From d31fa51173dddb0a2c5d9d5667e83c9a839289ef Mon Sep 17 00:00:00 2001 From: Leodanis Pozo Ramos Date: Fri, 17 Oct 2025 15:53:22 +0200 Subject: [PATCH 1/3] Sample code for the article on building an MCP client --- python-mcp-client/README.md | 81 ++++ python-mcp-client/mcp_client/__init__.py | 0 python-mcp-client/mcp_client/__main__.py | 28 ++ python-mcp-client/mcp_client/chat.py | 17 + python-mcp-client/mcp_client/cli.py | 24 + python-mcp-client/mcp_client/handlers.py | 106 +++++ python-mcp-client/mcp_client/mcp_client.py | 94 ++++ python-mcp-client/mcp_server/greeting.txt | 2 + python-mcp-client/mcp_server/mcp_server.py | 26 ++ python-mcp-client/pyproject.toml | 21 + python-mcp-client/uv.lock | 510 +++++++++++++++++++++ 11 files changed, 909 insertions(+) create mode 100755 python-mcp-client/README.md create mode 100644 python-mcp-client/mcp_client/__init__.py create mode 100644 python-mcp-client/mcp_client/__main__.py create mode 100644 python-mcp-client/mcp_client/chat.py create mode 100644 python-mcp-client/mcp_client/cli.py create mode 100644 python-mcp-client/mcp_client/handlers.py create mode 100755 python-mcp-client/mcp_client/mcp_client.py create mode 100644 python-mcp-client/mcp_server/greeting.txt create mode 100755 python-mcp-client/mcp_server/mcp_server.py create mode 100644 python-mcp-client/pyproject.toml create mode 100644 python-mcp-client/uv.lock diff --git a/python-mcp-client/README.md b/python-mcp-client/README.md new file mode 100755 index 0000000000..7fe2a75cae --- /dev/null +++ b/python-mcp-client/README.md @@ -0,0 +1,81 @@ +# MCP Client + +A minimal client for testing Model Context Protocol (MCP) servers, featuring AI integration. + +## Features + +- **MCP server integration**: Connect to any MCP server +- **Server introspection**: List available tools, prompts, and resources with the `--members` option +- **TUI AI-powered chat**: Interactive chat with AI-powered tool execution using the `--chat` option + +## Installation + +1. Download the sample code + +2. Install dependencies: +```console +$ uv sync +``` + +3. Set up your OpenAI API key: +```console +$ export OPENAI_API_KEY="your-openai-api-key" +``` + +## Usage + +### List Server Members + +Inspect what tools, prompts, and resources are available on an MCP server: + +```console +$ uv run python -m mcp_client /path/to/mcp_server.py --members +``` + +This command will display the following: + +- Tools and their descriptions +- Prompts and their purposes +- Resources and their types + +### Interactive Chat Mode + +Start an interactive chat session using the MCP server tools: + +```console +$ uv run python -m mcp_client --chat +``` + +- Example - Ask questions and get AI-powered responses: +```console +$ uv run python -m mcp_client mcp_server/mcp_server.py --chat + +MCP Client Started! +Type your queries or 'quit' to exit. + +You: Greet Pythonista + +Assistant: [Used echo({'message': "Hello, Pythonista! 🐍 How's your coding journey going today?"})] +Hello, Pythonista! 🐍 How's your coding journey going today? + +You: +``` + +- The AI will automatically use available MCP tools when needed +- Type `quit` to exit + +## Example MCP Server + +The project includes, `mcp_server.py`, which is a minimal MCP server that provides: + +- A sample tool that says hello +- Sample prompts and resources + +You can use this server to test the client's functionalities. + +## Requirements + +- Python >= 3.13 +- The MCP Python SDK and OpenAI Python SDK +- An OpenAI API key +- An MCP server to connect to diff --git a/python-mcp-client/mcp_client/__init__.py b/python-mcp-client/mcp_client/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/python-mcp-client/mcp_client/__main__.py b/python-mcp-client/mcp_client/__main__.py new file mode 100644 index 0000000000..a21afd6e5a --- /dev/null +++ b/python-mcp-client/mcp_client/__main__.py @@ -0,0 +1,28 @@ +import asyncio + +from mcp_client.cli import parse_args +from mcp_client.mcp_client import MCPClient + + +def main(): + """Entry point for the mcp-client CLI app.""" + args = parse_args() + if not args.server_path.exists(): + print(f"Error: Server script '{args.server_path}' not found") + return + + async def run(): + try: + async with MCPClient(args.server_path) as client: + if args.members: + await client.list_all_members() + elif args.chat: + await client.run_chat() + except RuntimeError as e: + print(e) + + asyncio.run(run()) + + +if __name__ == "__main__": + main() diff --git