MCP Chromium ARM64 Server

Cross-platform ARM64 browser automation via Chrome DevTools Protocol

Native Chromium control with 22 MCP tools for Linux, macOS, and Windows ARM64

🚀 Two Implementation Approaches Available

📦 Version Comparison

Feature	Direct CDP (v1.3.0) ⭐ RECOMMENDED	Puppeteer-based (v1.2.0)
Dependencies	Only `ws` + MCP SDK (89 packages)	Puppeteer + MCP SDK (163 packages)
Memory Usage	Lower (native chromium)	Higher (Node.js wrapper overhead)
Startup Time	Faster (direct WebSocket)	Slower (puppeteer initialization)
Browser Control	Native Chrome DevTools Protocol	Puppeteer abstraction layer
ARM64 Optimization	Full native ARM64	Depends on Puppeteer ARM64 support
Debugging	Raw CDP messages visible	Abstracted by Puppeteer
Maintenance	Chrome protocol changes only	Puppeteer + Chrome protocol changes
Performance	Best (direct communication)	Good (wrapped communication)

🎯 When to Use Which Version

Use Direct CDP (v1.3.0) if:

✅ You want maximum performance and minimum dependencies
✅ You need native ARM64 optimization
✅ You want direct Chrome DevTools Protocol control
✅ You're building production automation systems
✅ You want the latest features and fastest updates

Use Puppeteer-based (v1.2.0) if:

✅ You're migrating from existing Puppeteer code
✅ You prefer the Puppeteer API abstraction
✅ You need specific Puppeteer features not yet implemented in direct CDP
✅ You want to minimize changes to existing workflows

🔄 Switching Between Versions

bash

# Switch to Direct CDP (recommended)
git checkout direct-chromium
npm install  # Only 89 packages

# Switch back to Puppeteer version
git checkout main  
npm install  # 163 packages

---

📚 Documentation & Specialized Guides

This repository includes multiple documentation approaches for different audiences:

🎯 For Developers & DevOps Engineers

**📖 TECHNICAL README** - Comprehensive technical documentation including:

Architecture diagrams and API reference
Performance benchmarks and optimization guides
CI/CD integration examples and E2E testing workflows
Advanced debugging and customization options

🍓 For Makers & Entrepreneurs

**📖 RASPBERRY PI README** - Budget-focused guide featuring:

Complete $480 AI development setup
No-code SaaS development workflows
Real-world startup use cases and ROI analysis
Global accessibility and maker movement focus

⚡ Quick Links

Developers: Jump to Technical Documentation →
Makers: Jump to Raspberry Pi Guide →
Everyone: Continue reading for universal setup and usage

---

✨ Core Features

🤖 Native ARM64 Browser Automation

Direct Chrome DevTools Protocol implementation
22 comprehensive MCP tools for complete browser control
Optimized for Raspberry Pi and Apple Silicon architectures
No dependency on broken x86_64 Puppeteer binaries

⚡ High Performance Architecture

Only 2 dependencies (ws + MCP SDK) vs 163 packages in Puppeteer
Lower memory usage and faster startup times
Direct WebSocket communication with Chrome
Comprehensive logging and audit capabilities

🛠️ Enterprise-Ready Development

Full debugging suite with console/network monitoring
Accessibility, SEO, and performance audits built-in
CI/CD integration examples and E2E testing workflows
Cross-platform compatibility (Linux ARM64, macOS Apple Silicon)

💰 Affordable Innovation Platform

Complete AI development setup for under $500
Same capabilities as $50K+ enterprise workstations
Global accessibility for makers and startups worldwide
No recurring cloud costs - own your infrastructure

---

🚀 Universal Quick Start

Prerequisites

bash

# Install system dependencies
sudo apt update
sudo apt install chromium-browser nodejs npm python3

# Verify Chromium works
chromium-browser --version

Installation

bash

git clone https://github.com/nfodor/mcp-chromium-arm64
cd mcp-chromium-arm64
npm install
chmod +x *.py *.sh

Quick Test (One-Liner)

bash

# Verify it works immediately after install:
python3 -c "import sys; sys.path.append('.'); import arm64_browser; print('[OK] ARM64 Browser Works!' if 'error' not in arm64_browser.navigate('https://example.com').lower() else '[FAIL] Failed')"

Expected Result: [OK] ARM64 Browser Works!

