Added documentation

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const fs = require('fs');
const path = require('path');
const directoriesToRemove = [
'./docs/local-setup',
'./docs/playwright-web',
'./docs/playwright-api',
'./docs/testing-videos',
];
// Function to delete a directory recursively
function deleteFolderRecursive(directoryPath) {
if (fs.existsSync(directoryPath)) {
fs.readdirSync(directoryPath).forEach((file) => {
const curPath = path.join(directoryPath, file);
if (fs.lstatSync(curPath).isDirectory()) {
deleteFolderRecursive(curPath);
} else {
fs.unlinkSync(curPath);
}
});
fs.rmdirSync(directoryPath);
console.log(`Removed directory: ${directoryPath}`);
}
}
// Delete each directory
directoriesToRemove.forEach((directory) => {
try {
deleteFolderRecursive(directory);
} catch (error) {
console.error(`Error deleting ${directory}:`, error);
}
});
console.log('Cleanup completed!');

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---
sidebar_position: 3
---
import YouTubeVideoEmbed from '@site/src/components/HomepageFeatures/YouTubeVideoEmbed';
# 🧠🤖 Build & Test AI Agents, ChatBots, and RAG with Ollama & Local LLM
<div align="center">
<YouTubeVideoEmbed videoId="qw-X4WUHs5s" />
</div>
---
:::info 💡 **Note**
All the courses are available on **Udemy**, and they almost always have a **`coupon code`** available.
For discounts, please feel free to reach out at **[karthik@techgeek.co.in](mailto:karthik@techgeek.co.in)**.
🎯 **Course Link:**
[Build & Test AI Agents, ChatBots, and RAG with Ollama & Local LLM](https://www.udemy.com/course/build-ai-agent-chatbot-rag-langchain-local-llm/)
:::
---
## 📚 **Course Description**
This course is designed for complete beginners—even if you have **zero knowledge of LangChain**, youll learn step-by-step how to build **LLM-based applications** using **local Large Language Models (LLMs)**.
Well go beyond development and dive into **evaluating and testing AI agents**, **RAG applications**, and **chatbots** using **RAGAs** to ensure they deliver **accurate** and **reliable results**, following key industry metrics for **AI performance**.
---
### 🚀 **What Youll Learn**
- **🧠 Fundamentals of LangChain & LangSmith**
Get a solid foundation in building and testing **LLM-based applications**.
- **💬 Chat Message History in LangChain**
Learn how to store conversation data for **chatbots** and **AI agents**.
- **⚙️ Running Parallel & Multiple Chains**
Master advanced techniques like **RunnableParallels** to optimize your **LLM workflows**.
- **🤖 Building Chatbots with LangChain & Streamlit**
Create chatbots with **message history** and an interactive **UI**.
- **🛠️ Tools & Tool Chains in LLMs**
Understand the power of **Tooling**, **Custom Tools**, and how to build **Tool Chains** for **AI applications**.
- **🧑‍💻 Creating AI Agents with LangChain**
Implement **AI agents** that can interact dynamically with **RAG applications**.
- **📚 Implementing RAG with Vector Stores & Local Embeddings**
Develop robust **RAG solutions** with local **LLM embeddings**.
- **🔧 Using AI Agents & RAG with Tooling**
Learn how to integrate **Tooling** effectively while building **LLM Apps**.
- **🚦 Optimizing & Debugging AI Applications with LangSmith**
Enhance your **AI models** and **applications** with **LangSmith's debugging** and **optimization tools**.
- **🧪 Evaluating & Testing LLM Applications with RAGAs**
Apply **hands-on testing strategies** to validate **RAG** and **AI agent** performance.
- **📊 Real-world Projects & Assessments**
Gain practical experience with **RAGAs** and learn to assess the quality and reliability of **AI solutions**.
---
## 🎯 **Learning Experience**
This entire course is taught inside a **Jupyter Notebook** with **Visual Studio**, offering an **interactive**, **guided experience** where you can **run the code seamlessly** and **follow along effortlessly**.
By the end of this course, youll have the **confidence** to **build**, **test**, and **optimize AI-powered applications** with ease!

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---
sidebar_position: 1
---
import YouTubeVideoEmbed from '@site/src/components/HomepageFeatures/YouTubeVideoEmbed';
# 🤖 Using Generative AI in Software Automation Testing
<div align="center">
<YouTubeVideoEmbed videoId="Y7xkCWvUKEk" />
</div>
---
:::info 💡 **Note**
All the courses are available on Udemy, and they almost always have a `coupon code` available.
For discounts, please feel free to reach out at **[karthik@techgeek.co.in](mailto:karthik@techgeek.co.in)**.
🎯 **Course Link:**
[Generative AI in Software Automation Testing](https://www.udemy.com/course/generative-ai-in-software-automation-testing/)
:::
---
## 📚 **Course Description**
This course is crafted for everyone, whether you're new to Software Testing or an experienced professional. Unlock the full potential of **Generative AI** and transform your testing process into something **faster**, **smarter**, and **more efficient**.
### 🚀 **What Youll Master**
- **🧠 Introduction to Generative AI:**
Understand the foundations of Gen AI and its role in Software Testing.
- **💻 Running Large Language Models (LLMs) Locally:**
Learn how to run models on your machine without paying for external services.
- **📝 Manual Testing with Gen AI:**
Generate manual test cases, test data, and test requirements using grounded Models with the power of AI and RAG.
- **🤖 Automated UI Testing:**
Leverage AI to write, refactor, and optimize automated tests for UI applications.
- **🎭 Playwright UI Testing:**
Use Playwright and AI-driven tools to create smart test scripts and handle complex workflows.
- **🚫 No-code Automation with TestRigor:**
Create powerful automation suites in plain English, even automating SMS, phone calls, and intricate tables.
- **🔗 API Testing:**
Harness PostBots and Gen AI to streamline API testing.
- **🧬 Using Gen AI APIs:**
Add intelligence to your Test Automation code using OpenAI APIs.
- **📍 Model Context Protocol (MCP):**
Run Playwright tests for UI and APIs by leveraging the power of MCP.
---
By the end of this course, you'll have a deep understanding of how **Generative AI** can supercharge your testing process. With hands-on experience, you'll be able to use **AI-enhanced tools** and **LLMs** to simplify complex testing tasks, making your work smoother and more efficient.

