Agent skill

Skill Creator

by ClawRunr in ClawRunr/JavaClaw

Create new skills, modify and improve existing skills for JavaClaw.

LGPL-3.0Auto-check passedAgent Workflows

Install Skill Creator

skills CLI
$ npx skills add ClawRunr/JavaClaw --skill skill-creator -a claude-code

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

GitHub CLI
$ gh skill install ClawRunr/JavaClaw skill-creator --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/ClawRunr/JavaClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/workspace/skills/skill-creator .claude/skills/skill-creator && 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
skill-creator
GitHub stars
754
Token cost
~1.5k tokens
SKILL.md length
818 words
Files
1
Skills in repo
1
Repo updated
First seen
Licence
LGPL-3.0

At a glance

Create new skills, modify and improve existing skills for JavaClaw.

  • Works in 5 steps: Understand what the skill should do → Write a draft SKILL.md → Walk through 2-3 test scenarios and… → …
  • Users want to create a skill from scratch
  • SKILL.md covers Creating a skill, Testing the skill, Improving the skill and Description optimization, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Skill Creator is an agent skill from ClawRunr/JavaClaw. Create new skills, modify and improve existing skills for JavaClaw. Use when users want to create a skill from scratch, edit or improve an existing skill, or refine a skill's description so it triggers more reliably. Also use when a user asks to "turn this workflow into a skill", "save these instructions as a skill", or "make the agent better at X".

Its SKILL.md is about 1.5k 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 Agent Workflows, covering Skill authoring. It works with Java. The repository describes itself as: JavaClaw, a Java version of OpenClaw built on Spring Boot, Spring AI and JobRunr. The licence is LGPL-3.0.

When your agent uses it

  • Users want to create a skill from scratch
  • Improve an existing skill
  • Refine a skills description so it triggers more reliably
  • A user asks to turn this workflow into a skill

Example prompts

  • “turn this workflow into a skill”
  • “save these instructions as a skill”
  • “make the agent better at X”
  • “/skill-creator”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Understand what the skill should do
  2. Write a draft SKILL.md
  3. Walk through 2-3 test scenarios and evaluate the output inline
  4. Refine based on feedback
  5. Repeat until the user is happy

What it can do on your machine

Read from SKILL.md and the folder at commit 4df0115. 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 markdown).

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

  • Network

    No URLs in SKILL.md.

    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

Skill Creator loads about 1.5k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 818 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~91
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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 ClawRunr/JavaClaw at commit 4df0115, republished under its LGPL-3.0 licence (© ClawRunr). 818 words, ~1,502 tokens.

Download SKILL.mdSave it as .claude/skills/skill-creator/SKILL.md (or your agent's skills folder).
name
skill-creator
description
Create new skills, modify and improve existing skills for JavaClaw. Use when users want to create a skill from scratch, edit or improve an existing skill, or refine a skill's description so it triggers more reliably. Also use when a user asks to "turn this workflow into a skill", "save these instructions as a skill", or "make the agent better at X".

Skill Creator

A skill for creating and iteratively improving JavaClaw skills.

Skills in JavaClaw live at workspace/skills/<skill-name>/SKILL.md and are loaded dynamically by the SkillsTool at runtime. The agent picks them up automatically — no restart needed.

The core loop:

  1. Understand what the skill should do
  2. Write a draft SKILL.md
  3. Walk through 2-3 test scenarios and evaluate the output inline
  4. Refine based on feedback
  5. Repeat until the user is happy

Jump in wherever the user is. If they already have a draft, skip straight to testing. If they just have a vague idea, interview them first.


Creating a skill

Capture Intent

Start by understanding what the user actually wants. If the conversation already shows a workflow the user wants to capture (a sequence of steps, tools used, corrections made), extract the answers from that — then fill gaps with the user.

Key questions:

  1. What should this skill enable the agent to do?
  2. When should it trigger? (what kinds of user messages)
  3. What does a good output look like?
Interview

Ask about edge cases, expected inputs, success criteria, and any context the agent will need. Don't start writing until you have enough to write something useful — but don't over-interview either. If you can make a reasonable assumption, make it and note it.

Write the SKILL.md

Create workspace/skills/<skill-name>/SKILL.md with:

  • name: kebab-case identifier matching the directory name
  • description: The primary triggering mechanism. Include what the skill does AND when to use it. The agent decides whether to load a skill based solely on this field — so be specific and make it slightly "pushy". Instead of "Helps with data analysis", write "Helps with data analysis. Use this skill whenever the user asks about datasets, CSV files, charts, or wants to understand or transform data — even if they don't say 'analysis'."
  • Body: Step-by-step instructions for what the agent should do. Explain the why behind important steps so the agent can apply judgment, not just follow rules mechanically.
Anatomy of a skill
workspace/skills/
└── skill-name/
    └── SKILL.md   ← required; keep under ~300 lines

JavaClaw skills are single-file. The agent reads SKILL.md when the skill triggers. Keep it focused and readable — a dense wall of text is harder to follow than clear, structured instructions.

Writing patterns

Use imperative form. Explain reasoning where it matters.

