single-machine work there are lighter options.

### Top 3 things it does for you

- Scale existing pandas or NumPy code past memory
- Process many files in parallel
- Spread work across a cluster

## Information

**Dask at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [K-Dense](/@k-dense-ai) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.1 |
| Size | 76 KB |
| Licence | MIT |
| Repository | [k-dense-ai/scientific-agent-skills](https://github.com/k-dense-ai/scientific-agent-skills/tree/93124850ef08487e423165554c54f0b333d5631d/skills/dask) |
| GitHub stars | 34,239 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Dask and flagged nothing. AIR's verdict: **safe**.

**What Dask's check was run against**

|  |  |
| --- | --- |
| Commit | 93124850ef08487e423165554c54f0b333d5631d |
| Content hash | b11ba96bb6efa654f0f6be2ce8ee14cd99e6298b80e9e17eedd5dea9a6614f84 |
| Files read | [Browse the files at this exact commit](https://github.com/k-dense-ai/scientific-agent-skills/blob/93124850ef08487e423165554c54f0b333d5631d/skills/dask/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Dask](/security/dask)

## About Dask

Distributed computing for pandas and NumPy workflows that have grown larger than RAM, letting existing code scale beyond memory or across clusters.

It suits parallel file processing, distributed machine learning, and integration with pandas code you already have.

For out-of-core analytics on a single machine the description points to vaex, and for in-memory speed, to polars.

## What's inside

- SKILL.md - instructions
- references/arrays.md - reference
- references/bags.md - reference
- references/best-practices.md - reference
- references/dataframes.md - reference
- references/futures.md - reference
- references/schedulers.md - reference

## Questions

### Is Dask safe to install?

AIR scanned this exact version of Dask and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 93124850ef08, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/dask.

### How do I install Dask?

Open https://airmarket.ai/app/dask on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/k-dense-ai/scientific-agent-skills/tree/93124850ef08487e423165554c54f0b333d5631d/skills/dask. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by K-Dense](/@k-dense-ai)

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Canonical URL: <https://airmarket.ai/app/dask>