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Lora Pipeline

Category: General  ·  Sub-category: automation  ·  Last updated:
Build an Anima LoRA from a single-character or style name, from Danbooru collection through curation, section-ordered WD14 captions, dataset checks, confirmed training, fixed-seed checkpoint validation, and a staged Civitai draft. Use for requests such as make a LoRA of X, collect images and train a character LoRA, train and upload to Civitai, or build a dataset from scratch and publish. Delegate training to lora-trainer and structural checks to dataset-doctor; never train without confirmation and never auto-publish.
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From the source SKILL.md

把「帮我做一个 X 的 LoRA」变成一条受控流水线:收图 → 精修 → 打标/复查 → 体检 → 训练 → 验证 → 打包上传(停在 Draft)。本 skill 是总指挥——真正的训练交给 [lora-trainer](../lora-trainer/SKILL.md),质量交给 [dataset-doctor](../dataset-doctor/SKILL.md),自己负责把两端(收集/精修/打标 和 验证/发布)接起来。默认 Anima 优先。

What this skill does

Lora Pipeline is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/lora-pipeline/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Lora Pipeline Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 179,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/lora-pipeline
curl -L https://claudskills.com/skills/lora-pipeline/SKILL.md \
  -o ~/.claude/skills/lora-pipeline/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/lora-pipeline/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/lora-pipeline/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\lora-pipeline\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Lora Pipeline Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/lora-pipeline/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Lora Pipeline skill do?
Build an Anima LoRA from a single-character or style name, from Danbooru collection through curation, section-ordered WD14 captions, dataset checks, confirmed training, fixed-seed checkpoint validation, and a staged Civitai draft. Use for requests such as make a LoRA of X, collect images and train a character LoRA, train and upload to Civitai, or build a dataset from scratch and publish. Delegate training to lora-trainer and structural checks to dataset-doctor; never train without confirmation and never auto-publish.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Lora Pipeline skill?
Use Lora Pipeline when your Claude Code task falls under the General category — specifically in the automation area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Lora Pipeline" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Lora Pipeline skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Lora Pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
layerplague867. (2026). Lora Pipeline [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/lora-pipeline/
BibTeX
@misc{lora-pipeline-2026,
  author    = {layerplague867},
  title     = {Lora Pipeline [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/lora-pipeline/}
}

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Security scan

Grade A · scanned 2026-08-10 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (network), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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