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---
sidebar_position: 2
---
import YouTubeVideoEmbed from '@site/src/components/HomepageFeatures/YouTubeVideoEmbed';
# 🧠 Understand, Test, and Fine-tune AI Models with Hugging Face
<div align="center">
<YouTubeVideoEmbed videoId="T6-sL0TfAsM" />
</div>
---
:::info 💡 **Note**
All the courses are available on **Udemy**, and they almost always have a **`coupon code`** available.
For discounts, please feel free to reach out at **[karthik@techgeek.co.in](mailto:karthik@techgeek.co.in)**.
🎯 **Course Link:**
[Understand, Test, and Fine-tune AI Models with Hugging Face](https://www.udemy.com/course/ai-with-huggingface/)
:::
---
## 📚 **Course Description**
This course provides a complete journey into **Understanding, Testing, and Fine-tuning AI Models** using the **Hugging Face** library. Whether you are a beginner or an experienced engineer, this course equips you with **hands-on expertise** in every step of the **machine learning pipeline**, from **basic concepts** to **advanced model testing**, **fine-tuning**, and **deployment**.
---
### 🚀 **What Youll Learn**
1. **📈 Introduction to Machine Learning:**
Lay a strong foundation by exploring key ML concepts and essential terminology.
2. **📊 Working with Natural Language Processing (NLP) Libraries:**
Learn how to process, analyze, and derive insights from textual data using popular NLP tools.
3. **💡 Deep Dive into the Transformers Library:**
Master Hugging Faces Transformers, the industry standard for building state-of-the-art **NLP** and **LLM** solutions.
4. **🧠 Working with Large Language Models (LLMs):**
Explore multiple methods to interact with and utilize **LLMs** for diverse real-world applications.
5. **🧪 Functional Testing of AI Models:**
Ensure your models perform reliably across different scenarios using systematic testing strategies.
6. **⚖️ Bias and Fairness Testing:**
Implement techniques to detect and mitigate unintended bias, promoting ethical and fair **AI practices**.
7. **📏 Evaluating AI Models:**
Measure performance with robust metrics and refine your models for optimal results.
8. **🤖 Working with AI Agents:**
Build, configure, and integrate **intelligent agents** into your workflows.
9. **🔬 Fine-tuning and Training AI Models:**
Customize pre-trained models or create your own from scratch to meet specific project requirements.
---
By the end of this course, youll gain the **knowledge** and **practical experience** needed to confidently **develop**, **test**, and **optimize** your own **Transformer-based models** and **LLMs**, empowering you to thrive in the rapidly evolving world of **AI**.

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{
"label": "AI Courses to Learn",
"position": 6,
"collapsed": false,
"link": {
"type": "generated-index",
"description": "AI Courses which helps you learn more on Using it for Testing and Development"
}
}

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# Connection Reference
This page provides a comprehensive reference for all connection options available for each supported database type.
## SQLite Connection Options
SQLite is the simplest database to connect to, as it only requires a path to the database file.
```bash
node dist/src/index.js /path/to/your/database.db
```
### Special Paths
- `:memory:` - Creates an in-memory database (data is lost when connection is closed)
- `""` (empty string) - Creates a temporary on-disk database
## SQL Server Connection Options
| Option | Description | Default | Required |
|--------|-------------|---------|----------|
| `--sqlserver` | Specifies SQL Server mode | - | Yes |
| `--server` | SQL Server hostname or IP | - | Yes |
| `--database` | Database name | - | Yes |
| `--user` | SQL Server username | - | No* |
| `--password` | SQL Server password | - | No* |
| `--port` | SQL Server port | 1433 | No |
| `--trustServerCertificate` | Trust server certificate (true/false) | false | No |
| `--connectionTimeout` | Connection timeout in ms | 15000 | No |
| `--requestTimeout` | Request timeout in ms | 15000 | No |
*Windows Authentication is used if user and password are omitted
### Example with Windows Authentication
```bash
node dist/src/index.js --sqlserver --server localhost\\SQLEXPRESS --database Northwind
```
### Example with SQL Authentication
```bash
node dist/src/index.js --sqlserver --server dbserver.example.com --database Northwind --user sa --password P@ssw0rd --port 1433
```
## PostgreSQL Connection Options
| Option | Description | Default | Required |
|--------|-------------|---------|----------|
| `--postgresql` or `--postgres` | Specifies PostgreSQL mode | - | Yes |
| `--host` | PostgreSQL hostname or IP | - | Yes |
| `--database` | Database name | - | Yes |
| `--user` | PostgreSQL username | - | No |
| `--password` | PostgreSQL password | - | No |
| `--port` | PostgreSQL port | 5432 | No |
| `--ssl` | Use SSL connection (true/false) | false | No |
| `--connection-timeout` | Connection timeout in ms | 30000 | No |
### Basic Example
```bash
node dist/src/index.js --postgresql --host localhost --database sample_db --user postgres --password secret
```
### Example with SSL and Custom Port
```bash
node dist/src/index.js --postgresql --host dbserver.example.com --database sample_db --user appuser --password Secure123! --port 5433 --ssl true
```
## Environment Variables
Instead of specifying sensitive credentials on the command line, you can use environment variables:
### SQL Server Environment Variables
- `MSSQL_SERVER` - SQL Server hostname
- `MSSQL_DATABASE` - Database name
- `MSSQL_USER` - SQL Server username
- `MSSQL_PASSWORD` - SQL Server password
### PostgreSQL Environment Variables
- `PGHOST` - PostgreSQL hostname
- `PGDATABASE` - Database name
- `PGUSER` - PostgreSQL username
- `PGPASSWORD` - PostgreSQL password
- `PGPORT` - PostgreSQL port
## Connection Pooling
All database connections use connection pooling for better performance:
- **SQLite**: Uses a single persistent connection
- **SQL Server**: Default pool of 5 connections
- **PostgreSQL**: Default pool of 10 connections
## Connection Security
For secure connections:
1. **SQL Server**: Use `--trustServerCertificate false` in production and ensure proper SSL certificates are installed on the server.
2. **PostgreSQL**: Use `--ssl true` and ensure the server is configured for SSL connections.
3. For all database types, consider using environment variables instead of passing credentials on the command line.
4. Store your Claude Desktop configuration file with appropriate file system permissions.

