LocatorLabs MCP Server
Generates intelligent Playwright locators with reliability rankings, creates Page Object Models, and runs test automation scripts directly from your IDE or AI assistant.
README
LocatorLabs MCP Server
🎯 Intelligent Playwright locator generation powered by AI
An MCP (Model Context Protocol) server that provides smart locator generation for Playwright test automation.
Works directly in VS Code (with GitHub Copilot), Cursor, Windsurf, Cline, and Claude Desktop. No extra apps needed - just your favorite IDE!
⚡ Quick Install
VS Code (v1.99+) - Copy & run in terminal:
code --add-mcp '{"name":"locatorlabs","command":"npx","args":["-y","locatorlabs-mcp"]}'
Cursor:
cursor --add-mcp '{"name":"locatorlabs","command":"npx","args":["-y","locatorlabs-mcp"]}'
Windows PowerShell:
code --add-mcp '{\"name\":\"locatorlabs\",\"command\":\"npx\",\"args\":[\"-y\",\"locatorlabs-mcp\"]}'
✨ Features
| Feature | Description |
|---|---|
| 🎯 Get Locators | Get all possible locators for any element (Playwright + Selenium formats) |
| 📊 Analyze Page | Scan pages and identify all interactive elements |
| 🏗️ Generate POM | Auto-generate Page Object classes for Playwright & Selenium |
| ✅ Run Tests | Execute Playwright tests and get pass/fail results |
| 📝 Generate Tests | Create executable test scripts |
🔧 Supported Frameworks
| Framework | Locators | Page Object Model |
|---|---|---|
| Playwright | ✅ getByRole, getByTestId, etc. |
✅ TypeScript, JavaScript, Python |
| Selenium | ✅ By.id, By.xpath, By.cssSelector |
✅ Java, Python, C# |
🚀 Quick Start
For VS Code (v1.99+ with GitHub Copilot)
One-Line Install (Mac/Linux):
code --add-mcp '{"name":"locatorlabs","command":"npx","args":["-y","locatorlabs-mcp"]}'
One-Line Install (Windows PowerShell):
code --add-mcp '{\"name\":\"locatorlabs\",\"command\":\"npx\",\"args\":[\"-y\",\"locatorlabs-mcp\"]}'
Or Manual Setup:
- Open Command Palette (
Cmd+Shift+P/Ctrl+Shift+P) - Type:
MCP: Add Server - Select:
Command (stdio) - Command:
npx - Args:
-y locatorlabs-mcp
Using with GitHub Copilot:
- Enable Agent Mode: Settings → Search
chat.agent.enabled→ Enable - Open Copilot Chat (
Ctrl+Cmd+I/Ctrl+Alt+I) - Switch to Agent mode (dropdown at top)
- Chat: "Get locators for login button on https://saucedemo.com"
For Claude Desktop
Step 1: Open config file
- Mac:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%\Claude\claude_desktop_config.json
Step 2: Add this configuration:
{
"mcpServers": {
"locatorlabs": {
"command": "npx",
"args": ["-y", "locatorlabs-mcp"]
}
}
}
Step 3: Restart Claude Desktop
For Cursor IDE
One-Line Install:
cursor --add-mcp '{"name":"locatorlabs","command":"npx","args":["-y","locatorlabs-mcp"]}'
Or Manual: Go to Cursor Settings → MCP → Add new MCP Server
- Name:
locatorlabs - Command:
npx -y locatorlabs-mcp
For VS Code + Cline Extension
Add to Cline MCP settings:
{
"mcpServers": {
"locatorlabs": {
"command": "npx",
"args": ["-y", "locatorlabs-mcp"]
}
}
}
📖 Usage Examples
Just chat naturally:
Get Locators for an Element
"Get me all locators for the login button on https://www.saucedemo.com"
Response:
| Type | Locator | Reliability |
|---|---|---|
| testId | getByTestId('login-button') |
98% |
| role | getByRole('button', { name: 'Login' }) |
95% |
| id | locator('#login-button') |
90% |
Analyze Entire Page
"Analyze all form elements on https://www.saucedemo.com"
Generate Page Object Model
Playwright:
"Generate a TypeScript Page Object for https://www.saucedemo.com and call it LoginPage"
Selenium:
"Generate a Java Selenium Page Object for https://www.saucedemo.com and call it LoginPage"
"Generate a C# Selenium Page Object for https://www.saucedemo.com called LoginPage"
"Generate a Python Selenium POM for https://www.saucedemo.com named LoginPage"
Run a Test
"Run a test that logs into saucedemo.com with standard_user and secret_sauce, then verify Products page appears"
Response:
✅ Test PASSED (3.2s)
