Agent skill

Fal Train

by nexu-io in nexu-io/open-design

Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style.

Apache-2.0Auto-check passedAI & LLM Engineering

Install Fal Train

skills CLI
$ npx skills add nexu-io/open-design --skill fal-train -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install nexu-io/open-design fal-train --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/nexu-io/open-design.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/fal-train .claude/skills/fal-train && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
fal-train
GitHub stars
100k
Token cost
~293 tokens
SKILL.md length
97 words
Files
1
Skills in repo
245
Repo updated
First seen
Licence
Apache-2.0

At a glance

Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style.

  • Tasks that involve Fine-tuning
  • SKILL.md covers What it does, Source and How to use
  • Reaches github.com
  • Tasks that involve Image generation

What it does

Fal Train is an agent skill from nexu-io/open-design. Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style.

Its SKILL.md is about 290 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering, covering Fine-tuning and Image generation. It works with fal. The repository describes itself as: 🎨 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. 🖥️ Local-first desktop app. 🖼️ Your coding agent becomes the design engine: prototypes… The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve Fine-tuning
  • Tasks that involve Image generation

Example prompts

  • “/fal-train”

What it can do on your machine

Read from SKILL.md and the folder at commit d9dd6fe. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Fal Train loads about 293 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 97 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~31
When it runs · the whole SKILL.md, loaded when a task matches
~293

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from nexu-io/open-design at commit d9dd6fe, republished under its Apache-2.0 licence (© nexu-io). 97 words, ~293 tokens.

Download SKILL.mdSave it as .claude/skills/fal-train/SKILL.md (or your agent's skills folder).
name
fal-train
description
Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style.
triggers
fal train, train lora, custom model, personalized image gen, brand lora
od.mode
image
od.category
image-generation
od.upstream
https://github.com/fal-ai-community/skills

fal-train

Curated from the fal.ai community team.

What it does

Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style.

Source

How to use

This catalogue entry advertises the skill in OpenDesign so the agent discovers it during planning. To run the full upstream workflow with its original assets, scripts, and references, install the upstream bundle into your active agent's skills directory:

bash
# Inspect the upstream README for exact paths
open https://github.com/fal-ai-community/skills

Then ask the agent to invoke this skill by name (fal-train) or with one of the trigger phrases listed in this skill's frontmatter.

© nexu-io, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/fal-train of nexu-io/open-design.

Open the folder on GitHubat commit d9dd6fe

Compare with similar skills

Fal Train next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Fal Train compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Fal Train this skillnexu-io/open-design100k—~293Automated safety check: PassApache-2.0
Flux 2 Klein Promptingnodetool-ai/nodetool560—~1.4kAutomated safety check: PassAGPL-3.0
Flux Imagedanielmeppiel/agentic-sdlc-handbook1581 repos~778Automated safety check: PassCustom licence
Qwen Txt2imgartokun/comfyui-mcp800—~3.3kAutomated safety check: PassMIT
Setupguaardvark/guaardvark257—~1.2kAutomated safety check: PassMIT
Workflow Template BuilderMooshieblob1/MooshieUI207—~640Automated safety check: PassAGPL-3.0

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Works with

Questions about Fal Train

What does Fal Train do?

Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style. Fal Train is an agent skill from nexu-io/open-design.ai for personalized image generation tailored to a brand, character, or style.

When should I use Fal Train?

Fal Train fits situations like: tasks that involve Fine-tuning; tasks that involve Image generation.

How do I install Fal Train in Claude Code?

Run `npx skills add nexu-io/open-design --skill fal-train -a claude-code`. Or copy the skill folder (skills/fal-train in nexu-io/open-design) into .claude/skills/fal-train in your project. Claude Code loads it when a task matches its description.

How do I install Fal Train in Codex?

Run `npx skills add nexu-io/open-design --skill fal-train -a codex`. Or copy the skill folder (skills/fal-train in nexu-io/open-design) into .agents/skills/fal-train in your project. Codex loads it when a task matches its description.

Can I use Fal Train in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nexu-io/open-design --skill fal-train -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fal-train, .gemini/skills/fal-train, .github/skills/fal-train and .opencode/skills/fal-train in your project.

What does Fal Train need to run?

SKILL.md names no scripts, command-line tools or credentials: Fal Train is instructions for the agent only.

Does Fal Train access the network?

SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Fal Train safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Fal Train use?

Fal Train is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Fal Train use?

About 293 tokens (SKILL.md is roughly 1.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Fal Train?

Skills that share tags, products or a category with Fal Train: Flux 2 Klein Prompting (nodetool-ai/nodetool, 560 stars), Flux Image (danielmeppiel/agentic-sdlc-handbook, 158 stars), Qwen Txt2img (artokun/comfyui-mcp, 800 stars) and Setup (guaardvark/guaardvark, 257 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Fal Train?

nexu-io (a GitHub organization) maintains it in nexu-io/open-design, which has 100,100 GitHub stars. The repository holds 245 skills in this directory. The repository was last updated on October 9, 2026.

Source: nexu-io/open-design on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.