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# Database Tools Reference
The MCP Database Server provides a set of tools that Claude can use to interact with your databases. This page describes each tool, its parameters, and how to use it effectively.
## Available Tools
| Tool | Description | Required Parameters |
|------|-------------|---------------------|
| `read_query` | Execute SELECT queries to read data | `query`: SQL SELECT statement |
| `write_query` | Execute INSERT, UPDATE, or DELETE queries | `query`: SQL modification statement |
| `create_table` | Create new tables in the database | `query`: CREATE TABLE statement |
| `alter_table` | Modify existing table schema | `query`: ALTER TABLE statement |
| `drop_table` | Remove a table from the database | `table_name`: Name of table<br/>`confirm`: Safety flag (must be true) |
| `list_tables` | Get a list of all tables | None |
| `describe_table` | View schema information for a table | `table_name`: Name of table |
| `export_query` | Export query results as CSV/JSON | `query`: SQL SELECT statement<br/>`format`: "csv" or "json" |
| `append_insight` | Add a business insight to memo | `insight`: Text of insight |
| `list_insights` | List all business insights | None |
## Tool Usage Examples
### Reading Data
To retrieve data from the database:
```
What customers have spent more than $1000 in the past month?
```
Claude will use the `read_query` tool with an appropriate SQL query.
### Writing Data
To insert, update, or delete data:
```
Add a new product called "Deluxe Widget" with price $29.99 to the Products table.
```
Claude will use the `write_query` tool to perform the INSERT operation.
### Schema Management
To create or modify tables:
```
Create a new table called "CustomerFeedback" with columns for customer ID, rating (1-5), and comment text.
```
Claude will use the `create_table` tool to define the new table.
### Exporting Data
To export query results:
```
Export all sales from the last quarter as CSV.
```
Claude will use the `export_query` tool with the format parameter set to "csv".
### Working with Insights
Claude can track important observations during your database analysis:
```
Add an insight that "Sales are 15% higher on weekends compared to weekdays"
```
Claude will use the `append_insight` tool to record this information.
## Best Practices
1. **Be specific in your requests**: Provide clear details about what data you want to retrieve or modify.
2. **Use natural language**: Ask questions as you would to a human analyst. Claude will convert your request into appropriate SQL.
3. **Review before committing**: For data modifications, always review what Claude proposes before confirming.
4. **Consider data volume**: For large tables, use filtering to limit result sets.
5. **Think about performance**: Complex queries on large tables might take time to execute.
## Limitations
1. The server does not support certain database-specific features like stored procedures or triggers.
2. For security reasons, file operations and system commands are not available.
3. There may be slight syntax differences between SQLite, SQL Server, and PostgreSQL. Claude will attempt to adapt queries accordingly.
4. Large result sets might be truncated to prevent memory issues.

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# Getting Started
This guide will help you get up and running with the MCP Database Server and Claude.
## Installation
Install the MCP Database Server using NPM:
```bash
npm install -g @executeautomation/database-server
```
## Setup Steps
1. **Choose your database type**: The MCP Database Server supports SQLite, SQL Server, and PostgreSQL
2. **Configure Claude Desktop**: Update your Claude configuration file to connect to your database
3. **Restart Claude Desktop**: Apply the configuration changes
4. **Start a conversation**: Begin interacting with your database through Claude
## Example Configurations
Below are sample configurations for each supported database type:
### SQLite
```json
{
"mcpServers": {
"sqlite": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"/path/to/your/database.db"
]
}
}
}
```
### SQL Server
```json
{
"mcpServers": {
"sqlserver": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"--sqlserver",
"--server", "your-server-name",
"--database", "your-database-name",
"--user", "your-username",
"--password", "your-password"
]
}
}
}
```
### PostgreSQL
```json
{
"mcpServers": {
"postgresql": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"--postgresql",
"--host", "your-host-name",
"--database", "your-database-name",
"--user", "your-username",
"--password", "your-password"
]
}
}
}
```
## Your First Conversation
Once your MCP Database Server is set up, you can start interacting with your database through Claude. Here's an example conversation:
**You**: "What tables are in the database?"
**Claude**: *Uses the list_tables tool and displays the tables in your database*
**You**: "Show me the structure of the Customers table"
**Claude**: *Uses the describe_table tool to show the schema of the Customers table*
**You**: "Find all customers who placed orders in the last month"
**Claude**: *Uses the read_query tool to execute a SQL query and display the results*
## Workflow Patterns
The typical workflow for database interaction consists of:
1. **Exploration**: Discovering what tables and data are available
2. **Analysis**: Running queries to extract insights from the data
3. **Modification**: Making changes to the data or schema when needed
4. **Iteration**: Refining queries based on initial results
## Next Steps
Once you're comfortable with the basics, explore the following topics:
- See [Database Tools Reference](database-tools.md) for details on all available tools
- Visit [Usage Examples](usage-examples.md) for more complex scenarios
- Check the setup guides for your specific database:
- [SQLite Setup](sqlite-setup.md)
- [SQL Server Setup](sql-server-setup.md)
- [PostgreSQL Setup](postgresql-setup.md)

