'''
Guidelines for Creating and Utilizing Tools in tools.py:

1. Initial Assessment:

Review Existing Tools:
Before adding new functions, thoroughly read through tools.py to understand the existing tools and their functionalities.
Determine if an existing tool can be adapted or extended to meet the current needs, avoiding redundancy.
2. Tool Creation and Function Design:

Create Within tools.py:

Add new tools as functions within tools.py. If tools.py doesn't exist, create it.
Ensure each function is self-contained and focused on a single task for modularity.
Design for Importing:

Design tools to be imported and executed via terminal commands. Do not include execution code that runs when tools.py is imported.
Follow Best Practices:

Use clear and descriptive function names that reflect their general purpose.
Include docstrings for each function, detailing the purpose, parameters, and expected outputs.
Adhere to PEP 8 style guidelines for readable and maintainable code.
3. Generalization:

Broad Input Handling:

Design functions to handle a wide range of inputs, enhancing reusability for future tasks.
Accept parameters that allow the function to be applicable in various scenarios (e.g., any stock ticker, URL, or data file).
Flexible Functionality:

Ensure functions can process different data types and structures when applicable.
Avoid hardcoding values; use parameters and defaults where necessary.
Modularity:

If a task involves multiple distinct operations, split them into separate functions.
This approach enhances clarity and allows for individual functions to be reused independently.
4. Execution and Script Management:

Import and Run via Terminal:

Do not execute tools.py directly. Instead, import the necessary functions and run them using the terminal.
Use the command:
bash
Copy code
python -c "from tools import function_name; function_name(args)"
Replace function_name and args with the appropriate function and arguments.
Avoid Additional Scripts:

Do not create extra .py files or scripts for execution purposes.
Keep all tool functions within tools.py and execute them using the import method shown above.
5. Output:

Console Printing:

Ensure that all tools print their output directly to the console.
Format the output for readability, using clear messages and organizing data in a logical manner.
No Return Statements for Output:

While functions can return values for internal use, the primary results should be displayed using print() statements.
6. Error Handling:

Input Validation:

Validate all input parameters to catch errors before execution.
Provide informative error messages to guide correct usage.
Exception Management:

Use try-except blocks to handle potential exceptions without crashing the program.
Log errors where appropriate, and ensure they don't expose sensitive information.
Debugging and Testing:

Test functions with various inputs, including edge cases, to ensure robustness.
If errors are found, revise and debug the functions promptly.
7. Post-Creation:

Execute to Fulfill Requests:

After creating or updating tools, execute them as needed to fulfill user requests unless the request was solely for tool creation.
Documentation:

Update any relevant documentation or comments within tools.py to reflect new additions or changes.
Consider maintaining a usage example within the docstring for complex functions.
8. Maintenance and Refactoring:

Regular Review:

Periodically review tools.py to identify opportunities for optimization and improvement.
Remove or update deprecated functions that are no longer effective or necessary.
Enhance Generalization:

Refactor functions to improve their general applicability as new requirements emerge.
Stay vigilant for patterns that can be abstracted into more general solutions.
9. Compliance and Security:

Data Protection:

Ensure that tools handle data securely, especially when dealing with sensitive information.
Avoid hardcoding credentials or exposing private data through outputs.
Licensing and Dependencies:

Verify that any third-party libraries used are properly licensed and documented.
Include installation instructions for dependencies if they are not part of the standard library.
'''

# Your tools will be defined below this line

import os
from datetime import datetime, timedelta
import PyPDF2
from pathlib import Path
import json
import re
import requests
from typing import List, Dict, Optional, Union
import subprocess
import sys
from git import Repo

def get_current_month_folder() -> str:
    """Returns the path to the current month's folder."""
    base_path = r"C:\Users\admin\Dropbox\Current\2024"
    current_month = datetime.now().strftime("%B")  # Full month name
    return os.path.join(base_path, current_month)

def get_pdfs_for_date(target_date: datetime = None) -> List[str]:
    """
    Finds all PDFs saved on a specific date in the current month's folder structure.
    Args:
        target_date: datetime object for the target date. If None, uses today's date.
    Returns a list of full paths to PDF files.
    """
    if target_date is None:
        target_date = datetime.now()
    
    target_date_str = target_date.strftime("%Y-%m-%d")
    month_folder = get_current_month_folder()
    pdf_files = []
    