a/python-mcp-client/mcp_client/chat.py b/python-mcp-client/mcp_client/chat.py new file mode 100644 index 0000000000..7624954839 --- /dev/null +++ b/python-mcp-client/mcp_client/chat.py @@ -0,0 +1,17 @@ +async def run_chat(handler) -> None: + """Run an AI-handled chat session.""" + print("\nMCP Client's Chat Started!") + print("Type your queries or 'quit' to exit.") + + while True: + try: + if not (query := input("\nYou: ").strip()): + continue + if query.lower() == "quit": + break + + print("\n" + await handler.process_query(query)) + except Exception as e: + print(f"\nError: {str(e)}") + + print("\nGoodbye!") diff --git a/python-mcp-client/mcp_client/cli.py b/python-mcp-client/mcp_client/cli.py new file mode 100644 index 0000000000..e0707a2865 --- /dev/null +++ b/python-mcp-client/mcp_client/cli.py @@ -0,0 +1,24 @@ +import argparse +import pathlib + + +def parse_args(): + """Parse command line arguments and return parsed args.""" + parser = argparse.ArgumentParser(description="A minimal MCP client") + parser.add_argument( + "server_path", + type=pathlib.Path, + help="path to the MCP server script", + ) + group = parser.add_mutually_exclusive_group(required=True) + group.add_argument( + "--members", + action="store_true", + help="list the MCP server's tools, prompts, and resources", + ) + group.add_argument( + "--chat", + action="store_true", + help="start an AI-powered chat with MCP server integration", + ) + return parser.parse_args() diff --git a/python-mcp-client/mcp_client/handlers.py b/python-mcp-client/mcp_client/handlers.py new file mode 100644 index 0000000000..fd0b2eeb10 --- /dev/null +++ b/python-mcp-client/mcp_client/handlers.py @@ -0,0 +1,106 @@ +import json +import os + +from mcp import ClientSession +from openai import OpenAI + +MODEL = "gpt-4o-mini" +MAX_TOKENS = 1000 + + +class OpenAIQueryHandler: + """Handle OpenAI API interaction and MCP tool execution.""" + + def __init__(self, client_session: ClientSession): + self.client_session = client_session + if not (api_key := os.getenv("OPENAI_API_KEY")): + raise RuntimeError( + "Error: OPENAI_API_KEY environment variable not set", + ) + self.openai = OpenAI(api_key=api_key) + + async def process_query(self, query: str) -> str: + """Process a query using OpenAI and available MCP tools.""" + # Get initial Model's response and decision on tool calls + messages = [{"role": "user", "content": query}] + initial_response = self.openai.chat.completions.create( + model=MODEL, + max_tokens=MAX_TOKENS, + messages=messages, + tools=await self._get_tools(), + ) + + current_message = initial_response.choices[0].message + result_parts = [] + + if current_message.content: + result_parts.append(current_message.content) + + # Handle tool usage if present + if tool_calls := current_message.tool_calls: + messages.append( + { + "role": "assistant", + "content": current_message.content or "", + "tool_calls": tool_calls, + } + ) + + # Execute tools + for tool_call in tool_calls: + tool_result = await self._execute_tool(tool_call) + result_parts.append(tool_result["log"]) + messages.append(tool_result["message"]) + + # Get final Model's response after tool execution + final_response = self.openai.chat.completions.create( + model=MODEL, + max_tokens=MAX_TOKENS, + messages=messages, + ) + + if content := final_response.choices[0].message.content: + result_parts.append(content) + + return "Assistant: " + "\n".join(result_parts) + + async def _get_tools(self) -> list: + """Get MCP tools formatted for OpenAI.""" + response = await self.client_session.list_tools() + return [ + { + "type": "function", + "function": { + "name": tool.name, + "description": tool.description or "No description", + "parameters": getattr( + tool, + "inputSchema", + {"type": "object", "properties": {}}, + ), + }, + } + for tool in response.tools + ] + + async def _execute_tool(self, tool_call) -> dict: + """Execute an MCP tool call and return formatted result.""" + tool_name = tool_call.function.name + tool_args = json.loads(tool_call.function.arguments or "{}") + + try: + result = await self.client_session.call_tool(tool_name, tool_args) + content = result.content[0].text if result.content else "" + log = f"[Used {tool_name}({tool_args})]" + except Exception as e: + content = f"Error: {e}" + log = f"[{content}]" + + return { + "log": log, + "message": { + "role": "tool", + "tool_call_id": tool_call.id, + "content": content, + }, + } diff --git a/python-mcp-client/mcp_client/mcp_client.py