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---
sidebar_position: 1
---
import YouTubeVideoEmbed from '@site/src/components/HomepageFeatures/YouTubeVideoEmbed';
# MCP Database Server
The **MCP Database Server** is a powerful solution that enables Claude to interact with databases using Model Context Protocol (MCP).
With the MCP Database Server, you can:
- Connect Claude to SQLite, SQL Server, and PostgreSQL databases
- Execute SQL queries and view results directly in your conversations
- Perform database operations like creating tables, inserting data, and modifying schemas
- Export query results as CSV or JSON
- Track business insights discovered during database analysis
![MCP Database Server](./img/mcp-server.png)
## Installation
You can install the MCP Database Server package using NPM:
```bash
npm install -g @executeautomation/database-server
```
### Configuring MCP Database Server in Claude Desktop
Here's the Claude Desktop configuration to use the MCP Database Server:
Modify your `claude-desktop-config.json` file as shown below:
```json
{
"mcpServers": {
"sqlite": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"/path/to/your/database.db"
]
},
"sqlserver": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"--sqlserver",
"--server", "your-server-name",
"--database", "your-database-name",
"--user", "your-username",
"--password", "your-password"
]
},
"postgresql": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"--postgresql",
"--host", "your-host-name",
"--database", "your-database-name",
"--user", "your-username",
"--password", "your-password"
]
}
}
}
```
The Claude Desktop configuration file is typically located at:
- macOS: `~/Library/Application Support/Claude/claude_desktop_config.json`
- Windows: `%APPDATA%\Claude\claude_desktop_config.json`
- Linux: `~/.config/Claude/claude_desktop_config.json`
## What is Model Context Protocol (MCP)?
MCP allows Claude to interact with external tools and systems, including databases. This video provides a high-level overview of what Claude's MCP is and how helpful it can be for AI agents:
<YouTubeVideoEmbed videoId="hGJQMbpsTi4" />

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# PostgreSQL Setup for MCP Database Server
This document describes how to set up and use the PostgreSQL adapter with the MCP Database Server.
## Prerequisites
1. You need to have PostgreSQL installed and running on your system or on a remote server.
2. Ensure the pg package is installed:
```
npm install pg
npm install @types/pg --save-dev
```
## Running the Server with PostgreSQL
To connect to a PostgreSQL database, use the following command-line arguments:
```bash
# Basic connection
node dist/src/index.js --postgresql --host localhost --database yourdb --user postgres --password yourpassword
# With custom port (default is 5432)
node dist/src/index.js --postgresql --host localhost --database yourdb --user postgres --password yourpassword --port 5433
# With SSL enabled
node dist/src/index.js --postgresql --host localhost --database yourdb --user postgres --password yourpassword --ssl true
# With custom connection timeout (in milliseconds)
node dist/src/index.js --postgresql --host localhost --database yourdb --user postgres --password yourpassword --connection-timeout 60000
```
## Command Line Arguments
- `--postgresql` or `--postgres`: Specifies that you want to connect to a PostgreSQL database.
- `--host`: The hostname or IP address of the PostgreSQL server (required).
- `--database`: The name of the database to connect to (required).
- `--user`: The PostgreSQL user to authenticate as.
- `--password`: The password for the PostgreSQL user.
- `--port`: The port the PostgreSQL server is listening on (default: 5432).
- `--ssl`: Whether to use SSL for the connection (true/false).
- `--connection-timeout`: The connection timeout in milliseconds (default: 30000).
## Usage from MCP Client
The MCP client can interact with a PostgreSQL database using the same tools that are available for SQLite and SQL Server. The server automatically translates the generic SQL queries to PostgreSQL-specific formats.
## Supported Features
- Full SQL query support for SELECT, INSERT, UPDATE, and DELETE operations.
- Table management (CREATE TABLE, ALTER TABLE, DROP TABLE).
- Schema introspection.
- Connection pooling for efficient database access.
- SSL support for secure connections.
## Examples
### Create a Table
```sql
CREATE TABLE users (
id SERIAL PRIMARY KEY,
username VARCHAR(50) NOT NULL,
email VARCHAR(100) UNIQUE NOT NULL,
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
```
### Insert Data
```sql
INSERT INTO users (username, email) VALUES ('johndoe', 'john@example.com');
```
### Query Data
```sql
SELECT * FROM users WHERE username = 'johndoe';
```
## Limitations
- For the `run` method with INSERT statements, the adapter attempts to retrieve the last inserted ID by adding a RETURNING clause. This assumes your tables have an 'id' column.
- Complex stored procedures or PostgreSQL-specific features might require custom implementation.
## Troubleshooting
### Connection Issues
If you're having trouble connecting to your PostgreSQL database:
1. Verify that PostgreSQL is running: `pg_isready -h localhost -p 5432`
2. Check that your credentials are correct.
3. Ensure that the database exists and the user has appropriate permissions.
4. Check firewall settings if connecting to a remote database.
### Query Errors
If your queries are failing:
1. Check the syntax against PostgreSQL's SQL dialect.
2. Verify table and column names.
3. Check that the user has proper permissions for the operations.
## Performance Considerations
For optimal performance:
1. Use parameterized queries to prevent SQL injection and improve query caching.
2. Consider indexing frequently queried columns.
3. For large result sets, use LIMIT and OFFSET for pagination.