    # Walk through all subdirectories
    for root, _, files in os.walk(month_folder):
        for file in files:
            if file.lower().endswith('.pdf'):
                file_path = os.path.join(root, file)
                # Get file's modification time
                mod_time = datetime.fromtimestamp(os.path.getmtime(file_path))
                if mod_time.strftime("%Y-%m-%d") == target_date_str:
                    pdf_files.append(file_path)
    
    return pdf_files

def extract_text_from_pdf(pdf_path: str) -> str:
    """Extract text content from a PDF file."""
    try:
        with open(pdf_path, 'rb') as file:
            reader = PyPDF2.PdfReader(file)
            text = ""
            for page in reader.pages:
                text += page.extract_text() + "\n"
            return text
    except Exception as e:
        print(f"Error processing {pdf_path}: {str(e)}")
        return ""

def summarize_pdfs_for_date(target_date: datetime = None):
    """
    Main function to process and summarize PDFs for a specific date.
    Args:
        target_date: datetime object for the target date. If None, uses today's date.
    Prints summary to console and saves to a JSON file.
    """
    if target_date is None:
        target_date = datetime.now()
    
    pdfs = get_pdfs_for_date(target_date)
    if not pdfs:
        print(f"No PDFs found for {target_date.strftime('%Y-%m-%d')}")
        return

    summaries = {}
    for pdf_path in pdfs:
        print(f"Processing: {pdf_path}")
        text = extract_text_from_pdf(pdf_path)
        
        # Basic summary: first 500 characters of text
        summary = text[:500] + "..." if len(text) > 500 else text
        
        # Store in dictionary with filename as key
        filename = os.path.basename(pdf_path)
        summaries[filename] = {
            "path": pdf_path,
            "summary": summary,
            "processed_date": datetime.now().strftime("%Y-%m-%d %H:%M:%S")
        }
    
    # Save summaries to JSON file in the current directory
    output_dir = "summaries"
    os.makedirs(output_dir, exist_ok=True)
    
    output_file = os.path.join(output_dir, f"summaries_{target_date.strftime('%Y-%m-%d')}.json")
    with open(output_file, 'w', encoding='utf-8') as f:
        json.dump(summaries, f, indent=4, ensure_ascii=False)
    
    print(f"\nProcessed {len(pdfs)} PDFs")
    print(f"Summaries saved to: {output_file}")
    
    # Print summaries to console
    for filename, data in summaries.items():
        print(f"\n{'='*80}\n{filename}")
        print(f"Path: {data['path']}")
        print(f"\nSummary:\n{data['summary'][:200]}...")

class WebSearchTool:
    """
    A tool for performing web searches using the Perplexity API.
    Designed to be the default web search mechanism for context-requiring queries.
    """
    
    def __init__(self, api_key: Optional[str] = None):
        """
        Initialize the WebSearchTool.
        
        Args:
            api_key: Perplexity API key. If None, will try to get from environment variable.
        """
        self.api_key = api_key or os.getenv("PERPLEXITY_API_KEY")
        if not self.api_key:
            raise ValueError("Perplexity API key must be provided or set in PERPLEXITY_API_KEY environment variable")
        
        self.headers = {
            "Authorization": f"Bearer {self.api_key}",
            "Content-Type": "application/json"
        }
    
    def search(self, query: str, max_results: int = 5) -> Dict:
        """
        Perform a web search using Perplexity API.
        
