6-8 Hours Intermediate Level Developers Model Context Protocol (MCP) Basics
概览
6-8 Hours Intermediate Level Developers Model Context Protocol (MCP) Basics By completing this assignment, you will: - Build a basic MCP server using - Implement simple tool interfaces for AI models - Practice GitHub API integration - Understand how AI models connect to external data sources - Python 3.11+ experience - Basic understanding of REST APIs - Familiarity with GitHub API - Basic knowledge of AI/LLM concepts 1. - Implement ONE MCP server file (server.py) - Support 3 simple tools (listed above) - Follow basic MCP protocol - Handle errors gracefully 2. - Connect to GitHub API using token - Implement get_repository tool - Implement get_file_content tool - Add basic rate limiting 3. - Implement search_docs tool for local files - Search through markdown files in /docs folder - Return relevant file content - Support simple keyword matching 4. - Create client.
README
以下为原文 README 节选,完整内容请查看原文。
🔧 Simple Code Review Assistant - MCP Assignment
Assignment Duration: 6-8 Hours
Target Audience: Intermediate Level Developers
Focus: Model Context Protocol (MCP) Basics
🎯 Learning Objectives
By completing this assignment, you will:
- Build a basic MCP server using Model Context Protocol
- Implement simple tool interfaces for AI models
- Practice GitHub API integration
- Understand how AI models connect to external data sources
📋 Prerequisites
- Python 3.11+ experience
- Basic understanding of REST APIs
- Familiarity with GitHub API
- Basic knowledge of AI/LLM concepts
🚀 Quick Start
1. Environment Setup
# Clone and navigate to project
cd MCPAssignment
# Create virtual environment
python3 -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
# Install dependencies
pip install -r requirements.txt
2. Configuration
Create .env file in the project root:
GITHUB_TOKEN=your_github_token_here
GITHUB_REPO_OWNER=your_github_username
GITHUB_REPO_NAME=your_repository_name
3. Run the MCP Server
# Start the MCP Server
python server.py
# Test the server (in another terminal)
python client.py
📁 Project Structure
mcp-code-review/
├── README.md # Your implementation documentation
├── requirements.txt # Dependencies
├── .env.example # Environment template
├── server.py # Single MCP Server file
├── client.py # Simple client to test server
└── docs/
├── api_guide.md # Sample documentation
└── setup_guide.md # Sample documentation
🏗️ System Architecture
MCP Tools (Keep it Simple!)
| Tool | Purpose | Implementation |
|---|---|---|
| get_repository | Get repo info from GitHub | GitHub API call |
| search_docs | Search local documentation | Simple file search |
| get_file_content | Read file from repo | GitHub API call |
Simple Flow
Client → MCP Server → GitHub API / Local Files → Response
📋 Core Requirements (Simplified)
Must-Have Features (6-8 hours scope)
-
Basic MCP Server
- Implement ONE MCP server file (
server.py) - Support 3 simple tools (listed above)
- Follow basic MCP protocol
- Handle errors gracefully
- Implement ONE MCP server file (
-
GitHub Integration
- Connect to GitHub API using token
- Implement
get_repositorytool - Implement
get_file_contenttool - Add basic rate limiting
-
Documentation Search
- Implement
search_docstool for local files - Search through markdown files in
/docsfolder - Return relevant file content
- Support simple keyword matching
- Implement
-
Simple Client
- Create
client.pyto test your MCP server - Demonstrate all 3 tools working
- Show real GitHub data retrieval
- Display search results
- Create
🔧 Implementation Steps
Step 1: Setup
pip install mcp requests
# Create basic file structure
安装
This server does not publish a one-line install command.
Open the repository installation guide 新手?先看 mcpskill.org 教程 →