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---
sidebar_position: 2
---
import YouTubeVideoEmbed from '@site/src/components/HomepageFeatures/YouTubeVideoEmbed';
# Release Notes
## Version 1.0.3
- **Code Generation Capabilities**: Added new code generation capability 🎭
- `start_codegen_session`: Start a new session to record Playwright actions
- `end_codegen_session`: End a session and generate test file
- `get_codegen_session`: Retrieve information about a session
- `clear_codegen_session`: Clear a session without generating a test
- Ability to record real browser interactions and convert them to reusable Playwright tests
- Support for customizing test output path, test names, and including descriptive comments
- **Enhanced Browser Navigation**: Added new navigation control tools 🧭
- `playwright_go_back`: Navigate back in browser history
- `playwright_go_forward`: Navigate forward in browser history
- **Advanced Interaction**: Added new interaction tools for more complex scenarios 🔄
- `playwright_drag`: Drag elements from one location to another
- `playwright_press_key`: Press keyboard keys with optional element focus
- **Output Capabilities**: Added content export functionality 📄
- `playwright_save_as_pdf`: Save the current page as a PDF file with customizable options
- **Content Extraction**: Added tools for retrieving page content 📝
- `playwright_get_visible_text`: Extract all visible text content from the current page
- `playwright_get_visible_html`: Get the complete HTML content of the current page
- Comprehensive test coverage for all new tools
- Updated documentation with examples and usage detail
## Version 1.0.2
- **Multi-Browser Support**: Added support for Firefox and WebKit browsers in addition to Chromium 🌐
- New `browserType` parameter for `playwright_navigate` tool allows specifying browser engine
- Supported browser types: "chromium" (default), "firefox", and "webkit"
- Seamless browser engine switching during automation sessions
- Enhanced test coverage for different browser engines
- Updated documentation with browser-specific examples
## Version 1.0.0
- First major release of Playwright MCP Server with the tool structure changes 🚀
- Fixed issue with headless mode in Playwright #62
- Fixed issue Navigation failed: page.goto: Target page, context or browser has been closed #63
- Completed RFC: Refactor handleToolCall for better maintainability #46
- New feature: Optional Bearer Authorization to API POST (Thanks to ***@CopilotMe***)
- Fixed issue Exit process on host close (Thanks to ***@kiracih***)
- New Feature: Three new tools (Thanks to ***@VinceOPS***)
- `playwright_except_response`
- `playwright_assert_response`
Here is the scenario for the above two tools
```BDD
Scenario: Logging in requires captcha verification
Given I expect the browser to receive an HTTP response from "**/security/captcha-precheck"
When I enter "some-identifier@test.com" in the input and I submit
Then The browser should have received the HTTP response
And Its body should contain a property "captchaFamily"
```
- A new tool `playwright_custom_user_agent` to define a custom user agent.
## Version 0.3.1
- Fixed BROWSER_TOOLS as Playwright_console_logs is not required (Thanks to https://github.com/kfern)
- Added Tests for all the Playwright MCP Server tools (Thanks to https://github.com/kfern)
- Updated documentation with AI Courses
- Gen AI Course [Details here](/docs/ai-courses/AIAgents)
- AI Agents Course [Details here](/docs/ai-courses/AIAgents)
- Machine Learning Course [Details here](/docs/ai-courses/MachineLearning)
## Version 0.3.0
- Added support for `Playwright_console_logs` to get the console logs from the browser. Following logs types
are supported.[More Detail available here](/docs/playwright-web/Console-Logging)
- `log`
- `info`
- `warn`
- `error`
- `debug`
- `all`
:::tip Usage Example
To invoke `Playwright_console_logs` via MCP Playwright, use the following prompt:
```plaintext
Get the console log from the browser whenever you perform any action.
:::
- Added support for `Playwright_close` to close the browser and release all resources.
:::tip Usage Example
To invoke `Playwright_close` via MCP Playwright, use the following prompt:
```plaintext
Close the browser once the operation is completed.
:::
## Version 0.2.9
- Fixed Screenshot issue with Cline, Cursor and Windows 11 (Reported by @MackDing, @mengjian-github)
## Version 0.2.8
- Support of iFrame while running Playwright test via MCP (Supports Cline as well). Thanks to @VinceOPS
- Fixed issue while saving PNG file. Thanks to @BayLee4
- Fixed issue with full page screenshot arguments to be passed to tool, thanks for the report @unipro-LeighMason
- Updated to latest version of Playwright and MCP Server library
## Version 0.2.7
- Fixed the issue with Playwright MCP server not working Cline, VSCode reported in #26, #16
- Fixed issue #28 and now chrome version is updated
- Updated to latest version of Playwright and MCP Server library
## Version 0.2.6
- New Documentation site powered by docusaurus hosted in GH-Pages https://executeautomation.github.io/mcp-playwright/
---
## Version 0.2.5
#### API Test Support
- Playwright MCP Server now supports API Testing for
- `GET` request
- `POST` request
- `PUT` request
- `PATCH` request
- `DELETE` request
<YouTubeVideoEmbed videoId="BYYyoRxCcFE" />
---
## Version 0.2.4
- Added support for smithery
- Added Support to save Playwright screenshot in local directory, thanks to `@s4l4x`
---
## Version 0.2.3
- Added quality of life improvement
---

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# SQL Server Setup Guide
This guide provides instructions for setting up and using the SQL Server adapter with the MCP Database Server.
## Prerequisites
1. Access to a SQL Server instance (2012 or later)
2. Node.js 18 or later
3. Required permissions to connect to the SQL Server database
## Installation
1. Follow the main installation steps in the README.md file
2. Ensure the mssql package is installed:
```bash
npm install mssql
npm install @types/mssql --save-dev
```
## Authentication Options
The SQL Server adapter supports multiple authentication methods:
### SQL Server Authentication
Use the `--user` and `--password` parameters to authenticate with SQL Server credentials:
```bash
node dist/src/index.js --sqlserver --server myserver --database mydatabase --user myuser --password mypassword
```
### Windows Authentication
Omit the `--user` and `--password` parameters to use Windows Authentication (trusted connection):
```bash
node dist/src/index.js --sqlserver --server myserver --database mydatabase
```
### Azure Active Directory
For Azure SQL Database with Azure AD authentication, you'll need to set up connection options:
```json
{
"mcpServers": {
"sqlserver": {
"command": "node",
"args": [
"/path/to/mcp-database-server/dist/src/index.js",
"--sqlserver",
"--server", "myserver.database.windows.net",
"--database", "mydatabase",
"--user", "myuser@mydomain.com",
"--password", "mypassword"
]
}
}
}
```
## Configuring Claude
Update your Claude configuration file to add SQL Server support:
```json
{
"mcpServers": {
"sqlserver": {
"command": "node",
"args": [
"/path/to/mcp-database-server/dist/src/index.js",
"--sqlserver",
"--server", "your-server-name",
"--database", "your-database-name",
"--user", "your-username",
"--password", "your-password"
]
}
}
}
```
For local SQL Server with Windows Authentication:
```json
{
"mcpServers": {
"sqlserver": {
"command": "node",
"args": [
"/path/to/mcp-database-server/dist/src/index.js",
"--sqlserver",
"--server", "localhost\\SQLEXPRESS",
"--database", "your-database-name"
]
}
}
}
```
## Connection Options
Additional connection options include:
- `--port`: Specify a non-default port (default is 1433)
- Add `--trustServerCertificate true` if you're connecting to a development/test server with a self-signed certificate
## Troubleshooting
### Common Connection Issues
1. **Login failed for user**
- Verify username and password
- Check if the SQL Server account is enabled and not locked
2. **Cannot connect to server**
- Ensure SQL Server is running
- Check firewall settings
- Verify server name is correct (including instance name if applicable)
3. **SSL errors**
- Add `--trustServerCertificate true` for development environments
### Verifying Connection
You can test your SQL Server connection using the standard SQL Server tools:
1. Using SQL Server Management Studio (SSMS)
2. Using the `sqlcmd` utility:
```
sqlcmd -S server_name -d database_name -U username -P password
```
## SQL Syntax Differences
Note that there may be syntax differences between SQLite and SQL Server. Here are some common differences:
1. **String concatenation**
- SQLite: `||`
- SQL Server: `+`
2. **Limit/Offset**
- SQLite: `LIMIT x OFFSET y`
- SQL Server: `OFFSET y ROWS FETCH NEXT x ROWS ONLY`
3. **Date formatting**
- SQLite: `strftime()`
- SQL Server: `FORMAT()` or `CONVERT()`
4. **Auto-increment columns**
- SQLite: `INTEGER PRIMARY KEY AUTOINCREMENT`
- SQL Server: `INT IDENTITY(1,1)`
When using Claude, be aware of these syntax differences when crafting SQL queries.

