skills MCP — 使用场景, 安装 & 实时演示

Name: skills MCP Server
Author: matlab

为什么要用

核心特性

Official: maintained by MathWorks
Covers core MATLAB language plus common toolboxes
Encodes MATLAB Projects and unit-test conventions
Performance guidance: vectorization, preallocation, profiling
Works with Claude Code and other skill-compatible agents

实时演示

实际使用效果

skills-skill-4.replay ▶ 就绪

0/0

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": {
    "skills-skill-4": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/matlab/skills",
        "~/.claude/skills/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": {
    "skills-skill-4": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/matlab/skills",
        "~/.claude/skills/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": {
    "skills-skill-4": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/matlab/skills",
        "~/.claude/skills/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": {
    "skills-skill-4": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/matlab/skills",
        "~/.claude/skills/skills"
      ],
      "_inferred": true
    }
  }
}

格式与 Claude Desktop 相同。重启 Windsurf 生效。

~/.continue/config.json

{
  "mcpServers": [
    {
      "name": "skills-skill-4",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/matlab/skills",
        "~/.claude/skills/skills"
      ]
    }
  ]
}

Continue 使用服务器对象数组，而非映射。

~/.config/zed/settings.json

{
  "context_servers": {
    "skills-skill-4": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/matlab/skills",
          "~/.claude/skills/skills"
        ]
      }
    }
  }
}

加入 context_servers。Zed 保存后热重载。

claude mcp add skills-skill-4 -- git clone https://github.com/matlab/skills ~/.claude/skills/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： skills

How to get Claude to write idiomatic MATLAB, not MATLAB-flavored Python

👤 MATLAB developers who noticed Claude defaulting to loops everywhere ⏱ ~25 min intermediate

何时使用： Any MATLAB authoring task — from scripts to toolboxes.

前置条件

MATLAB R2023b+ recommended — mathworks.com/products/matlab.html
Skill cloned — git clone https://github.com/matlab/skills ~/.claude/skills/skills

步骤

Describe the task

Write a function that computes the moving-window correlation of two time series — MATLAB, idiomatic.✓ 已复制

→ Vectorized implementation, correct function signature, docstring
Ask for tests

Add MATLAB unit tests using matlab.unittest.✓ 已复制

→ Tests in a separate file following MATLAB Test conventions
Profile

If this is called in a tight loop, how would you profile and speed it up?✓ 已复制

→ tic/toc or profile() suggestions, preallocation hints

结果： Idiomatic, fast, tested MATLAB code.

注意事项

Claude reaches for Python-style loops — Explicitly ask for vectorized form; reference MATLAB docs style

搭配使用： filesystem

Port a Python/NumPy script to MATLAB correctly

👤 Engineers moving research code into a MATLAB pipeline ⏱ ~30 min intermediate

何时使用： You have a NumPy prototype and need a clean MATLAB equivalent.

步骤

Share the Python

Port this NumPy script to MATLAB. Preserve numerical behavior — flag where semantics differ.✓ 已复制

→ Translated code + explicit notes on 1-indexing, broadcasting, default dtypes
Verify with a test

Write a side-by-side test that shows both produce the same outputs on known inputs.✓ 已复制

→ A small cross-check script

结果： MATLAB port with documented semantic differences.

注意事项

Off-by-one from zero- vs one-indexing — Claude should call these out; if not, re-ask

组合

与其他 MCP 搭配，撬动十倍杠杆

skills-skill-4 + filesystem

Work across a MATLAB Projects folder structure

Read +mytools/, add a new function, and update the tests package.✓ 已复制

skills-skill-4 + github

Open PRs for MATLAB codebases with proper test coverage

Open a PR that adds the new function + tests.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用
matlab-authoring	task description	Any MATLAB task
matlab-testing	function under test	After authoring
perf-guidance	slow code + context	When something is too slow

成本与限制

运行它的成本

API 配额: none
每次调用 Token 数: ~3–10k per task
费用: free; MATLAB license sold separately
提示: Constrain to a specific toolbox when asking — reduces context

安全

权限、密钥、影响范围

凭据存储： none

数据出站： none

故障排查

常见错误与修复

Generated code uses a toolbox you don't have licensed

Tell Claude which toolboxes are available.

验证： ver in MATLAB

Script errors in older MATLAB

Specify your MATLAB release; skill adapts suggestions.

验证： version in MATLAB

替代方案

skills 对比其他方案

替代方案	何时用它替代	权衡
jupyter	You're really doing Python science and only occasionally MATLAB	Different ecosystem

skills

为什么要用

核心特性

实时演示

实际使用效果

安装

选择你的客户端

使用场景

实战用法： skills

How to get Claude to write idiomatic MATLAB, not MATLAB-flavored Python

前置条件

步骤

注意事项

Port a Python/NumPy script to MATLAB correctly

步骤

注意事项

组合

与其他 MCP 搭配，撬动十倍杠杆

工具

此 MCP 暴露的能力

成本与限制

运行它的成本

安全

权限、密钥、影响范围

故障排查

常见错误与修复

替代方案

skills 对比其他方案

更多

资源