- Navigate to login page ✅
- Enter username ✅
- Enter password ✅
- Click login ✅
- Verify Products visible ✅
Generate Test Script
"Generate a Python test script for the saucedemo login flow"
🛠️ Available Tools
| Tool | Description |
|---|---|
get_locators |
Get all possible locators (Playwright + Selenium formats) |
analyze_page |
List all interactive elements on a page |
generate_page_object |
Create POM class (Playwright: TS/JS/Python, Selenium: Java/Python/C#) |
run_test |
Execute tests in real browser, get pass/fail |
generate_test |
Generate executable test scripts |
📦 Supported Languages for Page Objects
| Language | Framework | Example Output |
|---|---|---|
typescript |
Playwright | page.getByRole('button') |
javascript |
Playwright | page.getByRole('button') |
python |
Playwright | page.get_by_role('button') |
java-selenium |
Selenium | @FindBy(id = "btn") |
python-selenium |
Selenium | By.ID, "btn" |
csharp-selenium |
Selenium | [FindsBy(How = How.Id)] |
🎯 Supported Test Actions
| Action | Description |
|---|---|
navigate |
Go to URL |
click |
Click element |
fill |
Enter text |
clear |
Clear input field |
check / uncheck |
Toggle checkbox |
select |
Select dropdown option |
hover |
Mouse hover |
press |
Keyboard key press |
assert_visible |
Verify element visible |
assert_hidden |
Verify element hidden |
assert_text |
Verify text content |
assert_value |
Verify input value |
assert_url |
Verify page URL |
assert_title |
Verify page title |
wait |
Wait for time |
wait_for_element |
Wait for element |
screenshot |
Capture screenshot |
🏆 Locator Priority
LocatorLabs ranks locators by reliability:
- data-testid (98%) - Best, explicitly for testing
- Role + Name (95%) - Playwright recommended
- Label (90%) - Accessible
- ID (90%) - Stable if meaningful
- Placeholder (85%) - Good for inputs
- Text (75%) - May change
- CSS (60%) - Can be brittle
- XPath (40%) - Avoid unless necessary
🔄 LocatorLabs vs Playwright MCP
| Feature | Playwright MCP | LocatorLabs MCP |
|---|---|---|
| Get all locators for element | ❌ | ✅ |
| Locator reliability ranking | ❌ | ✅ |
| Selenium locator format | ❌ | ✅ |
| Generate Playwright POM | ❌ | ✅ |
| Generate Selenium POM (Java/C#/Python) | ❌ | ✅ |
| Run tests with pass/fail | ❌ | ✅ |
| Browser automation | ✅ | ✅ |
| Device emulation | ✅ | ❌ |
They work great together! Use Playwright MCP for navigation/scraping, LocatorLabs MCP for locators/POMs/tests.
📋 Requirements
- Node.js 18+
- Playwright browsers (auto-installed on first run)
🔧 Troubleshooting
Playwright browsers not installed
npx playwright install chromium
Permission issues on Mac
chmod +x ~/.npm/_npx/*/node_modules/.bin/locatorlabs-mcp
View logs (Claude Desktop)
tail -f ~/Library/Logs/Claude/mcp*.log
Auto-approve tools in VS Code
Add to settings.json:
{
"chat.tools.autoApprove": true
}
🤝 Contributing
Contributions welcome! Please open an issue or PR on GitHub.
📺 Author
Naveen AutomationLabs
- YouTube: @naveenautomationlabs (500K+ subscribers)
- Website: naveenautomationlabs.com
- LinkedIn: Naveen AutomationLabs
📄 License
MIT
推荐服务器
Baidu Map
百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
Playwright MCP Server
一个模型上下文协议服务器,它使大型语言模型能够通过结构化的可访问性快照与网页进行交互,而无需视觉模型或屏幕截图。
Magic Component Platform (MCP)
一个由人工智能驱动的工具,可以从自然语言描述生成现代化的用户界面组件,并与流行的集成开发环境(IDE)集成,从而简化用户界面开发流程。
Audiense Insights MCP Server
通过模型上下文协议启用与 Audiense Insights 账户的交互,从而促进营销洞察和受众数据的提取和分析,包括人口统计信息、行为和影响者互动。
VeyraX
一个单一的 MCP 工具,连接你所有喜爱的工具:Gmail、日历以及其他 40 多个工具。
graphlit-mcp-server
模型上下文协议 (MCP) 服务器实现了 MCP 客户端与 Graphlit 服务之间的集成。 除了网络爬取之外,还可以将任何内容(从 Slack 到 Gmail 再到播客订阅源)导入到 Graphlit 项目中,然后从 MCP 客户端检索相关内容。
Kagi MCP Server
一个 MCP 服务器,集成了 Kagi 搜索功能和 Claude AI,使 Claude 能够在回答需要最新信息的问题时执行实时网络搜索。
e2b-mcp-server
使用 MCP 通过 e2b 运行代码。
Neon MCP Server
用于与 Neon 管理 API 和数据库交互的 MCP 服务器
Exa MCP Server
模型上下文协议(MCP)服务器允许像 Claude 这样的 AI 助手使用 Exa AI 搜索 API 进行网络搜索。这种设置允许 AI 模型以安全和受控的方式获取实时的网络信息。