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Simple Code Review Assistant

A lightweight MCP server designed for code reviews that integrates GitHub repository data with local documentation search capabilities. It allows AI models to fetch repository details, retrieve file contents via GitHub API, and search through local markdown files.

Tools
3
Updated
Jan 8, 2026
Validated
Jan 9, 2026

🔧 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!)

ToolPurposeImplementation
get_repositoryGet repo info from GitHubGitHub API call
search_docsSearch local documentationSimple file search
get_file_contentRead file from repoGitHub API call

Simple Flow

Client → MCP Server → GitHub API / Local Files → Response

📋 Core Requirements (Simplified)

Must-Have Features (6-8 hours scope)

  1. Basic MCP Server

    • Implement ONE MCP server file (server.py)
    • Support 3 simple tools (listed above)
    • Follow basic MCP protocol
    • Handle errors gracefully
  2. GitHub Integration

    • Connect to GitHub API using token
    • Implement get_repository tool
    • Implement get_file_content tool
    • Add basic rate limiting
  3. Documentation Search

    • Implement search_docs tool for local files
    • Search through markdown files in /docs folder
    • Return relevant file content
    • Support simple keyword matching
  4. Simple Client

    • Create client.py to test your MCP server
    • Demonstrate all 3 tools working
    • Show real GitHub data retrieval
    • Display search results

🔧 Implementation Steps

Step 1: Setup

pip install mcp requests
# Create basic file structure
# Setup GitHub token

Step 2: Basic MCP Server

  • Implement MCP protocol basics
  • Add the 3 required tools
  • Test with simple responses

Step 3: GitHub Integration

  • Connect to GitHub API
  • Implement repository and file tools
  • Add error handling

Step 4: Documentation Search

  • Create simple file search
  • Add sample documentation files
  • Test search functionality

Step 5: Client & Testing

  • Build simple client
  • Test all tools
  • Create demo

📝 Submission Requirements (Minimal)

Required Files

  • server.py - Working MCP server
  • client.py - Simple test client
  • requirements.txt - Dependencies
  • .env.example - Environment template
  • ✅ Sample docs in /docs folder

Demo Requirements

  • ✅ Show MCP server starting up
  • ✅ Demonstrate GitHub repository access
  • ✅ Show documentation search working
  • ✅ Explain your implementation approach

🔗 Resources

🔧 Development Commands

# Start MCP Server
python server.py

# Test with client (in another terminal)
python client.py --test-all

# Test individual tools
python client.py --test-github
python client.py --test-docs

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