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Phase 7

MCP Architecture

~3 min read

Concept & How It Works

    Why Does It Exist?

    Understanding the three-layer architecture clarifies where auth, transport, and capability logic live — critical for debugging connection issues.

    Real-World Analogy

    MCP architecture is a restaurant: host (dining room), client (waiter), server (kitchen) — each has a clear role in getting food (data/tools) to the customer (LLM).
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    Visual Workflows

    What is MCP Architecture?

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    Example

    Scenario

    Cursor (host) spawns an MCP client that connects to a Postgres MCP server (server) over stdio, discovering query and schema tools at startup.

    Solution

    In Model Context Protocol, apply MCP Architecture to this scenario: Cursor (host) spawns an MCP client that connects to a Postgres MCP server (server) over stdio, discovering query and schema tools at startup. 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 Architecture (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 Architecture happens in the code.

    MCP Architecture
    1# MCP Architecture — minimal example2from openai import OpenAI3
    4client = OpenAI()  # create API client5
    6# Ask the model to explain this topic7response = client.chat.completions.create(  # core API call for MCP Architecture8    model="gpt-4o-mini",9    messages=[10        {"role": "system", "content": "You explain mcp architecture clearly."},11        {"role": "user", "content": f"What is mcp architecture?"},12    ],13    temperature=0,14)15print(response.choices[0].message.content)  # show output for debugging

    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 Architecture as a black box without evaluation
    • Ignoring cost and latency in production
    • Skipping error handling for mcp architecture

    Cheat Sheet

    Quick recap — the most important points from this module.

    Cheat Sheet

    quick ref
    • MCP Architecture
    • Host
    • JSON-RPC
    • Capability Negotiation