llm-fine-tuning-guide
🎯Skillfrom qodex-ai/ai-agent-skills
|Guides users through the process of fine-tuning large language models, providing step-by-step instructions and best practices for model optimization.
Installation
npx skills add https://github.com/qodex-ai/ai-agent-skills --skill llm-fine-tuning-guideSkill Details
Overview
> Note: This repository contains Anthropic's implementation of skills for Claude. For information about the Agent Skills standard, see [agentskills.io](http://agentskills.io).
# Skills
Skills are folders of instructions, scripts, and resources that Claude loads dynamically to improve performance on specialized tasks. Skills teach Claude how to complete specific tasks in a repeatable way, whether that's creating documents with your company's brand guidelines, analyzing data using your organization's specific workflows, or automating personal tasks.
For more information, check out:
- [What are skills?](https://support.claude.com/en/articles/12512176-what-are-skills)
- [Using skills in Claude](https://support.claude.com/en/articles/12512180-using-skills-in-claude)
- [How to create custom skills](https://support.claude.com/en/articles/12512198-creating-custom-skills)
- [Equipping agents for the real world with Agent Skills](https://anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
# About This Repository
This repository contains skills that demonstrate what's possible with Claude's skills system. These skills range from creative applications (art, music, design) to technical tasks (testing web apps, MCP server generation) to enterprise workflows (communications, branding, etc.).
Each skill is self-contained in its own folder with a SKILL.md file containing the instructions and metadata that Claude uses. Browse through these skills to get inspiration for your own skills or to understand different patterns and approaches.
Many skills in this repo are open source (Apache 2.0). We've also included the document creation & editing skills that power [Claude's document capabilities](https://www.anthropic.com/news/create-files) under the hood in the [skills/word-document-processor](./skills/word-document-processor), [skills/portable-document-handler](./skills/portable-document-handler), [skills/presentation-builder](./skills/presentation-builder), and [skills/spreadsheet-processor](./skills/spreadsheet-processor) subfolders. These are source-available, not open source, but we wanted to share these with developers as a reference for more complex skills that are actively used in a production AI application.
Disclaimer
These skills are provided for demonstration and educational purposes only. While some of these capabilities may be available in Claude, the implementations and behaviors you receive from Claude may differ from what is shown in these skills. These skills are meant to illustrate patterns and possibilities. Always test skills thoroughly in your own environment before relying on them for critical tasks.
# Skill Sets
- [./skills](./skills): Skill examples for Creative & Design, Development & Technical, Enterprise & Communication, and Document Skills
- [./spec](./spec): The Agent Skills specification
- [./template](./template): Skill template
# Try in Claude Code, Claude.ai, and the API
Claude Code
You can register this repository as a Claude Code Plugin marketplace by running the following command in Claude Code:
```
/plugin marketplace add anthropics/skills
```
Then, to install a specific set of skills:
- Select
Browse and install plugins - Select
anthropic-agent-skills - Select
document-skillsorexample-skills - Select
Install now
Alternatively, directly install either Plugin via:
```
/plugin install document-skills@anthropic-agent-skills
/plugin install example-skills@anthropic-agent-skills
```
After installing the plugin, you can use the skill by just mentioning it. For instance, if you install the document-skills plugin from the marketplace, you can ask Claude Code to do something like: "Use the PDF skill to extract the form fields from path/to/some-file.pdf"
Claude.ai
These example skills are all already available to paid plans in Claude.ai.
To use any skill from this repository or upload custom skills, follow the instructions in [Us
More from this repository10
Coordinates and manages interactions between multiple AI agents, enabling collaborative problem-solving and task allocation across different specialized domains.
presentation-builder skill from qodex-ai/ai-agent-skills
Generates comprehensive design system documentation and assets, including color palettes, typography guidelines, component specifications, and branding rules.
Helps researchers systematically organize, synthesize, and document research findings across multiple sources and disciplines.
Analyzes visual content to evaluate aesthetic qualities, design principles, color harmony, and artistic composition.
generate-swagger-docs skill from qodex-ai/ai-agent-skills
Generates diverse visual or textual patterns based on specified parameters, rules, or algorithmic approaches.
Analyzes legal documents to extract key insights, identify potential risks, and summarize critical legal provisions and clauses.
word-document-processor skill from qodex-ai/ai-agent-skills
Investigates and compiles comprehensive background information on potential business prospects or leads using structured research techniques.