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# SQLite Setup Guide
This guide provides instructions for setting up and using the SQLite adapter with the MCP Database Server.
## Prerequisites
1. No additional installations required - SQLite is included with the MCP Database Server
2. Node.js 18 or later
3. A valid SQLite database file or a path to create a new one
## Running the Server with SQLite
To connect to an SQLite database, use the following command:
```bash
node dist/src/index.js /path/to/your/database.db
```
If the database file doesn't exist, it will be created automatically.
## Configuring Claude Desktop
Update your Claude configuration file to add SQLite support:
```json
{
"mcpServers": {
"sqlite": {
"command": "npx",
"args": [
"-y",
"@executeautomation/database-server",
"/path/to/your/database.db"
]
}
}
}
```
For local development:
```json
{
"mcpServers": {
"sqlite": {
"command": "node",
"args": [
"/absolute/path/to/mcp-database-server/dist/src/index.js",
"/path/to/your/database.db"
]
}
}
}
```
## SQLite-Specific Features
### In-Memory Databases
For temporary in-memory databases, use the special `:memory:` path:
```bash
node dist/src/index.js :memory:
```
### Write-Ahead Logging (WAL)
By default, the server enables Write-Ahead Logging mode for better concurrency and performance.
### Data Types
SQLite uses dynamic typing with the following storage classes:
- NULL
- INTEGER
- REAL
- TEXT
- BLOB
## SQL Syntax Examples
```sql
-- Creating a table in SQLite
CREATE TABLE Products (
id INTEGER PRIMARY KEY AUTOINCREMENT,
name TEXT NOT NULL,
price REAL,
category TEXT
);
-- Querying with LIMIT and OFFSET
SELECT * FROM Products LIMIT 10 OFFSET 20;
-- Date formatting
SELECT date('now') as today;
SELECT strftime('%Y-%m-%d', date_column) as formatted_date FROM Orders;
-- String concatenation
SELECT first_name || ' ' || last_name as full_name FROM Customers;
```
## Troubleshooting
### Database Locked
If you encounter "database is locked" errors:
1. Ensure no other connections are using the database file
2. Check file permissions
3. Wait a moment and retry the operation
### File Access Issues
If you cannot access the database file:
1. Verify the file path is correct
2. Check that the directory exists and is writable
3. Ensure the Node.js process has appropriate permissions
## Performance Tips
1. Use indexes for frequently queried columns
2. Keep transactions short
3. Use parameterized queries for better performance and security
4. Consider periodic VACUUM operations to reclaim space

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# Usage Examples
This document provides practical examples of how to use the database tools provided by the MCP Database Server with Claude Desktop.
## Example Prompts for Claude
Here are examples of tasks you can ask Claude to perform using the MCP Database Server tools.
### Basic Database Operations
#### Listing Tables
```
What tables are in the database?
```
#### Describing a Table
```
Show me the structure of the Products table.
```
#### Reading Data
```
Show me all records from the Customers table.
```
```
Find all products with a price greater than 50.
```
#### Writing Data
```
Insert a new product with the name "New Widget", price 29.99, and category "Accessories".
```
```
Update the price of all products in the "Electronics" category to increase by 10%.
```
```
Delete all orders that are more than 5 years old.
```
### Schema Management
#### Creating a Table
```
Create a new table called "Feedback" with columns for ID (auto-increment primary key),
CustomerID (integer), Rating (integer 1-5), and Comment (text).
```
#### Altering a Table
```
Add a "DateCreated" datetime column to the Products table.
```
```
Rename the "Phone" column in the Customers table to "ContactNumber".
```
#### Dropping a Table
```
Delete the temporary_logs table if it exists.
```
### Advanced Queries
#### Complex Joins
```
Show me a list of customers along with their total order amounts,
sorted from highest to lowest total amount.
```
#### Exporting Data
```
Export all customer data as CSV.
```
```
Export the sales summary by month as JSON.
```
## SQL Syntax Examples
### SQLite Examples
```sql
-- Creating a table in SQLite
CREATE TABLE Products (
id INTEGER PRIMARY KEY AUTOINCREMENT,
name TEXT NOT NULL,
price REAL,
category TEXT
);
-- Querying with LIMIT and OFFSET
SELECT * FROM Products LIMIT 10 OFFSET 20;
-- Date formatting
SELECT date('now') as today;
SELECT strftime('%Y-%m-%d', date_column) as formatted_date FROM Orders;
-- String concatenation
SELECT first_name || ' ' || last_name as full_name FROM Customers;
```
### SQL Server Examples
```sql
-- Creating a table in SQL Server
CREATE TABLE Products (
id INT IDENTITY(1,1) PRIMARY KEY,
name NVARCHAR(100) NOT NULL,
price DECIMAL(10,2),
category NVARCHAR(50)
);
-- Querying with OFFSET-FETCH (SQL Server equivalent of LIMIT)
SELECT * FROM Products ORDER BY id OFFSET 20 ROWS FETCH NEXT 10 ROWS ONLY;
-- Date formatting
SELECT FORMAT(GETDATE(), 'yyyy-MM-dd') as today;
SELECT CONVERT(VARCHAR(10), date_column, 120) as formatted_date FROM Orders;
-- String concatenation
SELECT first_name + ' ' + last_name as full_name FROM Customers;
```
### PostgreSQL Examples
```sql
-- Creating a table in PostgreSQL
CREATE TABLE Products (
id SERIAL PRIMARY KEY,
name VARCHAR(100) NOT NULL,
price DECIMAL(10,2),
category VARCHAR(50)
);
-- Querying with LIMIT and OFFSET
SELECT * FROM Products LIMIT 10 OFFSET 20;
-- Date formatting
SELECT TO_CHAR(CURRENT_DATE, 'YYYY-MM-DD') as today;
SELECT TO_CHAR(date_column, 'YYYY-MM-DD') as formatted_date FROM Orders;
-- String concatenation
SELECT first_name || ' ' || last_name as full_name FROM Customers;
```
## Working with Claude
### Tips for Using the MCP Database Server
1. **Be specific about database type**: If you have multiple database configurations, tell Claude which one you want to use.
2. **Security awareness**: Avoid exposing sensitive database credentials in your conversations.
3. **SQL syntax differences**: Remember that SQL syntax might differ between database types.
4. **Error handling**: If Claude encounters an error, it will tell you what went wrong so you can correct your query.
5. **Complex operations**: For complex operations, consider breaking them down into smaller steps.
### Example Claude Conversations
#### Exploring a Database
**User**: "I need to explore my database. What tables do I have?"
**Claude**: *Uses list_tables to show available tables*
**User**: "Tell me about the Customers table structure."
**Claude**: *Uses describe_table to show the schema of the Customers table*
**User**: "Show me the first 5 records from the Customers table."
**Claude**: *Uses read_query to execute a SELECT query*
#### Data Analysis
**User**: "Find customers who haven't placed an order in the last 6 months."
**Claude**: *Uses read_query with a more complex query involving dates and joins*
**User**: "Create a summary of sales by product category."
**Claude**: *Uses read_query with GROUP BY to aggregate sales data*
#### Database Modifications
**User**: "I need to add an 'active' column to the Users table with a default value of true."
**Claude**: *Uses alter_table to modify the schema*
**User**: "Update all products in the 'Discontinued' category to set their 'active' status to false."
**Claude**: *Uses write_query to perform an UPDATE operation*

