OpenRaiserOpenRaiser/NanoResearch/skills/vendor-ai-research/unsloth/SKILL.md

unsloth

Skill1.3k starsChanged 8 months agoMITView on GitHub

Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

We split this skill into the rules it gives an agent

5 rules. About 0 are common, 4 are distinctive, and 1 is very specific to this project.

≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.

Common
Distinctive
Very specific

Very specific:
Use view to read specific reference files when detailed information is needed.
line 36
Distinctive:
Start with the getting_started or tutorials reference files for foundational concepts.
line 41
Distinctive:
Use the appropriate category reference file (api, guides, etc.) for detailed information.
line 44
Distinctive:
Add helper scripts here for common automation tasks.
line 59
Distinctive:
Add templates, boilerplate, or example projects here.
line 62

≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.

Files

SKILL.md

Unsloth Skill

Comprehensive assistance with unsloth development, generated from official documentation.

When to Use This Skill

This skill should be triggered when:

Working with unsloth
Asking about unsloth features or APIs
Implementing unsloth solutions
Debugging unsloth code
Learning unsloth best practices

Quick Reference

Common Patterns

Quick reference patterns will be added as you use the skill.

Reference Files

This skill includes comprehensive documentation in references/:

llms-txt.md - Llms-Txt documentation

Use view to read specific reference files when detailed information is needed.

Working with This Skill

For Beginners

Start with the getting_started or tutorials reference files for foundational concepts.

For Specific Features

Use the appropriate category reference file (api, guides, etc.) for detailed information.

For Code Examples

The quick reference section above contains common patterns extracted from the official docs.

Resources

references/

Organized documentation extracted from official sources. These files contain:

Detailed explanations
Code examples with language annotations
Links to original documentation
Table of contents for quick navigation

scripts/

Add helper scripts here for common automation tasks.

assets/

Add templates, boilerplate, or example projects here.

Notes

This skill was automatically generated from official documentation
Reference files preserve the structure and examples from source docs
Code examples include language detection for better syntax highlighting
Quick reference patterns are extracted from common usage examples in the docs

Updating

To refresh this skill with updated documentation:

Re-run the scraper with the same configuration
The skill will be rebuilt with the latest information

Download now (ZIP)

Oct 10, 2026[Candidate] openraiser/nanoresearch/skills/nanoresearch-planning - nanoresearch-planning — ProSkillsMD/proskills0 reactions · 1 comment
Oct 10, 2026[Candidate] openraiser/nanoresearch/skills/nanoresearch-ideation - nanoresearch-ideation — ProSkillsMD/proskills0 reactions · 1 comment
Oct 10, 2026[Candidate] openraiser/nanoresearch/skills/nanoresearch-experiment - nanoresearch-experiment — ProSkillsMD/proskills0 reactions · 1 comment
Sep 30, 2026agent-skills.github.openraiser.nanoresearch: init at 0-unstable-2026-03-19 — sudosubin/agents.nix0 reactions
May 24, 2026Agent Hub — Phase 5 — Research + RAG Systems — xlibraries/agent-hub0 reactions

1 more on GitHub

Apr 18, 2026Audit candidate: OpenRaiser/NanoResearch — xiaolai/nlpm0 reactions · 2 comments

Other versions4 projects use a version of this.
Word for word · 3
yuchenmiao04/My_skills★ 8100% same
Clay-HHK/claude-skills★ 1100% same
mhiskall282/Securing-the-Digital-Mine-UNESCO-Project★ 1100% same
Edited · 0
None found.
Wrote their own version · 1
magnus919/agent-skills★ 162same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository17 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- nanoresearch-experimentSkill
- nanoresearch-ideationSkill
- nanoresearch-planningSkill
- nanoresearch-writingSkill
- autoresearchSkill
- academic-plottingSkill
- huggingface-accelerateSkill
- brainstorming-research-ideasSkill
- creative-thinking-for-researchSkill
- evaluating-llms-harnessSkill
- ml-paper-writingSkill
- ml-training-recipesSkill
- peft-fine-tuningSkill
- ray-dataSkill
- skypilot-multi-cloud-orchestrationSkill

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Your trail

Files you open will collect here, so you can find them again.

Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.

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