Agent Creator
jdforsythe/forge
Creates structured agent definitions using the 7-component format grounded in persona science (the alignment-accuracy tradeoff), vocabulary routing, and the MAST failure taxonomy + Forge watchlist.
Create new skills and save them to the project's shared skills directory.
$ npx skills add kid0317/crewai_mas_demo --skill skill-creator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kid0317/crewai_mas_demo skill-creator --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/skill-creator .claude/skills/skill-creator && rm -rf skills-srcUse ~/.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/
Install the "skill-creator" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creator into .claude/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creatorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add kid0317/crewai_mas_demo --skill skill-creator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kid0317/crewai_mas_demo skill-creator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/skill-creator .agents/skills/skill-creator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "skill-creator" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creator into .agents/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add kid0317/crewai_mas_demo --skill skill-creator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kid0317/crewai_mas_demo skill-creator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/skill-creator .cursor/skills/skill-creator && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "skill-creator" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creator into .cursor/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/kid0317/crewai_mas_demo.git --path skills/skill-creator--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add kid0317/crewai_mas_demo --skill skill-creator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kid0317/crewai_mas_demo skill-creator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/skill-creator .gemini/skills/skill-creator && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "skill-creator" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creator into .gemini/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install kid0317/crewai_mas_demo skill-creatorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add kid0317/crewai_mas_demo --skill skill-creator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/skill-creator .github/skills/skill-creator && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "skill-creator" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creator into .github/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add kid0317/crewai_mas_demo --skill skill-creator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kid0317/crewai_mas_demo skill-creator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/skill-creator .opencode/skills/skill-creator && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "skill-creator" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/skill-creator into .opencode/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
skill-creatorCreate new skills and save them to the project's shared skills directory.
Skill Creator is an agent skill from kid0317/crewai_mas_demo. Create new skills and save them to the project's shared skills directory. Use this skill when users want to turn a workflow, SOP, or repeatable multi-step process into a permanent reusable skill that future sessions can invoke reliably. Activate when: user says "保存为技能" / "create a skill for..." / "把这个流程存下来" / "以后都这样做" / "make this repeatable" / "turn this into a skill". Also activate proactively when a complex multi-step workflow is described in conversation and standardized, reliable execution would clearly…
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 22 other files, including scripts, reference files and assets (for example `agents/analyzer.md`, `agents/comparator.md` and `agents/grader.md`).
It sits in Agent Workflows, covering Skill authoring and Operations and SOPs. The licence is Apache-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit d5cfc79. It shows what the files ask for, not the result of running them.
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.
Ships 7 files in scripts/ (Python, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Skill Creator loads about 1.6k tokens when it runs, and up to ~4.6k if it reads all its reference files. Until then it costs about 172 tokens; SKILL.md has 600 words of instructions outside code blocks.
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.
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); the scripts in this folder are not scanned.
The full file from kid0317/crewai_mas_demo at commit d5cfc79, republished under its Apache-2.0 licence (© kid0317). 600 words, ~1,586 tokens.
.claude/skills/skill-creator/SKILL.md (or your agent's skills folder). This skill also uses 17 other files; get the full folder from GitHub.A skill for capturing workflows and turning them into reusable skills.
The process: understand what the user wants → draft a quality SKILL.md → save it to the sandbox → register it so future sessions can use it.
Start by understanding the user's intent. The current conversation might already contain a workflow the user wants to capture (e.g., they say "turn this into a skill"). If so, extract answers from the conversation history first — the tools used, the sequence of steps, corrections the user made, input/output formats observed. The user may need to fill the gaps, and should confirm before proceeding.
Proactively ask questions about edge cases, input/output formats, success criteria, and dependencies. Come prepared with context to reduce burden on the user.
Based on the user interview, fill in these components:
analyze-hk-stock)Read / Write / Bash / Browser)。 allowed-tools 里发明新的“业务工具名”(例如 get_hk_stock_price、search_news、generate_report 这类项目里并不存在的工具),否则主 Agent 无法真正调用这些能力。allowed-tools,宁可只使用基础文件 / 命令 / 浏览器工具组合完成任务。scripts/*.py 或 scripts/*.js / scripts/*.ts 中,由 AIO-Sandbox 通过 Bash / 相关执行器调用。python scripts/analyze_hk_stock.py --symbol 0700.HK,该脚本内部使用 akshare 获取行情和技术指标,并将结果输出为 JSON。”allowed-tools,因为脚本是通过 Bash / 运行时调用的实现细节,不是独立的 MCP 工具。Browser 类浏览器工具进行调研,查官方文档、示例代码和最佳实践;scripts/ 并在 SKILL.md 中记录清楚。skill-name/
├── SKILL.md (required)
│ ├── YAML frontmatter (name, description required)
│ └── Markdown instructions
└── Bundled Resources (optional)
├── scripts/ - Executable code for deterministic/repetitive tasks
├── references/ - Docs loaded into context as needed
└── assets/ - Files used in output (templates, icons, fonts)Skills use a three-level loading system:
Keep SKILL.md under 500 lines. If approaching the limit, add a layer of hierarchy with pointers to reference files.
Explain to the model why things are important rather than stacking MUST/NEVER. Use theory of mind — make the skill general, not narrow to specific examples. If you find yourself writing ALWAYS or NEVER in all caps, that's a yellow flag: reframe and explain the reasoning instead. A model that understands why will handle edge cases correctly; one that just follows rules will fail on anything unexpected.
Examples pattern:
## Commit message format
**Example:**
Input: Added user authentication with JWT tokens
Output: feat(auth): implement JWT-based authenticationOutput format pattern:
## Report structure
Use this template:
# [Title]
## Executive summary
## Key findings
## RecommendationsThis skill runs as a Sub-Crew inside AIO-Sandbox. All file operations go through MCP tools — do not write to the local filesystem directly.