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import {themes as prismThemes} from 'prism-react-renderer';
import type {Config} from '@docusaurus/types';
import type * as Preset from '@docusaurus/preset-classic';
// This runs in Node.js - Don't use client-side code here (browser APIs, JSX...)
const config: Config = {
title: 'MCP Database Server',
tagline: 'Fastest way to interact with your Database such as SQL Server, SQLite and PostgreSQL',
favicon: 'img/favicon.ico',
// Set the production url of your site here
url: 'https://executeautomation.github.io/',
// Set the /<baseUrl>/ pathname under which your site is served
// For GitHub pages deployment, it is often '/<projectName>/'
baseUrl: '/mcp-database-server',
// GitHub pages deployment config.
// If you aren't using GitHub pages, you don't need these.
organizationName: 'executeautomation', // Usually your GitHub org/user name.
projectName: 'mcp-database-server', // Usually your repo name.
onBrokenLinks: 'ignore',
onBrokenMarkdownLinks: 'warn',
// Even if you don't use internationalization, you can use this field to set
// useful metadata like html lang. For example, if your site is Chinese, you
// may want to replace "en" with "zh-Hans".
i18n: {
defaultLocale: 'en',
locales: ['en'],
},
trailingSlash: false,
deploymentBranch: 'gh-pages',
presets: [
[
'classic',
{
docs: {
sidebarPath: './sidebars.ts',
// Please change this to your repo.
// Remove this to remove the "edit this page" links.
editUrl:
'https://github.com/executeautomation/mcp-database-server/tree/main/docs/',
},
theme: {
customCss: './src/css/custom.css',
},
} satisfies Preset.Options,
],
],
themeConfig: {
// Replace with your project's social card
image: 'img/EA-Icon.svg',
navbar: {
title: 'MCP Database Server',
logo: {
alt: 'MCP Database Server',
src: 'img/EA-Icon.svg',
},
items: [
{
type: 'docSidebar',
sidebarId: 'tutorialSidebar',
position: 'left',
label: 'Documentation',
},
{
href: 'https://github.com/executeautomation/mcp-database-server',
label: 'GitHub',
position: 'right',
},
],
},
footer: {
style: 'dark',
links: [
{
title: 'Docs',
items: [
{
label: 'Getting Started',
to: '/docs/getting-started',
},
{
label: 'SQLite Setup',
to: '/docs/sqlite-setup',
},
{
label: 'SQL Server Setup',
to: '/docs/sql-server-setup',
},
{
label: 'PostgreSQL Setup',
to: '/docs/postgresql-setup',
},
],
},
{
title: 'Community',
items: [
{
label: 'Youtube',
href: 'https://youtube.com/executeautomation',
},
{
label: 'Udemy',
href: 'https://www.udemy.com/user/karthik-kk',
},
{
label: 'X',
href: 'http://x.com/ExecuteAuto',
},
],
}
],
copyright: `Copyright © ${new Date().getFullYear()} ExecuteAutomation Pvt Ltd.`,
},
prism: {
theme: prismThemes.github,
darkTheme: prismThemes.dracula,
},
} satisfies Preset.ThemeConfig,
};
export default config;

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{
"name": "playwright-mcp-server",
"version": "0.0.0",
"private": true,
"scripts": {
"docusaurus": "docusaurus",
"start": "docusaurus start",
"build": "docusaurus build",
"swizzle": "docusaurus swizzle",
"deploy": "docusaurus deploy",
"clear": "docusaurus clear",
"serve": "docusaurus serve",
"write-translations": "docusaurus write-translations",
"write-heading-ids": "docusaurus write-heading-ids",
"typecheck": "tsc"
},
"dependencies": {
"@docusaurus/core": "3.6.3",
"@docusaurus/preset-classic": "3.6.3",
"@mdx-js/react": "^3.0.0",
"clsx": "^2.0.0",
"gh-pages": "^6.2.0",
"prism-react-renderer": "^2.3.0",
"react": "^18.0.0",
"react-dom": "^18.0.0"
},
"devDependencies": {
"@docusaurus/module-type-aliases": "3.6.3",
"@docusaurus/tsconfig": "3.6.3",
"@docusaurus/types": "3.6.3",
"typescript": "~5.6.2"
},
"browserslist": {
"production": [
">0.5%",
"not dead",
"not op_mini all"
],
"development": [
"last 3 chrome version",
"last 3 firefox version",
"last 5 safari version"
]
},
"engines": {
"node": ">=18.0"
}
}