Test & Demo

bash

# Quick demo with immediate visible results (30 seconds)
python3 instant_demo.py

# Or comprehensive demo showing all capabilities (2-3 minutes)
./run_demo.sh

Test the Setup

bash

# Test MCP server directly
echo '{"jsonrpc":"2.0","method":"tools/list","id":1}' | node index.js

# Test Python wrapper
python3 simple_browser.py

---

🛠️ Developer Guide & Debugging

🔧 Available MCP Tools (22 total)

Core Browser Control

navigate - Navigate to URLs with full page loading
screenshot - Capture PNG screenshots (full page or viewport)
click - Click elements by CSS selector with precise positioning
fill - Fill input fields with text or values
hover - Hover over elements for dropdown/tooltip interactions
select - Select dropdown options by value
evaluate - Execute JavaScript and return results
get_content - Extract page HTML or plain text content

Advanced Functionality

get_console_logs - Retrieve browser console output
get_console_errors - Get console error messages only
get_network_logs - Monitor all network requests/responses
get_network_errors - Track failed network requests (4xx/5xx)
wipe_logs - Clear all stored logs from memory
get_selected_element - Get info about currently focused element

Audit & Analysis Tools

run_accessibility_audit - Check alt text, labels, headings, contrast
run_performance_audit - Measure load times, memory usage, resources
run_seo_audit - Validate title, meta description, H1 tags, canonical
run_best_practices_audit - Check HTTPS, deprecated HTML, viewport
run_nextjs_audit - Next.js specific optimization checks
run_debugger_mode - Comprehensive debugging information
run_audit_mode - Run all audits together with summary
close_browser - Clean shutdown of chromium process

🐛 Debugging & Development

Direct MCP Testing

bash

# Test individual tools directly
echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"navigate","arguments":{"url":"https://example.com"}}}' | node index.js

echo '{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"evaluate","arguments":{"script":"document.title"}}}' | node index.js

echo '{"jsonrpc":"2.0","id":3,"method":"tools/call","params":{"name":"screenshot","arguments":{"name":"debug.png"}}}' | node index.js

Chrome DevTools Protocol Debugging

bash

# Manual CDP connection test
node -e "
const { WebSocket } = require('ws');
const { spawn } = require('child_process');

const chrome = spawn('/usr/bin/chromium-browser', [
  '--headless', '--remote-debugging-port=9227'
]);

setTimeout(() => {
  fetch('http://localhost:9227/json')
    .then(r => r.json())
    .then(tabs => {
      console.log('Available tabs:', tabs.length);
      const ws = new WebSocket(tabs[0].webSocketDebuggerUrl);
      ws.on('open', () => {
        console.log('CDP WebSocket connected!');
        ws.send(JSON.stringify({id: 1, method: 'Runtime.evaluate', params: {expression: '2+2'}}));
      });
      ws.on('message', (data) => {
        console.log('CDP Response:', JSON.parse(data));
        chrome.kill();
        process.exit(0);
      });
    });
}, 2000);
"

Performance Monitoring

bash

# Monitor system resources during operation
htop &
echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"navigate","arguments":{"url":"https://httpbin.org/delay/5"}}}' | time node index.js

# Check memory usage
ps aux | grep chromium
free -h

Network Debugging

bash

# Check if debugging port is accessible
curl -s http://localhost:9222/json | jq '.[] | {id, title, type}'

# Monitor WebSocket traffic (install websocat)
websocat ws://localhost:9222/devtools/page/[TAB_ID] --text -v

🔍 Common Debugging Scenarios

1. WebSocket Connection Issues

bash

# Symptoms: "CDP command timeout" errors
# Check if chrome debugging port is running
lsof -i :9222

# Test manual connection
node -e "
const { WebSocket } = require('ws');
const ws = new WebSocket('ws://localhost:9222/devtools/browser');
ws.on('open', () => console.log('✓ WebSocket OK'));
ws.on('error', (e) => console.log('✗ WebSocket Error:', e.message));
setTimeout(() => process.exit(0), 2000);
"

2. Chrome Process Issues

bash

# Symptoms: Browser won't start or hangs
# Kill any stuck processes
pkill -f chromium-browser
pkill -f remote-debugging-port

