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mcp-generator

在设置特定项目的开发工具或分析代码库后使用 - 生成具有语义搜索、项目感知工具和健康监控功能的自定义MCP服务器。支持基本模式和增强模式。如果通用popkit命令已经足够,或者对于那些MCP服务器开销不合理的较小项目,请勿使用 - 对于简单的工作流程,请坚持使用内置工具。

person作者: jakexiaohubgithub

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
<details> <summary>📄 See detailed workflow steps (optional)</summary>

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
</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" |

<details> <summary>📋 Before/After Examples</summary>

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."
}
</details>

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.