Output format example:

markdown
## Report structure
Use this template every time:
# [Title]
## Summary
## Details
## Next steps

Example pattern:

markdown
## Commit message format
User said: "Added login with Google"
Write: feat(auth): add Google OAuth login
Principles
  • Lean over comprehensive. A shorter, well-reasoned skill beats a long checklist.
  • Explain the why so the agent can adapt to situations the skill didn't explicitly anticipate.
  • Avoid ALL CAPS MUSTs and rigid structures where possible — trust the agent's judgment when given good context.
  • Skills must not contain malware, exploit code, or content that would surprise the user given the skill's stated purpose.

Show full SKILL.md (379 more words)Show less

Testing the skill

After writing a draft, come up with 2-3 realistic test prompts — things a real user would actually say. Share them and confirm with the user before proceeding.

For each test prompt, read the skill and follow its instructions yourself to complete the task. Present the output to the user and ask for feedback:

"Here's what the agent would do for: [prompt]. Does this look right? Anything you'd change?"

This is intentionally lightweight — you wrote the skill and you're running it, so you have full context. The goal is a quick sanity check, not a rigorous benchmark. The human review is what matters.


Improving the skill

After the user reviews, update the skill based on their feedback. A few principles:

  1. Generalize, don't patch. If a test case revealed a gap, think about what the underlying issue is and fix that — don't just add a special case for the exact example.

  2. Stay lean. Remove instructions that aren't pulling their weight. If the agent is already doing something naturally, you don't need to spell it out.

  3. Explain the why. If you find yourself adding a rigid rule, ask whether you could instead explain the reasoning so the agent understands why and can apply it flexibly.

After updating, re-run the same test prompts (and any new ones) and repeat until:

  • The user is satisfied
  • There's nothing more to improve

Description optimization

The description field is the only thing the agent sees when deciding whether to load a skill. A weak description means the skill never triggers; an overly broad one means it triggers when it shouldn't.

After finishing the skill, review the description with the user:

  1. Identify 3-5 kinds of user messages that should trigger this skill — including indirect ones that don't name the skill explicitly.
  2. Identify 2-3 near-miss cases — messages that share keywords but actually need something different.
  3. Revise the description to clearly cover the should-trigger cases and implicitly exclude the near-misses.

Present before/after to the user and confirm.


Updating an existing skill

If the user wants to improve an existing skill rather than create a new one:

  • Read the current SKILL.md first before suggesting any changes.
  • Keep the skill's name and directory unchanged.
  • Apply the same test → feedback → refine loop as above.

© ClawRunr, LGPL-3.0. 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 workspace/skills/skill-creator of ClawRunr/JavaClaw.

Open the folder on GitHubat commit 4df0115

Compare with similar skills

Skill Creator 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.

Skill Creator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Skill Creator this skillClawRunr/JavaClaw754—~1.5kAutomated safety check: PassLGPL-3.0
Security Review Skill Creatorxwtro0tk1t-cloud/harness265—~5.7kAutomated safety check: PassNone
Skill CreatorAzure/azqr79589 repos~8.2kAutomated safety check: PassApache-2.0
Claude Code Skill Developer Guidediet103/claude-code-infrastructure-showcase10k11 repos~3.5kAutomated safety check: PassMIT
Brainstormingxpinjection/test-driven-spring-boot11254 repos~2.6kAutomated safety check: PassMIT
Darwin Skill Optimizeralchaincyf/darwin-skill6.2k1 repos~4.7kAutomated safety check: PassMIT

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Works with

Categories

Questions about Skill Creator

What does Skill Creator do?

Create new skills, modify and improve existing skills for JavaClaw. Skill Creator is an agent skill from ClawRunr/JavaClaw. Create new skills, modify and improve existing skills for JavaClaw.

When should I use Skill Creator?

Skill Creator fits situations like: users want to create a skill from scratch; improve an existing skill; refine a skills description so it triggers more reliably; A user asks to turn this workflow into a skill.

How do I install Skill Creator in Claude Code?

Run `npx skills add ClawRunr/JavaClaw --skill skill-creator -a claude-code`. Or copy the skill folder (workspace/skills/skill-creator in ClawRunr/JavaClaw) into .claude/skills/skill-creator in your project. Claude Code loads it when a task matches its description.

How do I install Skill Creator in Codex?

Run `npx skills add ClawRunr/JavaClaw --skill skill-creator -a codex`. Or copy the skill folder (workspace/skills/skill-creator in ClawRunr/JavaClaw) into .agents/skills/skill-creator in your project. Codex loads it when a task matches its description.

Can I use Skill Creator 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 ClawRunr/JavaClaw --skill skill-creator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-creator, .gemini/skills/skill-creator, .github/skills/skill-creator and .opencode/skills/skill-creator in your project.

What does Skill Creator need to run?

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

Does Skill Creator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Skill Creator 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 Skill Creator use?

Skill Creator is published under the LGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Skill Creator use?

About 1.5k tokens (SKILL.md is roughly 6k 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 Skill Creator?

Skills that share tags, products or a category with Skill Creator: Security Review Skill Creator (xwtro0tk1t-cloud/harness, 265 stars), Skill Creator (Azure/azqr, 795 stars), Claude Code Skill Developer Guide (diet103/claude-code-infrastructure-showcase, 10k stars) and Brainstorming (xpinjection/test-driven-spring-boot, 112 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Skill Creator?

ClawRunr (a GitHub organization) maintains it in ClawRunr/JavaClaw, which has 754 GitHub stars. The repository was last updated on October 7, 2026.

Source: ClawRunr/JavaClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.