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zhangliang0115/ai-plugin

AI agent skills + MCP hub for DeepSeek Harness (dsh) & Claude Code — one console fronts every MCP server with ~4 meta tools, zero-config hybrid search, cross-agent skill installs. MIT.

ai-plugin란 무엇인가요?

ai-plugin is a Claude Code agent skill that aI agent skills + MCP hub for DeepSeek Harness (dsh) & Claude Code — one console fronts every MCP server with ~4 meta tools, zero-config hybrid search, cross-agent skill installs. MIT.

지원 대상Claude CodeCodex CLICursorGemini CLI
npx skills add zhangliang0115/ai-plugin

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

문서

Authoring a cross-agent SKILL.md skill

A skill is a folder with a SKILL.md file inside. The file starts with a YAML frontmatter block (name + description) followed by Markdown instructions the agent loads on demand. Because Claude Code, DeepSeek Harness (dsh), Codex CLI, Gemini CLI, Copilot and Cursor all read this same format, one well-authored skill serves every agent.

Anatomy

my-skill/
├── SKILL.md            # required: frontmatter + instructions
├── references/         # optional: long-form docs the model reads on demand
└── scripts/            # optional: helper scripts the skill may run
---
name: my-skill
description: >-
  One or two sentences: what it does AND when to use it. This is the trigger
  the agent matches against the user's request — write it like a routing rule.
---

# My skill

Step-by-step instructions. Assume a competent engineer; be concrete, not vague.

Rules that decide whether a skill works

  1. name must be kebab-case — lowercase letters, digits, hyphens; max 64 chars. Agents reject or mangle other names. aipx normalizes for you, but ship it correct.
  2. description is the trigger, not documentation. Bad: "Utilities for working with things." Good: "Summarize YouTube/Bilibili videos and podcasts from a URL. Use when the user pastes a video or audio link."
  3. Keep SKILL.md under ~500 lines. Put depth in references/*.md and link to them ("see references/schema.md"). Agents load the body only when the skill triggers; huge bodies waste context and dilute behavior.
  4. No nested skills. Discovery scans only the direct children of a skill root — skills/a/SKILL.md is found, skills/a/b/SKILL.md is not.
  5. Relative links must stay relative. If SKILL.md references scripts/x.py, the whole folder travels together — never link outside the skill directory.

Where skills live (user roots)

RootRead by
~/.agents/skills/<name>/SKILL.mdDeepSeek Harness (dsh), Codex CLI
~/.claude/skills/<name>/SKILL.mdClaude Code
~/.gemini/skills/<name>/SKILL.mdGemini CLI
~/.copilot/skills/<name>/SKILL.mdGitHub Copilot CLI

Project-scoped equivalents exist too (e.g. .claude/skills/, .agents/skills/ in the repo). Don't copy by hand — use aipx sync to link one copy into every agent root.

Test before publishing

# does it parse and get discovered?
aipx install ./my-skill --dry-run
aipx install ./my-skill
aipx list

Then open your agent and confirm the skill appears (Claude Code: it shows in the skill list; dsh: / command palette → Skills group).

Publishing checklist

  • Repo contains the skill folder at a stable path, e.g. skills/my-skill/
  • description states trigger conditions, not just features
  • Works from a clean install (aipx install owner/repo#path:/skills/my-skill)
  • Add GitHub topics so discovery works: agent-skills, claude-code, dsh-plugin (if it also ships a dsh bundle), deepseek (if DS-related)
  • Optional: dual-target packaging — see the dsh-plugin-dev and claude-plugin-dev skills

관련 스킬