        Args:
            query: The search query
            max_results: Maximum number of results to return
            
        Returns:
            Dictionary containing search results and metadata
        """
        try:
            # Make the API request
            response = requests.post(
                "https://api.perplexity.ai/chat/completions",
                headers=self.headers,
                json={
                    "model": "llama-3.1-sonar-huge-128k-online",
                    "messages": [
                        {
                            "role": "system",
                            "content": "You are a helpful assistant that provides accurate and concise answers based on web search results."
                        },
                        {
                            "role": "user",
                            "content": query
                        }
                    ]
                }
            )
            response.raise_for_status()
            data = response.json()
            
            # Extract answer from the response
            answer = data.get("choices", [{}])[0].get("message", {}).get("content", "No answer found")
            
            # Process and format the results
            results = {
                "query": query,
                "timestamp": datetime.now().isoformat(),
                "answer": answer,
                "references": [],  # References not available in this API version
                "metadata": {
                    "source": "Perplexity API",
                    "model": "llama-3.1-sonar-huge-128k-online"
                }
            }
            return results
            
        except Exception as e:
            print(f"Error performing search: {str(e)}")
            return {
                "query": query,
                "timestamp": datetime.now().isoformat(),
                "error": str(e),
                "metadata": {
                    "source": "Perplexity API",
                    "status": "error"
                }
            }
    
    def format_results(self, results: Dict, format: str = "text") -> str:
        """
        Format search results in the specified format.
        
        Args:
            results: Search results dictionary
            format: Output format ("text" or "markdown")
            
        Returns:
            Formatted string of results
        """
        if "error" in results:
            return f"Error: {results['error']}"
            
        if format == "markdown":
            output = f"# Search Results for: {results['query']}\n\n"
            output += f"## Answer\n{results['answer']}\n\n"
            if results['references']:
                output += "## References\n"
                for i, ref in enumerate(results['references'], 1):
                    output += f"{i}. {ref['title']} - {ref['url']}\n"
            return output
        else:
            output = f"Search Results for: {results['query']}\n\n"
            output += f"Answer:\n{results['answer']}\n\n"
            if results['references']:
                output += "References:\n"
                for i, ref in enumerate(results['references'], 1):
                    output += f"{i}. {ref['title']} - {ref['url']}\n"
            return output

class MCPServerManager:
    """
    A tool for installing and managing Model Context Protocol (MCP) servers.
    Integrates with Claude desktop and manages server configurations.
    """
    
    DEFAULT_CONFIG_LOCATIONS = [
        "mcp.json",
        ".mcp/config.json",
        "config/mcp.json",
        "mcp_config.json",
        ".config/mcp/servers.json"
    ]
    
    def __init__(self, base_dir: Optional[str] = None):
        """
        Initialize the MCP Server Manager.
        
        Args:
            base_dir: Base directory for installing servers. If None, uses current directory.
        """
        self.base_dir = Path(base_dir) if base_dir else Path.cwd() / "mcp_servers"
        self.base_dir.mkdir(parents=True, exist_ok=True)
        self.servers_repo_url = "https://github.com/modelcontextprotocol/servers.git"
        self.installed_servers = {}
        self.load_installed_servers()
    
    def load_installed_servers(self):
        """Load information about installed servers from the config file."""
        config_file = self.base_dir / "config.json"
        if config_file.exists():
            with open(config_file, "r") as f:
                self.installed_servers = json.load(f)
    
    def save_installed_servers(self):
        """Save information about installed servers to the config file."""
        config_file = self.base_dir / "config.json"
        with open(config_file, "w") as f:
            json.dump(self.installed_servers, f, indent=4)
    
    def get_featured_servers(self) -> List[Dict]:
        """
        Get list of featured servers from the MCP GitHub repository.
        
