gsd-skill-creator MCP — 使用场景, 安装 & 实时演示

为什么要用

核心特性

Six-step adaptive cycle: observe, detect, suggest, apply, learn, compose
3-repetition threshold before suggesting a skill — avoids noise
Learning guardrails: 3-correction minimum, 7-day cooldown
GSD-OS desktop app (Tauri, retro UI) for managing the framework
Chipset architecture for resource coordination (Amiga-inspired)

实时演示

实际使用效果

gsd-skill-creator-skill.replay ▶ 就绪

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安装

选择你的客户端

~/Library/Application Support/Claude/claude_desktop_config.json · Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

打开 Claude Desktop → Settings → Developer → Edit Config。保存后重启应用。

~/.cursor/mcp.json · .cursor/mcp.json

{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

Cursor 使用与 Claude Desktop 相同的 mcpServers 格式。项目级配置优先于全局。

VS Code → Cline → MCP Servers → Edit

{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

点击 Cline 侧栏中的 MCP Servers 图标，然后选 "Edit Configuration"。

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

格式与 Claude Desktop 相同。重启 Windsurf 生效。

~/.continue/config.json

{
  "mcpServers": [
    {
      "name": "gsd-skill-creator-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ]
    }
  ]
}

Continue 使用服务器对象数组，而非映射。

~/.config/zed/settings.json

{
  "context_servers": {
    "gsd-skill-creator-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/Tibsfox/gsd-skill-creator",
          "~/.claude/skills/gsd-skill-creator"
        ]
      }
    }
  }
}

加入 context_servers。Zed 保存后热重载。

claude mcp add gsd-skill-creator-skill -- git clone https://github.com/Tibsfox/gsd-skill-creator ~/.claude/skills/gsd-skill-creator

一行命令搞定。用 claude mcp list 验证，claude mcp remove 卸载。

使用场景

实战用法： gsd-skill-creator

Let GSD detect your repeating workflow and codify it as a skill

👤 Heavy Claude Code users who keep redoing the same steps ⏱ ~30 min intermediate

何时使用： You've done 'clone repo -> run tests -> fix lint -> open PR' enough times that muscle memory should be code.

前置条件

Skill cloned — git clone https://github.com/Tibsfox/gsd-skill-creator ~/.claude/skills/gsd-skill-creator

步骤

Run with observation mode on

Enable gsd-skill-creator in observe mode. Run my normal PR flow a few times over the next week.✓ 已复制

→ Silent logging of tool sequences
Review suggestions

Show me detected patterns with 3+ occurrences, ranked by confidence.✓ 已复制

→ Ranked list with proposed skill names
Confirm and let it build

Promote pattern #1 into a skill — approve generation.✓ 已复制

→ A new skill appears in ~/.claude/skills/

结果： Your actual workflow becomes a reusable skill, grounded in data.

注意事项

Approving every suggestion — Promote only the top 1–2 — skill bloat hurts the picker

搭配使用： skill-forge-skill

Compose co-activating skills into an agent team

👤 Engineers whose skills consistently fire together ⏱ ~30 min advanced

何时使用： After a month of use, the skill picker keeps selecting the same 3 skills in sequence.

步骤

Review co-activation report

Show skill co-activation report — which skills fire within the same task 80%+ of the time?✓ 已复制

→ Cluster diagram
Compose team

Compose the top cluster into a named agent team.✓ 已复制

→ Team definition that orchestrates the cluster

结果： A higher-level orchestrator that triggers the full cluster in one shot.

Resume a long project without repeating old mistakes

👤 Teams doing multi-week Claude-driven work ⏱ ~15 min beginner

何时使用： You're picking up a project Claude has lost context on.

步骤

Resume with skill history

Resume project X using gsd-skill-creator memory — what patterns and corrections have I applied so far?✓ 已复制

→ Summary of prior skills and corrections

结果： Claude starts where it left off, not from zero.

搭配使用： planning-with-files-skill

组合

与其他 MCP 搭配，撬动十倍杠杆

gsd-skill-creator-skill + skill-forge-skill

GSD detects the pattern; skill-forge scaffolds the formal skill

Hand the top detected pattern to skill-forge build for proper structure.✓ 已复制

gsd-skill-creator-skill + planning-with-files-skill

GSD observes sessions; planning-with-files persists state across them

Use both — GSD for pattern learning, planning-with-files for session state.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用
observe_start	session id or none	Start of the adoption period
detect_patterns	min_occurrences?	Weekly review
promote_to_skill	pattern id, name	After user approval
compose_team	cluster id	When clusters are stable
learn_from_correction	correction context	After 3+ corrections in cooldown window

成本与限制

运行它的成本

API 配额: None
每次调用 Token 数: Observation is cheap; generation phases are moderate
费用: Free, BSL 1.1 (converts to GPL 3.0 in 2030)
提示: Only run detection weekly, not per-session

安全

权限、密钥、影响范围

凭据存储： Observation data is local

数据出站： None by default

GSD writes generated skills into ~/.claude/skills/ — review them before trusting.

故障排查

常见错误与修复

No patterns detected after weeks of use

Your sessions may vary too much; loosen the pattern-matching threshold

GSD-OS desktop app won't launch

Rebuild Tauri bundle for your platform; check Rust toolchain

验证： cargo --version

替代方案

gsd-skill-creator 对比其他方案

替代方案	何时用它替代	权衡
skill-forge	You already know what skill you want — skip the detection layer	No auto-detection
Manual SKILL.md authoring	One-off skill	No adaptive learning

gsd-skill-creator