dispatch
Shared multi-model CLI dispatch infrastructure for the adv plugin. Houses dispatch.sh, preflight.sh, run-phase.sh, scope.sh, and…
Create MCP servers — multi-tool services exposed via Model Context Protocol. Use this skill whenever users mention MCP servers, building servers, server scaffolding, tool registration, or want to package tools for distribution via uvx or npx. Also use when the conversation
Claude Code
$ npx -y skills add andisab/swe-marketplace --skill mcp-server-dev --agent claude-code
Codex
$ npx skills add andisab/swe-marketplace --skill mcp-server-dev -a codex -y
Cursor
$ npx skills add andisab/swe-marketplace --skill mcp-server-dev -a cursor -y
Gemini CLI
$ npx skills add andisab/swe-marketplace --skill mcp-server-dev -a gemini-cli -y
GitHub Copilot
$ npx skills add andisab/swe-marketplace --skill mcp-server-dev -a github-copilot -y
OpenCode
$ npx skills add andisab/swe-marketplace --skill mcp-server-dev -a opencode -y
Windsurf
$ npx skills add andisab/swe-marketplace --skill mcp-server-dev -a windsurf -y
name: mcp-server-dev description: > Create MCP servers — multi-tool services exposed via Model Context Protocol. Use this skill whenever users mention MCP servers, building servers, server scaffolding, tool registration, or want to package tools for distribution via uvx or npx. Also use when the conversation involves stdio transport, server lifecycle, or grouping multiple related tools into a service. Covers Python (FastMCP) and TypeScript (@modelcontextprotocol/sdk) patterns, packaging, and testing. Activate for: - "Create an MCP server" - "Build a server with multiple tools" - "Package tools for uvx/npx" - "Set up stdio transport" - "Register tools on a server" Do NOT use for: - Creating a single standalone tool function (use mcp-tool-dev) - General REST API development - Claude Code agents, skills, or commands allowed-tools: Read, Write, Edit, Grep, Glob, Bash(mkdir:*, tree:*, ls:*), mcp__conventions__find_conventions, mcp__conventions__read_convention
Create multi-tool MCP servers in Python or TypeScript that follow the Model Context Protocol specification and Anthropic's tool design best practices.
An MCP server is a process that exposes one or more tools (and optionally resources and prompts) over the Model Context Protocol. Servers communicate via stdio transport — they read JSON-RPC from stdin and write responses to stdout.
MCP servers are how you package and distribute tool capabilities. An LLM client (Claude Code, Claude Desktop, etc.) starts the server process and calls its tools.
| Factor | Python (FastMCP) | TypeScript (@modelcontextprotocol/sdk) | |--------|-------------------|----------------------------------------| | **Distribution** | `uvx` (uv tool) | `npx` | | **Type system** | Type hints + docstrings | Zod schemas | | **Packaging** | `pyproject.toml` | `package.json` with bin | | **Async** | Native `async/await` | Native `async/await` | | **Best for** | Data science, Python tooling, API wrappers | Frontend tooling, Node.js ecosystem, npm distribution |
Choose Python when the tools interact with Python libraries or you prefer pyproject.toml packaging. Choose TypeScript when targeting the npm ecosystem or when tools interact with Node.js libraries.
List every tool with its name, description, parameters, and return format. Apply the consolidation principle: prefer fewer capable tools over many narrow ones.
For each tool, write the 3-4 sentence description (what, when to use, when NOT to use, behavior notes). This is the most important step — good descriptions prevent misuse.
Use the templates as starting points:
Core directory structure:
**Python:**
my-server/ ├── pyproject.toml # uvx entry point ├── src/my_server/ │ ├── __init__.py │ ├── server.py # FastMCP instance + tool registration │ └── tools/ # One file per tool or tool group │ └── search.py ├── tests/ │ ├── conftest.py │ └── test_tools.py └── README.md
**TypeScript:**
my-server/ ├── package.json # npx entry point with bin ├── tsconfig.json ├── src/ │ ├── index.ts # Entry: CLI args, transport, shutdown │ ├── server.ts # Tool registration │ └── tools/ │ └── search.ts ├── tests/ │ └── tools.test.ts └── README.md
Write each tool handler following the patterns in the language-specific reference:
Key principles for all tools:
**Python (uvx):** Set `[project.scripts]` in `pyproject.toml`:
[project.scripts] my-server = "my_server.server:main"
**TypeScript (npx):** Set `bin` in `package.json`:
{
"bin": { "my-server": "dist/index.js" }
}Implement graceful shutdown (SIGINT/SIGTERM handling). This is critical for clean process termination when the client disconnects.
Test at three levels: 1. **Unit**: Import handler, call with dict, assert output 2. **Integration**: Start server, call tools via MCP client 3. **Schema validation**: Verify tool definitions match expected schemas
See `references/server-testing-guide.md` for detailed patterns.
1. **No graceful shutdown** — server hangs when client disconnects; always handle SIGINT/SIGTERM 2. **Stdout pollution** — logging or print() to stdout corrupts JSON-RPC; use stderr for logging 3. **Missing tool descriptions** — tools without descriptions are invisible to the LLM 4. **Monolithic handlers** — 200-line tool handlers; split l
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