        Returns:
            List of server information dictionaries
        """
        try:
            # Clone or update the servers repository
            repo_dir = self.base_dir / "servers_repo"
            if repo_dir.exists():
                repo = Repo(repo_dir)
                repo.remotes.origin.pull()
            else:
                repo = Repo.clone_from(self.servers_repo_url, repo_dir)
            
            # First try to read from featured.json
            featured_file = repo_dir / "featured.json"
            if featured_file.exists():
                with open(featured_file, "r", encoding="utf-8") as f:
                    return json.load(f)
            
            # If featured.json doesn't exist, parse README.md
            readme_file = repo_dir / "README.md"
            if readme_file.exists():
                servers = []
                with open(readme_file, "r", encoding="utf-8", errors="ignore") as f:
                    content = f.read()
                    # Look for server repository links
                    repo_links = re.findall(r"\[([^\]]+)\]\((https://github.com/[^)]+)\)", content)
                    for name, url in repo_links:
                        if "/modelcontextprotocol/" in url:
                            servers.append({
                                "name": name,
                                "repository": url,
                                "config": {}
                            })
                return servers
            
            return []
            
        except Exception as e:
            print(f"Error getting featured servers: {str(e)}")
            return []
    
    def find_server_config(self, server_dir: Path) -> Optional[Dict]:
        """
        Search for MCP server configuration in common locations.
        
        Args:
            server_dir: Directory to search in
            
        Returns:
            Server configuration dictionary if found, None otherwise
        """
        # First check common config file locations
        for config_path in self.DEFAULT_CONFIG_LOCATIONS:
            config_file = server_dir / config_path
            if config_file.exists():
                try:
                    with open(config_file, "r", encoding="utf-8") as f:
                        config = json.load(f)
                        if "mcpServers" in config:
                            return config["mcpServers"]
                except Exception as e:
                    print(f"Error reading config from {config_file}: {str(e)}")
        
        # Check package.json for Node.js projects
        package_json = server_dir / "package.json"
        if package_json.exists():
            try:
                with open(package_json, "r", encoding="utf-8") as f:
                    config = json.load(f)
                    if "mcpServers" in config:
                        return config["mcpServers"]
            except Exception as e:
                print(f"Error reading config from package.json: {str(e)}")
        
        # Check pyproject.toml for Python projects
        pyproject_toml = server_dir / "pyproject.toml"
        if pyproject_toml.exists():
            try:
                import tomli
                with open(pyproject_toml, "rb") as f:
                    config = tomli.load(f)
                    if "tool" in config and "mcp" in config["tool"]:
                        return {"python": config["tool"]["mcp"]}
            except ImportError:
                print("tomli package not found, skipping pyproject.toml parsing")
            except Exception as e:
                print(f"Error reading config from pyproject.toml: {str(e)}")
        
        return None

    def install_server(self, server_name: str, custom_config: Optional[Dict] = None) -> bool:
        """
        Install a specific MCP server.
        
        Args:
            server_name: Name of the server to install
            custom_config: Optional custom configuration for the server
            
        Returns:
            True if installation was successful, False otherwise
        """
        try:
            # Get server information from featured servers
            featured_servers = self.get_featured_servers()
            server_info = next((s for s in featured_servers if s["name"] == server_name), None)
            if not server_info:
                print(f"Server '{server_name}' not found in featured servers")
                return False
            
            # Create server directory
            server_dir = self.base_dir / server_name
            server_dir.mkdir(exist_ok=True)
            
            # Clone server repository
            repo = Repo.clone_from(server_info["repository"], server_dir)
            
            # Install dependencies
            if (server_dir / "requirements.txt").exists():
                subprocess.run([sys.executable, "-m", "pip", "install", "-r", "requirements.txt"], cwd=server_dir)
            elif (server_dir / "package.json").exists():
                subprocess.run(["npm", "install"], cwd=server_dir)
            
            # Find or use custom server configuration
            config = custom_config or self.find_server_config(server_dir) or {}
            