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import type {SidebarsConfig} from '@docusaurus/plugin-content-docs';
// This runs in Node.js - Don't use client-side code here (browser APIs, JSX...)
/**
* Creating a sidebar enables you to:
- create an ordered group of docs
- render a sidebar for each doc of that group
- provide next/previous navigation
The sidebars can be generated from the filesystem, or explicitly defined here.
Create as many sidebars as you want.
*/
const sidebars: SidebarsConfig = {
// By default, Docusaurus generates a sidebar from the docs folder structure
// tutorialSidebar: [{type: 'autogenerated', dirName: '.'}],
// But you can create a sidebar manually
tutorialSidebar: [
'intro',
'getting-started',
{
type: 'category',
label: 'Database Setup',
items: [
'sqlite-setup',
'connection-reference',
],
},
{
type: 'category',
label: 'Usage',
items: [
'database-tools',
'usage-examples',
],
},
// AI Courses section
{
type: 'category',
label: 'AI Courses',
items: [
'ai-courses/AIAgents',
'ai-courses/GenAICourse',
'ai-courses/MachineLearning',
],
},
],
};
export default sidebars;

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import React from 'react';
export default function YouTubeVideoEmbed({ videoId }) {
return (
<iframe
width="700"
height="400"
src={`https://www.youtube.com/embed/${videoId}`}
title="ExecuteAutomation YouTube"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
allowFullScreen
></iframe>
);
}

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import clsx from 'clsx';
import Heading from '@theme/Heading';
import styles from './styles.module.css';
type FeatureItem = {
title: string;
Svg: React.ComponentType<React.ComponentProps<'svg'>>;
description: JSX.Element;
};
const FeatureList: FeatureItem[] = [
{
title: 'Easy to Use',
Svg: require('@site/static/img/easy-to-use.svg').default,
description: (
<>
Playwright MCP Server is easy to use, just change the Claude config file and you are done.
</>
),
},
{
title: 'Test UI and APIs',
Svg: require('@site/static/img/playwright.svg').default,
description: (
<>
Test both UI and API of your application with plain English text. No <code>code</code> required.
</>
),
},
{
title: 'Powered by NodeJS',
Svg: require('@site/static/img/node.svg').default,
description: (
<>
Playwright MCP Server is built on top of NodeJS, making it fast and efficient.
</>
),
},
];
function Feature({title, Svg, description}: FeatureItem) {
return (
<div className={clsx('col col--4')}>
<div className="text--center">
<Svg className={styles.featureSvg} role="img" />
</div>
<div className="text--center padding-horiz--md">
<Heading as="h3">{title}</Heading>
<p>{description}</p>
</div>
</div>
);
}
export default function HomepageFeatures(): JSX.Element {
return (
<section className={styles.features}>
<div className="container">
<div className="row">
{FeatureList.map((props, idx) => (
<Feature key={idx} {...props} />
))}
</div>
</div>
</section>
);
}

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.features {
display: flex;
align-items: center;
padding: 2rem 0;
width: 100%;
}
.featureSvg {
height: 200px;
width: 200px;
}

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/**
* Any CSS included here will be global. The classic template
* bundles Infima by default. Infima is a CSS framework designed to
* work well for content-centric websites.
*/
/* You can override the default Infima variables here. */
:root {
--ifm-color-primary: #2e8555;
--ifm-color-primary-dark: #29784c;
--ifm-color-primary-darker: #277148;
--ifm-color-primary-darkest: #205d3b;
--ifm-color-primary-light: #33925d;
--ifm-color-primary-lighter: #359962;
--ifm-color-primary-lightest: #3cad6e;
--ifm-code-font-size: 95%;
--docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.1);
}
/* For readability concerns, you should choose a lighter palette in dark mode. */
[data-theme='dark'] {
--ifm-color-primary: #25c2a0;
--ifm-color-primary-dark: #21af90;
--ifm-color-primary-darker: #1fa588;
--ifm-color-primary-darkest: #1a8870;
--ifm-color-primary-light: #29d5b0;
--ifm-color-primary-lighter: #32d8b4;
--ifm-color-primary-lightest: #4fddbf;
--docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.3);
}

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/**
* CSS files with the .module.css suffix will be treated as CSS modules
* and scoped locally.
*/
.heroBanner {
padding: 4rem 0;
text-align: center;
position: relative;
overflow: hidden;
}
@media screen and (max-width: 996px) {
.heroBanner {
padding: 2rem;
}
}
.buttons {
display: flex;
align-items: center;
justify-content: center;
}

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import clsx from 'clsx';
import Link from '@docusaurus/Link';
import useDocusaurusContext from '@docusaurus/useDocusaurusContext';
import Layout from '@theme/Layout';
import HomepageFeatures from '@site/src/components/HomepageFeatures';
import Heading from '@theme/Heading';
import styles from './index.module.css';
function HomepageHeader() {
const {siteConfig} = useDocusaurusContext();
return (
<header className={clsx('hero hero--primary', styles.heroBanner)}>
<div className="container">
<Heading as="h1" className="hero__title">
{siteConfig.title}
</Heading>
<p className="hero__subtitle">{siteConfig.tagline}</p>
<div className={styles.buttons}>
<Link
className="button button--secondary button--lg"
to="/docs/intro">
Playwright MCP Server Tutorial - 5min
</Link>
</div>
</div>
</header>
);
}
export default function Home(): JSX.Element {
const {siteConfig} = useDocusaurusContext();
return (
<Layout
title={`${siteConfig.title}`}
description="Description will go into a meta tag in <head />">
<HomepageHeader />
<main>
<HomepageFeatures />
</main>
</Layout>
);
}

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---
title: Markdown page example
---
# Markdown page example
You don't need React to write simple standalone pages.

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{
// This file is not used in compilation. It is here just for a nice editor experience.
"extends": "@docusaurus/tsconfig",
"compilerOptions": {
"baseUrl": "."
},
"exclude": [".docusaurus", "build"]
}