# Test chrome startup manually
timeout 10s /usr/bin/chromium-browser --headless --remote-debugging-port=9223 --no-sandbox

# Check chrome logs
journalctl --user -u chromium --since "1 hour ago"

3. Element Selection Problems

bash

# Debug CSS selectors interactively
echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"evaluate","arguments":{"script":"document.querySelectorAll(\"button\").length"}}}' | node index.js

# Get element information
echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"evaluate","arguments":{"script":"document.querySelector(\"#mybutton\") ? \"found\" : \"not found\""}}}' | node index.js

4. Memory and Performance Issues

bash

# Monitor memory during operation
watch -n 1 'ps aux | grep -E "(chromium|node)" | grep -v grep'

# Chrome memory debugging
echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"evaluate","arguments":{"script":"JSON.stringify(performance.memory)"}}}' | node index.js

🎯 Advanced Debugging Features

Enable Verbose Logging

bash

# Set environment variables for detailed output
export DEBUG=puppeteer:*
export NODE_ENV=development

# Run with detailed Chrome logs
/usr/bin/chromium-browser --headless --enable-logging --log-level=0 --remote-debugging-port=9222

CDP Message Tracing

bash

# Create debug version with message logging
cp index.js debug-index.js

# Add to sendCDPCommand method:
# console.log('→ CDP:', JSON.stringify(command));
# console.log('← CDP:', JSON.stringify(response));

node debug-index.js

Integration with Browser DevTools

bash

# Connect regular Chrome DevTools to the headless instance
# 1. Start the MCP server
# 2. Open regular Chrome/Chromium
# 3. Navigate to: chrome://inspect
# 4. Click "Configure..." and add localhost:9222
# 5. Click "inspect" on the page you want to debug

📊 Performance Benchmarks

Startup Time Comparison

bash

# Direct CDP (v1.3.0)
time echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"evaluate","arguments":{"script":"Date.now()"}}}' | node index.js

# Puppeteer version (v1.2.0)  
git checkout main
time echo '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"evaluate","arguments":{"script":"Date.now()"}}}' | node index.js

Memory Usage Monitoring

bash

# Before operation
free -h && ps aux | grep -E "(chromium|node)" | grep -v grep

# During operation (run in another terminal)
watch -n 1 'echo "=== $(date) ===" && free -h && echo && ps aux | grep -E "(chromium|node)" | grep -v grep'

🚨 Error Codes & Solutions

Error	Cause	Solution
`CDP command timeout`	WebSocket connection lost	Restart browser, check port availability
`WebSocket not ready`	Chrome not fully started	Increase startup delay, check chrome process
`Element not found`	CSS selector invalid	Verify selector with `evaluate` tool
`ECONNREFUSED`	Debugging port blocked	Check firewall, kill existing chrome processes
`Navigation timeout`	Page loading issues	Check network, increase timeout, try simpler page

🔧 Customization & Extension

Adding New MCP Tools

javascript

// In index.js, add to tools array:
{
  name: 'my_custom_tool',
  description: 'My custom functionality',
  inputSchema: {
    type: 'object',
    properties: {
      param: { type: 'string', description: 'Parameter description' }
    },
    required: ['param']
  }
}

// Add to switch statement in CallToolRequestSchema handler:
case 'my_custom_tool':
  return await this.myCustomTool(args.param);

// Implement the method:
async myCustomTool(param) {
  await this.ensureChromium();
  const result = await this.sendCDPCommand('Page.navigate', { url: param });
  return { content: [{ type: 'text', text: `Custom result: ${result}` }] };
}

Chrome Launch Options

javascript

// Modify in startChromium() method:
const customArgs = [
  '--headless',
  '--no-sandbox',
  '--disable-extensions',
  '--disable-plugins',
  '--disable-background-timer-throttling',
  '--disable-backgrounding-occluded-windows',
  '--disable-renderer-backgrounding',
  '--remote-debugging-port=9222',
  '--window-size=1920,1080',        // Custom viewport
  '--user-agent=CustomUA/1.0',      // Custom user agent
  '--disable-web-security',         // For CORS testing
  '--allow-running-insecure-content' // For mixed content
];

