unsloth SKILL.md skillA
unsloth from magnus919/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add magnus919/agent-skills/unsloth@git:20261013.9335708Pins git:20261013.9335708 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- magnus919/agent-skills
- Path
unsloth/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261013.9335708, committed Oct 13, 2026
- First version recorded
- Oct 12, 2026
- Size
- 13,240 bytes
- Repository stars
- 140
- License
- MIT
Install, operate, and troubleshoot Unsloth Core, Studio, and Desktop for local inference and model training. Use for Unsloth environment setup, LoRA/QLoRA supervised fine-tuning, coding specialization, verifier audits, chat templates, GRPO and preference training, vision and audio workflows, decision models, local coding agents and tools, dynamic quantization, checkpoint recovery, multi-GPU training, and model export to GGUF or serving engines. Do not use for framework-neutral ML strategy or…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Unsloth Turn an Unsloth request into a reproducible installation, bounded experiment, or verified model artifact. Unsloth provides an optimized Python training stack (Core), a browser interface (Studio), and a native application (Desktop). Capabilities differ by product, backend, model, and release. Read the relevant official page before selecting a new hardware or model path; never promote a vendor speed or minimum-memory claim into a promise about the user's workload. ## When not to use - For deciding whether ML, retrieval, or fine-tuning is appropriate, use `ml-engineering`; return here for Unsloth execution. - For operating exported models in a standalone engine, use `llama-cpp` or `vllm`. This skill owns the export and parity checks at that boundary. - For container platform design use `platform-engineering`; for Docker Compose mechanics use `docker-compose`. Do not turn this skill into a platform manual. ## Start here 1. Identify the requested surface: Core Python/notebook, Studio web UI, or Desktop. Determine inference, SFT, preference optimization, online RL, or decision-model training, media generation, coding-agent/tool use, or …
Read the whole file at its exact version.
How to install
mdr add magnus919/agent-skills/unsloth@sha256:8ecd00347e7aa0adThe line at the top of this page pins the label git:20261013.9335708, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_pydeu4t34wy4wsjj)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Oct 12, 2026 and Oct 13, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261013.9335708 latest | 2026-10-13 | 9335708 | 13,240 B | A | view · diff |
| git:20261013.1e90cdf | 2026-10-13 | 1e90cdf | 11,515 B | A | view · diff |
| git:20261012.dcfba03 | 2026-10-12 | dcfba03 | 9,668 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13240 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
magnus919/agent-skills · 140 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pydeu4t34wy4wsjj GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/unsloth GET https://markdownregistry.com/api/v1/blob/8ecd00347e7aa0ad60e3c6e4e152fc67ff90ec364102323f3d50dca5ada5816a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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