rootnode-skills MCP — 使用场景, 安装 & 实时演示

为什么要用

核心特性

Four-stage prompt compilation (Parse / Select / Construct / Validate)
Six-dimension Project audit with action plans
Detects seven structural anti-patterns that make Claude ignore instructions
Context budget analysis with per-file evaluation
Behavioral tuning against eight documented Claude tendencies

实时演示

实际使用效果

rootnode-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": {
    "rootnode-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/drayline/rootnode-skills",
        "~/.claude/skills/rootnode-skills"
      ],
      "_inferred": true
    }
  }
}

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

~/.cursor/mcp.json · .cursor/mcp.json

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

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

~/.codeium/windsurf/mcp_config.json

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

格式与 Claude Desktop 相同。重启 Windsurf 生效。

~/.continue/config.json

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

Continue 使用服务器对象数组，而非映射。

~/.config/zed/settings.json

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

加入 context_servers。Zed 保存后热重载。

claude mcp add rootnode-skill -- git clone https://github.com/drayline/rootnode-skills ~/.claude/skills/rootnode-skills

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： rootnode-skills

Diagnose why a Claude Project stopped following instructions

👤 Claude.ai power users whose Project drifted ⏱ ~45 min intermediate

何时使用： Your Project worked, you added stuff, now it ignores key rules.

前置条件

Skill cloned — git clone https://github.com/drayline/rootnode-skills ~/.claude/skills/rootnode-skills

步骤

Run the project audit

Use rootnode-project-audit on my Project system prompt + instructions.✓ 已复制

→ Six-dimension scorecard with specific failures called out
Check for anti-patterns

Now rootnode-anti-pattern-detection — which of the 7 patterns do I have?✓ 已复制

→ Named patterns (e.g. 'conflicting directives', 'buried critical instruction')
Rebalance memory

Apply rootnode-memory-optimization — where should each rule actually live?✓ 已复制

→ Recommendation on what belongs in system prompt vs project docs vs user memory

结果： A diagnosed Project with a concrete fix list.

注意事项

Audit report is long; you only fix the easy ones — Start with anti-patterns flagged — those block the rest

Compile a new Claude Project system prompt from scratch

👤 Anyone building a Claude Project for the first time ⏱ ~60 min intermediate

何时使用： You have goals, constraints, and examples — but not yet a prompt.

步骤

Run prompt-compilation

rootnode-prompt-compilation — here's my intent, constraints, and 3 examples. Parse / Select / Construct / Validate.✓ 已复制

→ Structured system prompt following the four stages
Validate

Now rootnode-prompt-validation — score it across the six dimensions.✓ 已复制

→ Scorecard with specific weaknesses
Apply behavioral tuning

rootnode-behavioral-tuning — which of my instructions will Claude drift from?✓ 已复制

→ Countermeasures inserted at the right places

结果： A well-engineered Project prompt on day one.

组合

与其他 MCP 搭配，撬动十倍杠杆

rootnode-skill + skillcheck-free-skill

Audit your Project prompt, then validate any skills it references against spec

Run rootnode-project-audit, then SkillCheck on each referenced SKILL.md.✓ 已复制

rootnode-skill + planning-with-files

Audit produces a long fix list — track progress on it across sessions

Use planning-with-files to track the rootnode audit fix list across this week.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用
rootnode-prompt-compilation	intent + constraints + examples	Starting a new Project or major rewrite
rootnode-project-audit	existing Project prompt	Project behavior degraded
rootnode-anti-pattern-detection	prompt/instructions	When Claude ignores rules
rootnode-memory-optimization	all prompt + project files	Information is in the wrong place
rootnode-context-budget	project files list	Hitting context limits
rootnode-behavioral-tuning	instructions	You need reliable adherence

成本与限制

运行它的成本

API 配额: None
每次调用 Token 数: Audits read whole prompts — can be large
费用: Free — skills are local files
提示: Run audit once per major revision, not per-message.

安全

权限、密钥、影响范围

凭据存储： No credentials — pure prompts

数据出站： None

故障排查

常见错误与修复

Skill not invoked — Claude gives generic prompt advice instead of using the audit

Reference the specific sub-skill by name: 'rootnode-project-audit'.

验证： ls ~/.claude/skills/rootnode-skills/

SKILL.md frontmatter wrong in a sub-skill

Each sub-skill has its own SKILL.md — inspect the folder.

验证： head ~/.claude/skills/rootnode-skills/rootnode-project-audit/SKILL.md

Wrong trigger keywords — wrong sub-skill activates

Sub-skill names are specific ('project-audit' vs 'global-audit' vs 'full-stack-audit'); use the right one.

替代方案

rootnode-skills 对比其他方案

替代方案	何时用它替代	权衡
skills-skill-8 (huangwb8)	You want skill-authoring tooling rather than Project-level engineering	Different layer — skill vs Project
Raw prompt iteration	Small Projects that don't need formal engineering	Lower overhead, higher drift risk

rootnode-skills