---

🌐 Cross-Platform ARM64 Compatibility

Platform Support Matrix

Platform	Status	Chrome Path	Installation Method	Notes
Linux ARM64 ✅	Fully Supported	`/usr/bin/chromium-browser`	`apt install chromium-browser`	Tested on Raspberry Pi OS
macOS Apple Silicon ⚠️	Requires Modifications	`/Applications/Google Chrome.app/Contents/MacOS/Google Chrome`	Download from Google or `brew install chromium`	Need path and flag updates
Windows ARM64 ❓	Untested	`C:\Program Files\Google\Chrome\Application\chrome.exe`	Download from Google	Would need Windows-specific changes

macOS Apple Silicon Setup

Prerequisites

bash

# Install Homebrew if not already installed
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"

# Install Node.js and Chromium
brew install node chromium --no-quarantine

Required Code Changes

Currently, the server is optimized for Linux ARM64. For macOS compatibility, modify index.js:

javascript

// Detect platform and set appropriate chrome path
function getChromePath() {
  const platform = process.platform;
  
  switch(platform) {
    case 'linux':
      return '/usr/bin/chromium-browser';
    case 'darwin': // macOS
      // Try multiple possible paths
      const macPaths = [
        '/Applications/Google Chrome.app/Contents/MacOS/Google Chrome',
        '/Applications/Chromium.app/Contents/MacOS/Chromium',
        '/opt/homebrew/bin/chromium'
      ];
      
      for (const path of macPaths) {
        if (require('fs').existsSync(path)) {
          return path;
        }
      }
      throw new Error('Chrome/Chromium not found on macOS');
    case 'win32':
      return 'C:\\Program Files\\Google\\Chrome\\Application\\chrome.exe';
    default:
      throw new Error(`Unsupported platform: ${platform}`);
  }
}

// Update startChromium method
async startChromium() {
  const chromePath = getChromePath();
  const platform = process.platform;
  
  // Platform-specific arguments
  const baseArgs = [
    '--headless',
    '--disable-extensions',
    '--disable-plugins',
    `--remote-debugging-port=${debuggingPort}`,
    '--no-first-run',
    '--disable-gpu',
    '--window-size=1280,720'
  ];
  
  // Add Linux-specific sandbox flags
  if (platform === 'linux') {
    baseArgs.push('--no-sandbox', '--disable-setuid-sandbox');
  }
  
  // Add macOS-specific flags if needed
  if (platform === 'darwin') {
    baseArgs.push('--disable-dev-shm-usage');
  }
  
  chromiumProcess = spawn(chromePath, baseArgs);
  // ... rest of method
}

macOS-Specific Issues & Solutions

1. "Chromium is damaged" Error

bash

# Remove quarantine flag if downloading manually
sudo xattr -r -d com.apple.quarantine /Applications/Chromium.app

# Or install via Homebrew with no-quarantine flag
brew install chromium --no-quarantine

2. Chrome vs Chromium Choice

bash

# Option 1: Use Google Chrome (recommended)
# Download from: https://www.google.com/chrome/
# Path: /Applications/Google Chrome.app/Contents/MacOS/Google Chrome

# Option 2: Use Chromium via Homebrew
brew install chromium --no-quarantine
# Path: /opt/homebrew/bin/chromium

3. Permission Issues

bash

# Ensure Chrome has required permissions
# System Preferences > Security & Privacy > Privacy tab
# Grant Camera, Microphone access if needed for specific use cases

Testing Cross-Platform Compatibility

Quick Platform Detection Test

bash

node -e "
console.log('Platform:', process.platform);
console.log('Architecture:', process.arch);
const fs = require('fs');

const paths = {
  linux: '/usr/bin/chromium-browser',
  darwin: '/Applications/Google Chrome.app/Contents/MacOS/Google Chrome',
  win32: 'C:\\\\Program Files\\\\Google\\\\Chrome\\\\Application\\\\chrome.exe'
};

const chromePath = paths[process.platform];
console.log('Expected Chrome path:', chromePath);
console.log('Chrome exists:', fs.existsSync(chromePath));
"

Cross-Platform MCP Test

bash

# Test basic functionality across platforms
echo '{\"jsonrpc\":\"2.0\",\"id\":1,\"method\":\"tools/call\",\"params\":{\"name\":\"evaluate\",\"arguments\":{\"script\":\"navigator.platform\"}}}' | node index.js

# Should return the current platform

Windows ARM64 Considerations

While untested, Windows ARM64 support would need:

javascript

// Windows-specific chrome path detection
case 'win32':
  const winPaths = [
    'C:\\Program Files\\Google\\Chrome\\Application\\chrome.exe',
    'C:\\Program Files (x86)\\Google\\Chrome\\Application\\chrome.exe',
    process.env.LOCALAPPDATA + '\\Google\\Chrome\\Application\\chrome.exe'
  ];
  // Similar path checking logic...