b/python-mcp-client/mcp_client/mcp_client.py new file mode 100755 index 0000000000..4f431bd970 --- /dev/null +++ b/python-mcp-client/mcp_client/mcp_client.py @@ -0,0 +1,94 @@ +import sys +from contextlib import AsyncExitStack +from typing import Self + +from mcp import ClientSession, StdioServerParameters +from mcp.client.stdio import stdio_client + +from mcp_client import chat +from mcp_client.handlers import OpenAIQueryHandler + + +class MCPClient: + """MCP client to interact with MCP server. + + Usage: + async with MCPClient(server_path) as client: + # Call client methods here... + """ + + client_session: ClientSession + + def __init__(self, server_path: str): + self.server_path = server_path + self.exit_stack = AsyncExitStack() + + async def list_all_members(self) -> None: + """List all available tools, prompts, and resources.""" + print("MCP Server Members") + print("=" * 50) + + sections = { + "tools": self.client_session.list_tools, + "prompts": self.client_session.list_prompts, + "resources": self.client_session.list_resources, + } + for section, listing_method in sections.items(): + await self._list_section(section, listing_method) + + print("\n" + "=" * 50) + + async def run_chat(self) -> None: + """Start interactive chat with MCP server using OpenAI.""" + try: + handler = OpenAIQueryHandler(self.client_session) + await chat.run_chat(handler) + except RuntimeError as e: + print(e) + + async def __aenter__(self) -> Self: + self.client_session = await self._connect_to_server() + return self + + async def __aexit__(self, *_) -> None: + await self.exit_stack.aclose() + + async def _list_section( + self, + section: str, + list_func, + ) -> None: + try: + items = getattr(await list_func(), section) + if items: + print(f"\n{section.upper()} ({len(items)}):") + print("-" * 30) + for item in items: + description = item.description or "No description" + print(f" > {item.name} - {description}") + else: + print(f"\n{section.upper()}: None available") + except Exception as e: + print(f"\n{section.upper()}: Error - {e}") + + async def _connect_to_server(self) -> ClientSession: + try: + stdio, write = await self.exit_stack.enter_async_context( + stdio_client( + server=StdioServerParameters( + command="sh", + args=[ + "-c", + f"{sys.executable} {self.server_path} 2>/dev/null", + ], + env=None, + ) + ) + ) + client_session = await self.exit_stack.enter_async_context( + ClientSession(stdio, write) + ) + await client_session.initialize() + return client_session + except Exception: + raise RuntimeError("Error: Failed to connect to server") diff --git a/python-mcp-client/mcp_server/greeting.txt b/python-mcp-client/mcp_server/greeting.txt new file mode 100644 index 0000000000..43093c46b4 --- /dev/null +++ b/python-mcp-client/mcp_server/greeting.txt @@ -0,0 +1,2 @@ +Hello, World! +Welcome to MCP Client programming! \ No newline at end of file diff --git a/python-mcp-client/mcp_server/mcp_server.py b/python-mcp-client/mcp_server/mcp_server.py new file mode 100755 index 0000000000..5cd3a8ad3b --- /dev/null +++ b/python-mcp-client/mcp_server/mcp_server.py @@ -0,0 +1,26 @@ +from mcp.server.fastmcp import FastMCP + +mcp = FastMCP("mcp_server") + + +@mcp.tool() +async def echo(message: str) -> str: + """Echo back the message.""" + return message + + +@mcp.prompt() +async def greeting_prompt(name: str) -> str: + """A simple greeting prompt.""" + return f"Great {name} kindly." + + +@mcp.resource("file://./greeting.txt") +def greeting_file() -> str: + """The greeting text file.""" + with open("greeting.txt", "r", encoding="utf-8") as file: + return file.read() + + +if __name__ == "__main__": + mcp.run(transport="stdio") diff --git a/python-mcp-client/pyproject.toml b/python-mcp-client/pyproject.toml new file mode 100644 index 0000000000..d7c234ab50 --- /dev/null +++ b/python-mcp-client/pyproject.toml @@ -0,0 +1,21 @@ +[project] +name = "mcp-client" +version = "0.1.0" +description = "MCP client for testing MCP servers." +readme = "README.md" +requires-python = ">=3.13" +dependencies = [ + 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python-mcp-client/{ => source-code-final}/mcp_client/__main__.py | 0 python-mcp-client/{ => source-code-final}/mcp_client/chat.py | 0 python-mcp-client/{ => source-code-final}/mcp_client/cli.py | 0 python-mcp-client/{ => source-code-final}/mcp_client/handlers.py | 0 .../{ => source-code-final}/mcp_client/mcp_client.py | 0 python-mcp-client/{ => source-code-final}/mcp_server/greeting.txt | 0 .../{ => source-code-final}/mcp_server/mcp_server.py | 0 python-mcp-client/{ => source-code-final}/pyproject.toml | 0 python-mcp-client/{ => source-code-final}/uv.lock | 0 11 files changed, 0 insertions(+), 0 deletions(-) rename python-mcp-client/{ => source-code-final}/README.md (100%) rename python-mcp-client/{ => source-code-final}/mcp_client/__init__.py (100%) rename python-mcp-client/{ => source-code-final}/mcp_client/__main__.py (100%) rename python-mcp-client/{ => source-code-final}/mcp_client/chat.py (100%) rename python-mcp-client/{ => source-code-final}/mcp_client/cli.py (100%) rename python-mcp-client/{ => source-code-final}/mcp_client/handlers.py (100%) rename python-mcp-client/{ => source-code-final}/mcp_client/mcp_client.py (100%) rename python-mcp-client/{ => source-code-final}/mcp_server/greeting.txt (100%) rename python-mcp-client/{ => source-code-final}/mcp_server/mcp_server.py (100%) rename python-mcp-client/{ => source-code-final}/pyproject.toml (100%) rename python-mcp-client/{ => source-code-final}/uv.lock (100%) diff --git a/python-mcp-client/README.md b/python-mcp-client/source-code-final/README.md similarity index 100% rename from python-mcp-client/README.md rename to python-mcp-client/source-code-final/README.md diff --git a/python-mcp-client/mcp_client/__init__.py b/python-mcp-client/source-code-final/mcp_client/__init__.py similarity index 100% rename from python-mcp-client/mcp_client/__init__.py rename to python-mcp-client/source-code-final/mcp_client/__init__.py diff --git a/python-mcp-client/mcp_client/__main__.py b/python-mcp-client/source-code-final/mcp_client/__main__.py similarity index 100% rename from python-mcp-client/mcp_client/__main__.py rename to python-mcp-client/source-code-final/mcp_client/__main__.py diff --git a/python-mcp-client/mcp_client/chat.py b/python-mcp-client/source-code-final/mcp_client/chat.py similarity index 100% rename from python-mcp-client/mcp_client/chat.py rename to python-mcp-client/source-code-final/mcp_client/chat.py diff --git a/python-mcp-client/mcp_client/cli.py b/python-mcp-client/source-code-final/mcp_client/cli.py similarity index 100% rename from python-mcp-client/mcp_client/cli.py rename to python-mcp-client/source-code-final/mcp_client/cli.py diff --git a/python-mcp-client/mcp_client/handlers.py b/python-mcp-client/source-code-final/mcp_client/handlers.py similarity index 100% rename from python-mcp-client/mcp_client/handlers.py rename to python-mcp-client/source-code-final/mcp_client/handlers.py diff --git a/python-mcp-client/mcp_client/mcp_client.py b/python-mcp-client/source-code-final/mcp_client/mcp_client.py similarity index 100% rename from python-mcp-client/mcp_client/mcp_client.py rename to python-mcp-client/source-code-final/mcp_client/mcp_client.py diff --git a/python-mcp-client/mcp_server/greeting.txt b/python-mcp-client/source-code-final/mcp_server/greeting.txt similarity index 100% rename from python-mcp-client/mcp_server/greeting.txt rename to python-mcp-client/source-code-final/mcp_server/greeting.txt diff --git a/python-mcp-client/mcp_server/mcp_server.py b/python-mcp-client/source-code-final/mcp_server/mcp_server.py similarity index 100% rename from python-mcp-client/mcp_server/mcp_server.py rename to python-mcp-client/source-code-final/mcp_server/mcp_server.py diff --git a/python-mcp-client/pyproject.toml b/python-mcp-client/source-code-final/pyproject.toml similarity index 100% rename from python-mcp-client/pyproject.toml rename to python-mcp-client/source-code-final/pyproject.toml diff --git a/python-mcp-client/uv.lock b/python-mcp-client/source-code-final/uv.lock similarity index 100% rename from python-mcp-client/uv.lock rename to python-mcp-client/source-code-final/uv.lock From 237a9737ddaeff72a894bad103f23f3d30d9c84e Mon Sep 17 00:00:00 2001 From: Leodanis Pozo Ramos Date: Mon, 20 Oct 2025 15:46:14 +0200 Subject: [PATCH 3/3] Add a README file --- python-mcp-client/README.md | 3 +++ 1 file changed, 3 insertions(+) create mode 100644 python-mcp-client/README.md diff --git a/python-mcp-client/README.md b/python-mcp-client/README.md new file mode 100644 index 0000000000..952eb810ce --- /dev/null +++ b/python-mcp-client/README.md @@ -0,0 +1,3 @@ +# Build a Python MCP Client to Test Servers From Your Terminal + +This folder provides the code examples for the Real Python article [Build a Python MCP Client to Test Servers From Your Terminal](https://realpython.com/python-mcp-client/). \ No newline at end of file