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Phase 7

MCP Client

~3 min read

Concept & How It Works

    Why Does It Exist?

    If you're building a custom agent app, you implement or use an MCP client to consume any compliant server without custom integration code.

    Real-World Analogy

    An MCP client is a universal remote control that pairs with any MCP-compatible device after a one-time setup.
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    Visual Workflows

    What is MCP Client?

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    Example

    Scenario

    Your custom agent app's MCP client connects to three servers at startup — filesystem, GitHub, and Postgres — and merges their tool lists for the LLM.

    Solution

    In Model Context Protocol, apply MCP Client to this scenario: Your custom agent app's MCP client connects to three servers at startup — filesystem, GitHub, and Postgres — and merges their tool lists for the LLM. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.

    Practice Task

    Do this before moving to the next module — reading alone is not enough.

    Open the Code Walkthrough below and run it locally. Change one parameter related to MCP Client (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.

    Code Walkthrough

    Highlighted lines show where MCP Client happens in the code.

    MCP Client
    1from mcp import ClientSession, StdioServerParameters  # import dependencies2from mcp.client.stdio import stdio_client  # import dependencies3
    4server_params = StdioServerParameters(command="npx", args=["-y", "@modelcontextprotocol/server-filesystem", "/workspace"])5async with stdio_client(server_params) as (read, write):  # key line for MCP Client6    async with ClientSession(read, write) as session:  # key line for MCP Client7        await session.initialize()8        tools = await session.list_tools()9        result = await session.call_tool("read_file", {"path": "README.md"})

    Commands to Remember

    Commands to Remember

    • npx @modelcontextprotocol/inspector # debug MCP servers interactively
    • pip install mcp # Python MCP SDK
    • uvx mcp-server-filesystem # run a filesystem MCP server

    Common Mistakes

    • Treating MCP Client as a black box without evaluation
    • Ignoring cost and latency in production
    • Skipping error handling for mcp client

    Cheat Sheet

    Quick recap — the most important points from this module.

    Cheat Sheet

    quick ref
    • MCP Client
    • ClientSession
    • stdio
    • list_tools