Performance Differences

Platform	Startup Time	Memory Usage	Notes
Linux ARM64 (Pi 4)	~3-4s	~150MB	Optimized, well-tested
macOS Apple Silicon	~2-3s	~200MB	Faster CPU, more memory
Windows ARM64	Unknown	Unknown	Would depend on hardware

Contribution Needed

We welcome contributions for full cross-platform support!

macOS testers: Test the proposed changes on Apple Silicon
Windows ARM64: Test on Surface Pro X or similar devices
Performance optimization: Platform-specific optimizations
Installation scripts: Automated setup for each platform

---

Claude CLI Integration

Prerequisites

bash

# Install Claude Code CLI if you haven't already
npm install -g @anthropic-ai/claude-code

Add to Claude CLI

bash

# From the project directory after cloning
claude mcp add chromium-arm64 "$(pwd)/mcp-wrapper.sh" --scope user

Verify Connection

bash

claude mcp list
# Should show: chromium-arm64: /path/to/mcp-wrapper.sh - ✓ Connected

⚠️ Important: Restart Claude After Adding

You MUST start a new Claude session after adding the MCP server:

bash

# Exit current session if in one
exit
# Start fresh session
claude

Using in Claude CLI

Ask Claude to use the chromium-arm64 tools:

code

List available MCP servers and use chromium-arm64 to navigate to https://example.com

Take a screenshot using the chromium-arm64 tool

Use chromium-arm64 to click the button with selector #submit

Fill the email field using chromium-arm64 with test@example.com

Be explicit to avoid Playwright/Puppeteer:

"Use chromium-arm64 to navigate..."
"Using the chromium-arm64 tool, take a screenshot"
"Open a browser" (might try broken Playwright)
"Take a screenshot" (might try broken Puppeteer)

Success Example

When working correctly, you'll see:

code

You: Use chromium-arm64 to navigate to https://httpbin.org/json and show me what you see

Claude: I'll navigate to https://httpbin.org/json using the chromium-arm64 tool.

[Uses chromium-arm64.navigate tool]

The page displays a JSON object with a slideshow structure containing:
- Author: "Yours Truly"
- Date: "date of publication"
- Title: "Sample Slide Show"
...

Usage Examples

Python API

python

import simple_browser

# Navigate to any website
result = simple_browser.browser_navigate("https://example.com")
print(result)  # "Successfully navigated to https://example.com"

# Take a screenshot
screenshot = simple_browser.browser_screenshot("homepage.png")
print(screenshot)  # "Screenshot saved to /tmp/homepage.png"

# Execute JavaScript
title = simple_browser.browser_evaluate("document.title")
print(title)  # Website title

# Extract page content
content = simple_browser.browser_get_content("text")
print(content[:100])  # First 100 chars of page text

MCP Tools (via Claude Code)

Once configured, use these tools directly in Claude Code:

navigate - Go to URLs
screenshot - Capture page images
click - Click elements by CSS selector
fill - Fill form fields
evaluate - Execute JavaScript
get_content - Extract page HTML/text
close_browser - Clean shutdown

🎯 Key Use Cases

🧪 For Testing & QA Teams

End-to-end SaaS testing with autonomous AI agents
Visual regression detection and cross-device compatibility
24/7 continuous validation on budget hardware

🚀 For Startups & Makers

Complete $480 AI development setup (see Raspberry Pi Guide)
No-code SaaS development with AI-powered testing
Competitive analysis and market research automation

🛠️ For DevOps & Developers

CI/CD integration with comprehensive audit tools
Performance benchmarking and accessibility testing
Advanced debugging with console/network monitoring

*📖 Full examples and detailed guides available in the specialized documentation.*

