---
title: "Transformers - Air Market"
description: "There are a lot of ready-made models available, and getting one loaded and running on your own task is the fiddly part. This covers pulling a model down, running it, generating text, and fine-tuning…"
canonical: "https://airmarket.ai/app/transformers"
---

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

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

# Transformers

Pull a model off the Hub and put it to work

## What this does

There are a lot of ready-made models available, and getting one loaded and running on your own task is the fiddly part. This covers pulling a model down, running it, generating text, and fine-tuning it on your data. Reach for it when you are working with AutoModel, pipelines, tokenizers or TrainingArguments.

### Top 3 things it does for you

- Load a model from the Hub
- Run inference through a pipeline
- Generate text

## Information

**Transformers 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 | 1.2 |
| Size | 54 KB |
| Licence | MIT |
| Repository | [k-dense-ai/scientific-agent-skills](https://github.com/k-dense-ai/scientific-agent-skills/tree/2b4cce7d8763232864fa3dff701e311636bcc62f/skills/transformers) |
| GitHub stars | 34,239 (as of Nov 2026) |

## Security report

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

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

|  |  |
| --- | --- |
| Commit | 2b4cce7d8763232864fa3dff701e311636bcc62f |
| Content hash | 80848157bbb41030d6ce618faf7e008a311a26381ed8715f3b92c12876db43c5 |
| Files read | [Browse the files at this exact commit](https://github.com/k-dense-ai/scientific-agent-skills/blob/2b4cce7d8763232864fa3dff701e311636bcc62f/skills/transformers/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 Transformers](/security/transformers)

## About Transformers

Hugging Face Transformers: loading models from the Hub, running inference through pipelines, text generation, and fine-tuning with Trainer.

It applies across NLP, vision, audio and multimodal tasks, and the entry points are the familiar ones - AutoModel, pipelines, tokenizers, TrainingArguments.

Scope stops at the library. General machine learning outside Transformers is not what this is for.

## What's inside

- SKILL.md - instructions
- references/generation.md - reference
- references/models.md - reference
- references/pipelines.md - reference
- references/tokenizers.md - reference
- references/training.md - reference

## Questions

### Is Transformers safe to install?

AIR scanned this exact version of Transformers and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 2b4cce7d8763, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/transformers.

### How do I install Transformers?

Open https://airmarket.ai/app/transformers 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/2b4cce7d8763232864fa3dff701e311636bcc62f/skills/transformers. 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/transformers>