LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling,…
This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP,
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill mcp-integration --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/mcp-integrationContext preview
The summary Claude sees to decide when to auto-load this skill.
This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP,
name: MCP Integration
description: This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.
version: 0.1.0Model Context Protocol (MCP) enables Claude Code plugins to integrate with external services and APIs by providing structured tool access. Use MCP integration to expose external service capabilities as tools within Claude Code.
**Key capabilities:**
Plugins can bundle MCP servers in two ways:
Create `.mcp.json` at plugin root:
{
"database-tools": {
"command": "${CLAUDE_PLUGIN_ROOT}/servers/db-server",
"args": ["--config", "${CLAUDE_PLUGIN_ROOT}/config.json"],
"env": {
"DB_URL": "${DB_URL}"
}
}
}**Benefits:**
Add `mcpServers` field to plugin.json:
{
"name": "my-plugin",
"version": "1.0.0",
"mcpServers": {
"plugin-api": {
"command": "${CLAUDE_PLUGIN_ROOT}/servers/api-server",
"args": ["--port", "8080"]
}
}
}**Benefits:**
Execute local MCP servers as child processes. Best for local tools and custom servers.
**Configuration:**
{
"filesystem": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-filesystem", "/allowed/path"],
"env": {
"LOG_LEVEL": "debug"
}
}
}**Use cases:**
**Process management:**
Connect to hosted MCP servers with OAuth support. Best for cloud services.
**Configuration:**
{
"asana": {
"type": "sse",
"url": "https://mcp.asana.com/sse"
}
}**Use cases:**
**Authentication:**
Connect to RESTful MCP servers with token authentication.
**Configuration:**
{
"api-service": {
"type": "http",
"url": "https://api.example.com/mcp",
"headers": {
"Authorization": "Bearer ${API_TOKEN}",
"X-Custom-Header": "value"
}
}
}**Use cases:**
Connect to WebSocket MCP servers for real-time bidirectional communication.
**Configuration:**
{
"realtime-service": {
"type": "ws",
"url": "wss://mcp.example.com/ws",
"headers": {
"Authorization": "Bearer ${TOKEN}"
}
}
}**Use cases:**
All MCP configurations support environment variable substitution:
**${CLAUDE_PLUGIN_ROOT}** - Plugin directory (always use for portability):
{
"command": "${CLAUDE_PLUGIN_ROOT}/servers/my-server"
}**User environment variables** - From user's shell:
{
"env": {
"API_KEY": "${MY_API_KEY}",
"DATABASE_URL": "${DB_URL}"
}
}**Best practice:** Document all required environment variables in plugin README.
When MCP servers provide tools, they're automatically prefixed:
**Format:** `mcp__plugin_<plugin-name>_<server-name>__<tool-name>`
**Example:**
Pre-allow specific MCP tools in command frontmatter:
--- allowed-tools: [ "mcp__plugin_asana_asana__asana_create_task", "mcp__plugin_asana_asana__asana_search_tasks" ] ---
**Wildcard (use sparingly):**
--- allowed-tools: ["mcp__plugin_asana_asana__*"] ---
**Best practice:** Pre-allow specific tools, not wildcards, for security.
**Automatic startup:**
**Lifecycle:** 1. Plugin loads 2. MCP configuration parsed 3. Server process started (stdio) or connection established (SSE/HTTP/WS) 4. Tools discovered and registered 5. Tools available as `mcp__plugin_...__...`
**Viewing servers:** Use `/mcp` command to see all servers including plugin-provided ones.
OAuth handled automatically by Claude Code:
{
"type": "sse",
"url": "https://mcp.example.com/sse"
}User authenticates in browser on first use. No additional configuration needed.
Static or environment variable tokens:
{
"type": "http",
"url": "https://api.example.com",
"headers": {
"Authorization": "Bearer ${API_TOKEN}"
}
}Document required environment variables in README.
Pass configura
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Repo: foryourhealth111-pixel/Vibe-Skills
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