---

🏗️ Architecture

mermaid

graph TB
    A[Claude Code] --> B[MCP Protocol]
    B --> C[ARM64 Browser Server]
    C --> D[System Chromium]
    D --> E[Web Pages]
    
    F[Python Tools] --> C
    G[Direct CLI] --> C

🔧 Troubleshooting & Advanced Usage

For detailed troubleshooting guides, debugging tools, and advanced configuration:

📖 Quick References

Common Issues: See Technical Documentation →
Performance Tuning: See Technical Documentation →
Cross-Platform Setup: See Technical Documentation →
Complete Hardware Setup: See Raspberry Pi Guide →

Quick Fixes

bash

# Test MCP server directly
echo '{"jsonrpc":"2.0","method":"tools/list","id":1}' | node index.js

# Verify browser installation
chromium-browser --version

# Check Claude MCP integration
claude mcp list

---

🤝 Contributing

We welcome contributions to democratize AI access for developers worldwide.

Areas for Contribution:

📱 Mobile browser support (Android/iOS testing)
🔧 Additional MCP tools and integrations
⚡ Performance optimizations for smaller devices
📚 Tutorial content and use-case examples

Development Setup:

bash

git clone https://github.com/nfodor/mcp-chromium-arm64
cd mcp-chromium-arm64
npm install
# Ready to use - no development server needed!

---

📜 License

MIT License - feel free to use in commercial projects!

---

🙏 Acknowledgments

🤖 Anthropic for Claude Code and MCP protocol
🍓 Raspberry Pi Foundation for democratizing computing
🌐 Chromium Project for ARM64 browser support
👥 Open Source Community for making this possible

---

📞 Support & Community

🐛 Issues: GitHub Issues
💬 Discussions: GitHub Discussions
📧 Email: github@fodor.app
📁 Repository: github.com/nfodor/mcp-chromium-arm64

---

⭐ Star this repo if it helps democratize AI development!

Every star helps more developers discover accessible AI solutions

---

Built with ❤️ for the global developer community

Mcp Chromium Arm64

Documentation

MCP Chromium ARM64 Server

🚀 Two Implementation Approaches Available

📦 Version Comparison

🎯 When to Use Which Version

🔄 Switching Between Versions

📚 Documentation & Specialized Guides

🎯 For Developers & DevOps Engineers

🍓 For Makers & Entrepreneurs

⚡ Quick Links

✨ Core Features

🚀 Universal Quick Start

Prerequisites

Installation

Quick Test (One-Liner)

Test & Demo

Test the Setup

🛠️ Developer Guide & Debugging

🔧 Available MCP Tools (22 total)

Core Browser Control

Advanced Functionality

Audit & Analysis Tools

🐛 Debugging & Development

Direct MCP Testing

Chrome DevTools Protocol Debugging

Performance Monitoring

Network Debugging

🔍 Common Debugging Scenarios

1. WebSocket Connection Issues

2. Chrome Process Issues

3. Element Selection Problems

4. Memory and Performance Issues

🎯 Advanced Debugging Features

Enable Verbose Logging

CDP Message Tracing

Integration with Browser DevTools

📊 Performance Benchmarks

Startup Time Comparison

Memory Usage Monitoring

🚨 Error Codes & Solutions

🔧 Customization & Extension

Adding New MCP Tools

Chrome Launch Options

🌐 Cross-Platform ARM64 Compatibility

Platform Support Matrix

macOS Apple Silicon Setup

Prerequisites

Required Code Changes

macOS-Specific Issues & Solutions

1. "Chromium is damaged" Error

2. Chrome vs Chromium Choice

3. Permission Issues

Testing Cross-Platform Compatibility

Quick Platform Detection Test

Cross-Platform MCP Test

Windows ARM64 Considerations

Performance Differences

Contribution Needed

Claude CLI Integration

Prerequisites

Add to Claude CLI

Verify Connection

⚠️ Important: Restart Claude After Adding

Using in Claude CLI

Success Example

Usage Examples

Python API

MCP Tools (via Claude Code)

🎯 Key Use Cases

🧪 For Testing & QA Teams

🚀 For Startups & Makers

🛠️ For DevOps & Developers

🏗️ Architecture

🔧 Troubleshooting & Advanced Usage

📖 Quick References

Quick Fixes

🤝 Contributing

Areas for Contribution:

Development Setup: