SKILL.md 12 KB


name: mcp-ops description: "Model Context Protocol server development, tool design, resource handling, and transport configuration. Use for: mcp, model context protocol, mcp server, mcp tool, mcp resource, fastmcp, mcp transport, stdio, sse, streamable http, mcp inspector, tool handler, mcp prompt." allowed-tools: "Read Write Bash"

related-skills: [claude-code-hooks, claude-code-debug, typescript-ops, python-fastapi-ops]

MCP Operations

Comprehensive patterns for building, testing, and deploying Model Context Protocol servers in Python and TypeScript.

MCP Architecture Quick Reference

┌─────────────────────────────────────────────────────────┐
│                     MCP Host                            │
│  (Claude Desktop, Claude Code, Custom App)              │
│                                                         │
│  ┌───────────┐   ┌───────────┐   ┌───────────┐        │
│  │  Client A  │   │  Client B  │   │  Client C  │       │
│  └─────┬─────┘   └─────┬─────┘   └─────┬─────┘        │
└────────┼───────────────┼───────────────┼────────────────┘
         │               │               │
    ┌────┴────┐     ┌────┴────┐     ┌────┴────┐
    │Transport│     │Transport│     │Transport│
    │ (stdio) │     │  (SSE)  │     │ (HTTP)  │
    └────┬────┘     └────┬────┘     └────┬────┘
         │               │               │
┌────────┴──┐     ┌──────┴────┐   ┌──────┴────┐
│  Server A  │     │  Server B  │   │  Server C  │
│            │     │            │   │            │
│ ┌────────┐ │     │ ┌────────┐ │   │ ┌────────┐ │
│ │ Tools  │ │     │ │Resources│ │   │ │Prompts │ │
│ └────────┘ │     │ └────────┘ │   │ └────────┘ │
│ ┌────────┐ │     │ ┌────────┐ │   │ ┌────────┐ │
│ │Resources│ │     │ │Prompts │ │   │ │ Tools  │ │
│ └────────┘ │     │ └────────┘ │   │ └────────┘ │
└────────────┘     └────────────┘   └────────────┘

Protocol: JSON-RPC 2.0 over chosen transport
Flow:     Client → request → Server → response → Client

Server Type Decision Tree

What transport does your MCP server need?
│
├─ Local CLI tool / single-user desktop integration?
│  └─ stdio
│     - Simplest setup, no networking
│     - Claude Desktop, Claude Code native support
│     - Process lifecycle managed by host
│
├─ Web dashboard / browser-based client?
│  └─ SSE (Server-Sent Events)
│     - HTTP-based, works through firewalls
│     - Persistent connection for server→client events
│     - Good for development and internal tools
│
└─ Production API / multi-tenant / cloud deployment?
   └─ Streamable HTTP
      - HTTP POST for requests, SSE for streaming responses
      - Supports stateless and stateful modes
      - Full auth support, load balancer friendly
      - Recommended for production deployments

Tool vs Resource vs Prompt Decision Tree

What does the LLM need to do?
│
├─ Perform an action or computation?
│  └─ TOOL
│     - Has side effects (API calls, file writes, DB mutations)
│     - Accepts structured input, returns results
│     - Examples: run_query, create_issue, send_email
│
├─ Read data or context?
│  └─ RESOURCE
│     - Read-only data retrieval
│     - Identified by URI (file://, db://, api://)
│     - Examples: config://app, schema://users, file://readme.md
│
└─ Guide the LLM's behavior or workflow?
   └─ PROMPT
      - Templated instructions with arguments
      - Suggests conversation starters or workflows
      - Examples: code_review(language, file), summarize(topic)

Python SDK Quick Start

from mcp.server.fastmcp import FastMCP

mcp = FastMCP("my-server")

@mcp.tool()
def search_docs(query: str) -> str:
    """Search documentation by keyword."""
    results = perform_search(query)
    return "\n".join(f"- {r.title}: {r.snippet}" for r in results)

@mcp.tool()
def create_ticket(title: str, body: str, priority: str = "medium") -> str:
    """Create a support ticket."""
    ticket = api.create(title=title, body=body, priority=priority)
    return f"Created ticket #{ticket.id}: {ticket.url}"

@mcp.resource("config://app")
def get_config() -> str:
    """Return current application configuration."""
    return json.dumps(load_config(), indent=2)

@mcp.resource("schema://db/{table}")
def get_table_schema(table: str) -> str:
    """Return the schema for a database table."""
    return json.dumps(get_schema(table), indent=2)

@mcp.prompt()
def code_review(language: str, filepath: str) -> str:
    """Generate a code review prompt for the given file."""
    return f"Review this {language} code in {filepath} for bugs, style issues, and performance."

if __name__ == "__main__":
    mcp.run()  # Defaults to stdio transport

Install and run:

uv init my-mcp-server && cd my-mcp-server
uv add mcp[cli]
# Run with: uv run python server.py
# Or:       uv run mcp run server.py

TypeScript SDK Quick Start

import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
import { z } from "zod";

const server = new McpServer({
  name: "my-server",
  version: "1.0.0",
});

// Register a tool
server.tool(
  "search_docs",
  "Search documentation by keyword",
  { query: z.string().describe("Search query") },
  async ({ query }) => {
    const results = await performSearch(query);
    return {
      content: [{ type: "text", text: results.join("\n") }],
    };
  }
);

// Register a resource
server.resource(
  "config",
  "config://app",
  { description: "Current application configuration" },
  async (uri) => ({
    contents: [{
      uri: uri.href,
      mimeType: "application/json",
      text: JSON.stringify(loadConfig(), null, 2),
    }],
  })
);

// Register a prompt
server.prompt(
  "code_review",
  "Generate a code review prompt",
  { language: z.string(), filepath: z.string() },
  async ({ language, filepath }) => ({
    messages: [{
      role: "user",
      content: {
        type: "text",
        text: `Review this ${language} code in ${filepath} for bugs and style issues.`,
      },
    }],
  })
);

async function main() {
  const transport = new StdioServerTransport();
  await server.connect(transport);
}
main().catch(console.error);

Install and run:

npm init -y
npm install @modelcontextprotocol/sdk zod
npx tsx server.ts

Transport Selection Matrix

Feature stdio SSE Streamable HTTP
Use case Local CLI tools, desktop Web dashboards, dev Production APIs
Protocol stdin/stdout pipes HTTP + EventSource HTTP POST + SSE
Auth support Env vars only Bearer tokens Full OAuth2/PKCE
Deployment Local process Single server Load balanced
Reconnection Process restart Auto-reconnect Stateless resilient
Multi-client 1:1 only Multiple clients Horizontally scalable
Firewall N/A (local) HTTP-friendly HTTP-friendly
State Process lifetime Connection lifetime Session or stateless
Best for Claude Desktop/Code Internal tools Cloud/enterprise

Authentication Patterns Quick Reference

# Pattern 1: API keys from environment
import os
from mcp.server.fastmcp import FastMCP

mcp = FastMCP("api-server")

@mcp.tool()
def call_api(endpoint: str) -> str:
    """Call external API with configured credentials."""
    api_key = os.environ["MY_API_KEY"]  # Set in client config
    resp = httpx.get(f"https://api.example.com/{endpoint}",
                     headers={"Authorization": f"Bearer {api_key}"})
    return resp.text
# Pattern 2: OAuth2 token refresh (in-memory cache)
import time

_token_cache: dict = {}

async def get_valid_token() -> str:
    if _token_cache.get("expires_at", 0) > time.time() + 60:
        return _token_cache["access_token"]
    resp = await httpx.AsyncClient().post("https://auth.example.com/token", data={
        "grant_type": "refresh_token",
        "refresh_token": os.environ["REFRESH_TOKEN"],
        "client_id": os.environ["CLIENT_ID"],
    })
    data = resp.json()
    _token_cache.update({
        "access_token": data["access_token"],
        "expires_at": time.time() + data["expires_in"],
    })
    return data["access_token"]
// Claude Desktop config with env vars
{
  "mcpServers": {
    "my-server": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/server", "python", "server.py"],
      "env": {
        "MY_API_KEY": "sk-...",
        "DATABASE_URL": "postgresql://..."
      }
    }
  }
}

Common Gotchas

Gotcha Why Fix
Tool not appearing in client inputSchema has invalid JSON Schema Validate schema with jsonschema library; use Pydantic/Zod to generate
Tool returns raw object Results must be content list with typed items Always return {"content": [{"type": "text", "text": "..."}]}
Timeout on long operations Default client timeout is often 30-60s Add progress notifications; break into smaller operations
Concurrent requests fail Tool handler uses shared mutable state Use asyncio locks, or make handlers stateless
Large response crashes client MCP messages have practical size limits Paginate results; return summaries with detail-fetch tools
Error swallowed silently Exception in handler returns generic error Set isError: true in response; include error message in content
SSE connection drops No keep-alive or reconnection logic Implement heartbeat; client auto-reconnects on SSE
Client ignores new tools Capabilities not updated after tool change Call server.request_context.session.send_resource_list_changed()
Tool name collision Two servers register same tool name Namespace tools: myserver_search not just search
Resource URI too generic data://info is ambiguous Use specific schemes: db://myapp/users, config://myapp/settings
async def missing on handler FastMCP tools can be sync or async, but I/O should be async Use async def for any handler doing network/file I/O
Server works locally, fails in Claude Desktop Different working directory or PATH Use absolute paths; log os.getcwd() on startup

Reference Files

File Lines Content
references/server-architecture.md ~700 Server lifecycle, FastMCP/TS SDK setup, capabilities, middleware, error handling
references/tool-handlers.md ~650 Schema design, validation, return types, composition, side effects, examples
references/resources-prompts.md ~550 Resource URIs, static/dynamic resources, templates, prompts, subscriptions
references/transport-auth.md ~550 stdio/SSE/HTTP transports, session management, OAuth2, rate limiting, TLS
references/testing-debugging.md ~550 MCP Inspector, unit/integration testing, protocol debugging, CI, performance

See Also