Read /mnt/skills/load_skills.yaml to check if a skill with the same name already exists.
If it exists: ask the user — overwrite / create as -v2 / cancel.
Reason: silent overwrite would destroy the user's existing SOP with no way to recover.
mkdir /mnt/skills/<skill-name>/
write /mnt/skills/<skill-name>/SKILL.md ← the drafted contentRead the current /mnt/skills/load_skills.yaml, then append:
- name: <skill-name>
path: ./<skill-name>
type: task # spawns Sub-Crew in AIO-Sandbox
enabled: trueWrite the updated file back.
Read /mnt/skills/<skill-name>/SKILL.md and /mnt/skills/load_skills.yaml to confirm both files are written correctly and the YAML is valid.
Reason: file writes via MCP don't throw exceptions on failure — read-back verification is the only reliable confirmation.
{
"errcode": 0,
"errmsg": "success",
"skill_name": "<skill-name>",
"path": "/mnt/skills/<skill-name>/SKILL.md",
"trigger": "one-line summary of when this skill activates"
}© kid0317, 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
SKILL.md and 17 other files (scripts, references, assets) in skills/skill-creator of kid0317/crewai_mas_demo.
Open the folder on GitHubat commit d5cfc79
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 | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Skill Creator this skillkid0317/crewai_mas_demo | 163 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Agent Creatorjdforsythe/forge | 151 | — | ~4.5k | Automated safety check: Pass | MIT | |
| Writing Skillsed3dai/ed3d-plugins | 250 | 1 repos | ~1.3k | Automated safety check: Pass | None | |
| Legal Skill Alignmentcat-xierluo/legal-skills | 713 | — | ~3.7k | Automated safety check: Pass | CC-BY-NC-4.0 | |
| Writing Skillssandgardenhq/sgai | 137 | — | ~4.9k | Automated safety check: Pass | Custom licence | |
| Exp ReflectHHU3637kr/skills | 145 | — | ~2.3k | Automated safety check: Pass | None |
jdforsythe/forge
Creates structured agent definitions using the 7-component format grounded in persona science (the alignment-accuracy tradeoff), vocabulary routing, and the MAST failure taxonomy + Forge watchlist.
ed3dai/ed3d-plugins
A skill your agent uses when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing…
cat-xierluo/legal-skills
写法律 Skill 前的前置对齐步骤——通过苏格拉底式提问把零散的法律经验/素材/直觉厘清为结构化 Brief(legal-skill-brief/v1),交给 skill-creator 编译。适用于律师想把文书经验、办案 SOP、咨询记录做成 Skill 的场景。不适用于非法律类 Skill 创建,也不适用于用户已提供完整可执行 Brief 且明确要求直接编译的情况。
sandgardenhq/sgai
TDD for process documentation - test with subagents before writing, iterate until bulletproof.
HHU3637kr/skills
当任务完成、解决困难问题、用户要求总结经验/记录项目理解/更新项目规范,或 spec-end/spec-update 需要从当前 Spec 文档判断是否沉淀经验、知识、SOP、工具记忆、长期项目规范时使用。本 Skill 只做识别 + 分类 + 权重判断 + 草稿 + 用户确认,不落盘写入;内容已经明确、只需写入经验/知识文件并更新索引时直接用 exp-write;程序记忆(SOP)落盘成新…
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
kid0317/crewai_mas_demo
收发邮件,与团队成员通信。第27课新增:支持向 human.json 发消息(单一接口约束:只有 manager 可以发)。
kid0317/crewai_mas_demo
数字员工邮箱操作(三态状态机):sendmail / readinbox / markdone / markdoneall / resetstale。
kid0317/crewai_mas_demo
A skill your agent uses to audit and clean up workspace memory files and the skills directory.
kid0317/crewai_mas_demo
A skill your agent uses to persist important information from the conversation to workspace files so it survives across sessions.
kid0317/crewai_mas_demo
Agent 自我复盘:读取 L2/L3/L1 日志,调用 LLM 生成结构化改进提案, 写入 proposals.json 并发通知至 human.json 等待审批。
kid0317/crewai_mas_demo
Software development delivery SOP for an Orchestrator agent.
Categories
Create new skills and save them to the project's shared skills directory. Skill Creator is an agent skill from kid0317/crewai_mas_demo. Create new skills and save them to the project's shared skills directory.
Skill Creator fits situations like: users want to turn a workflow; repeatable multi-step process into a permanent reusable skill that future sessions can invoke reliably.
Run `npx skills add kid0317/crewai_mas_demo --skill skill-creator -a claude-code`. Or copy the skill folder (skills/skill-creator in kid0317/crewai_mas_demo) into .claude/skills/skill-creator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add kid0317/crewai_mas_demo --skill skill-creator -a codex`. Or copy the skill folder (skills/skill-creator in kid0317/crewai_mas_demo) into .agents/skills/skill-creator in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add kid0317/crewai_mas_demo --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.
Going by SKILL.md and its folder, Skill Creator needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
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.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Skill Creator is published under the Apache-2.0 licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Skill Creator: Agent Creator (jdforsythe/forge, 151 stars), Writing Skills (ed3dai/ed3d-plugins, 250 stars), Legal Skill Alignment (cat-xierluo/legal-skills, 713 stars) and Writing Skills (sandgardenhq/sgai, 137 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
kid0317 (a GitHub user) maintains it in kid0317/crewai_mas_demo, which has 163 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on May 25, 2026.
Source: kid0317/crewai_mas_demo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.