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Use when setting up project-specific development tools or after analyzing a codebase - generates custom MCP server with semantic search, project-aware tools, and health monitoring capabilities. Works with both basic and enhanced modes. Do NOT use if generic popkit commands are sufficient or for small projects where MCP server overhead isn't justified - stick with built-in tools for simple workflows.

Install Skill

Shared

Installs to .agents/skills, used by Codex, Amp, Warp, Cursor, OpenCode, and more.

CodexAmp
Warp
CursorOpenCode
Cline
Gemini CLI
GitHub Copilot
Personal

Available across projects.

$npx skills-installer add @majiayu000/claude-skill-registry/pop-mcp-generator --client shared
Project

Writes to .agents/skills.

$npx skills-installer add @majiayu000/claude-skill-registry/pop-mcp-generator -p --client shared
Note: Review the skill instructions before using it.

SKILL.md

name mcp-generator
description Use when setting up project-specific development tools or after analyzing a codebase - generates custom MCP server with semantic search, project-aware tools, and health monitoring capabilities. Works with both basic and enhanced modes. Do NOT use if generic popkit commands are sufficient or for small projects where MCP server overhead isn't justified - stick with built-in tools for simple workflows.

MCP Server Generator

Overview

Generate a custom MCP (Model Context Protocol) server tailored to the specific project's needs, including semantic search, project-specific tools, and contextual capabilities.

Core principle: Every project deserves tools that understand its unique architecture.

Trigger: /popkit:project mcp command after project analysis

Operating Modes

Mode Availability Capabilities
Basic Always (no API key) Project analysis, tech stack detection, recommendations
Enhanced With API key Custom MCP generation, semantic search, embeddings

Get API key: /popkit:cloud signup (free)

Arguments

Flag Description
--from-analysis Use .claude/analysis.json for tool selection
--no-embed Skip auto-embedding of tools
--no-semantic Don't include semantic search capabilities
--tools <list> Comma-separated list of tools to generate

Generated Structure

.claude/mcp-servers/[project-name]-dev/
├── package.json
├── tsconfig.json
├── src/
│   ├── index.ts              # MCP server entry point
│   ├── tools/
│   │   ├── project-tools.ts  # Project-specific tools
│   │   ├── health-check.ts   # Service health checks
│   │   └── search.ts         # Semantic search
│   └── resources/
│       └── project-context.ts # Project documentation
└── README.md

Tool Selection Matrix

Framework Generated Tools
nextjs check_dev_server, check_build, run_typecheck
express check_api_server, health_endpoints
prisma check_database, run_migrations, prisma_studio
supabase check_supabase, supabase_status
redis check_redis, redis_info
docker-compose docker_status, docker_logs
Common git_status, git_diff, git_recent_commits, morning_routine, nightly_routine, tool_search

Language-Specific Tools

Node.js: check_nextjs/vite/express, run_typecheck, run_lint, run_tests, npm_scripts Python: run_pytest, run_mypy, check_virtualenv, run_lint (ruff/black) Rust: cargo_check, cargo_test, cargo_clippy

Generation Workflow

  1. Analyze Project - Detect tech stack, frameworks, test tools
  2. Select Tools - Use analysis.json or auto-detect
  3. Generate Code - TypeScript implementations with semantic descriptions
  4. Export Embeddings - tool_embeddings.json for semantic search
  5. Register Server - Update .claude/settings.json
  6. Report Status - Tools created, embedding summary, next steps
📄 See detailed workflow steps (optional)

Step 1: Project Detection

# Detect tech stack
ls package.json Cargo.toml pyproject.toml go.mod 2>/dev/null
# Find main directories
ls -d src lib app components 2>/dev/null
# Detect test framework
grep -l "jest\|mocha\|vitest\|pytest" package.json pyproject.toml 2>/dev/null

Step 2: Tool Implementation

See examples/tool-implementation.ts for detailed examples

Step 3: Server Registration

Uses Claude Code 2.0.70+ wildcard syntax:

{
  "mcpServers": {
    "[project]-dev": {
      "command": "node",
      "args": [".claude/mcp-servers/[project]-dev/dist/index.js"],
      "permissions": {
        "allowed": ["mcp__[project]-dev__*"]
      }
    }
  }
}

Benefits of wildcard permissions:

  • All current and future tools automatically allowed
  • Less configuration maintenance
  • Clearer intent: "trust this MCP server"
  • See docs/MCP_WILDCARD_PERMISSIONS.md for details

Semantic Tool Descriptions

Write descriptions optimized for semantic search:

Guideline Example
State action clearly "Check if...", "Run...", "Get..."
Include target "...Next.js development server..."
Mention use cases "...troubleshoot startup issues..."
List outputs "Returns status, URL, response time"
📋 Before/After Examples

Before (Too Brief)

{
  name: "health:dev-server",
  description: "Check dev server"
}

After (Semantic-Friendly)

{
  name: "health:dev-server",
  description: "Check if the Next.js development server is running and responding on port 3000. Use this to verify the dev environment is working, troubleshoot startup issues, or confirm the app is accessible. Returns status, URL, and response time."
}

Auto-Embedding Tools

Generated servers include tool_embeddings.json for semantic search:

{
  "generated_at": "2025-12-26T10:00:00Z",
  "model": "voyage-3.5",
  "dimension": 1024,
  "tools": [
    {
      "name": "health:dev-server",
      "description": "Check if the Next.js...",
      "embedding": [0.123, 0.456, ...]
    }
  ]
}

Requires Voyage API key. Set VOYAGE_API_KEY environment variable or skip with --no-embed.

Post-Generation Output

MCP server generated at .claude/mcp-servers/[project]-dev/

Tools created (8):
✓ health:dev-server - Check Next.js dev server
✓ health:database - Check PostgreSQL connectivity
✓ quality:typecheck - Run TypeScript type checking
✓ quality:lint - Run ESLint checks
✓ quality:test - Run Jest test suite
✓ git:status - Get git working tree status
✓ git:diff - Show staged and unstaged changes
✓ search:tools - Semantic tool search

Embedding Summary:
- Tool embeddings: .claude/tool_embeddings.json
- Total tools: 8
- Successfully embedded: 8
- Model: voyage-3.5

Next steps:
1. cd .claude/mcp-servers/[project]-dev
2. npm install
3. npm run build
4. Restart Claude Code to load MCP server

Would you like me to build and test it?

MCP Wildcard Permissions

Added in Claude Code 2.0.70

PopKit-generated MCP servers use wildcard permissions by default:

{
  "mcpServers": {
    "{project-name}-dev": {
      "permissions": {
        "allowed": ["mcp__{project-name}-dev__*"]
      }
    }
  }
}

Permission Patterns

Pattern Use Case
mcp__server__* Trust all tools (recommended for first-party servers)
mcp__server__health-* Trust tools by namespace prefix
Explicit list Trust specific tools only (third-party servers)

Custom Permissions

Override permissions after generation:

  1. Edit .claude/settings.json or .mcp.json
  2. Change from wildcard to explicit allow-list if needed
  3. Add denied list for risky operations:
{
  "permissions": {
    "allowed": ["mcp__git-tools__*"],
    "denied": ["mcp__git-tools__force-push", "mcp__git-tools__delete-branch"]
  }
}

Documentation: docs/MCP_WILDCARD_PERMISSIONS.md

Integration Requirements

Optional:

  • Project analysis (via analyze-project skill) for best results
  • Voyage AI API key for auto-embedding (recommended)

Enables:

  • Project-specific tools in Claude Code
  • Semantic tool search with natural language queries
  • Health monitoring with detailed status
  • Custom workflows tailored to your stack
  • Discoverable tools across projects

See examples/ directory for detailed code samples and implementation patterns.