            # Store server information
            self.installed_servers[server_name] = {
                "path": str(server_dir),
                "version": repo.head.commit.hexsha[:8],
                "install_date": datetime.now().isoformat(),
                "config": config
            }
            self.save_installed_servers()
            
            print(f"Successfully installed {server_name}")
            if config:
                print(f"Found server configuration: {json.dumps(config, indent=2)}")
            else:
                print("No server configuration found. You may need to configure it manually.")
            
            return True
            
        except Exception as e:
            print(f"Error installing server '{server_name}': {str(e)}")
            return False
    
    def uninstall_server(self, server_name: str) -> bool:
        """
        Uninstall a specific MCP server.
        
        Args:
            server_name: Name of the server to uninstall
            
        Returns:
            True if uninstallation was successful, False otherwise
        """
        try:
            if server_name not in self.installed_servers:
                print(f"Server '{server_name}' is not installed")
                return False
            
            # Remove server directory
            server_dir = Path(self.installed_servers[server_name]["path"])
            shutil.rmtree(server_dir)
            
            # Remove from installed servers
            del self.installed_servers[server_name]
            self.save_installed_servers()
            
            print(f"Successfully uninstalled {server_name}")
            return True
            
        except Exception as e:
            print(f"Error uninstalling server '{server_name}': {str(e)}")
            return False
    
    def list_installed_servers(self) -> Dict[str, Dict]:
        """
        Get information about installed servers.
        
        Returns:
            Dictionary of installed server information
        """
        return self.installed_servers
    
    def update_server(self, server_name: str) -> bool:
        """
        Update a specific MCP server to the latest version.
        
        Args:
            server_name: Name of the server to update
            
        Returns:
            True if update was successful, False otherwise
        """
        try:
            if server_name not in self.installed_servers:
                print(f"Server '{server_name}' is not installed")
                return False
            
            server_dir = Path(self.installed_servers[server_name]["path"])
            repo = Repo(server_dir)
            
            # Get current version
            old_version = repo.head.commit.hexsha[:8]
            
            # Pull latest changes
            repo.remotes.origin.pull()
            
            # Get new version
            new_version = repo.head.commit.hexsha[:8]
            
            # Update dependencies if needed
            if (server_dir / "requirements.txt").exists():
                subprocess.run([sys.executable, "-m", "pip", "install", "-r", "requirements.txt"], cwd=server_dir)
            
            # Update stored information
            self.installed_servers[server_name]["version"] = new_version
            self.save_installed_servers()
            
            print(f"Updated {server_name} from {old_version} to {new_version}")
            return True
            
        except Exception as e:
            print(f"Error updating server '{server_name}': {str(e)}")
            return False
    
    def configure_server(self, server_name: str, config: Dict) -> bool:
        """
        Configure a specific MCP server.
        
        Args:
            server_name: Name of the server to configure
            config: Configuration dictionary in the format:
                   {
                     "command": str,  # Command to run the server
                     "args": List[str],  # Arguments for the command
                     "env": Dict[str, str],  # Optional environment variables
                     "cwd": str,  # Optional working directory
                   }
            
        Returns:
            True if configuration was successful, False otherwise
        """
        try:
            if server_name not in self.installed_servers:
                print(f"Server '{server_name}' is not installed")
                return False
            
            server_dir = Path(self.installed_servers[server_name]["path"])
            
            # Validate configuration
            if "command" not in config:
                print("Error: Server configuration must include 'command'")
                return False
            
            # Update configuration
            self.installed_servers[server_name]["config"] = config
            self.save_installed_servers()
            
            # Try to write configuration to a standard location
            config_dir = server_dir / ".mcp"
            config_dir.mkdir(exist_ok=True)
            config_file = config_dir / "config.json"
            
            with open(config_file, "w", encoding="utf-8") as f:
                json.dump({"mcpServers": {server_name: config}}, f, indent=2)
            
            print(f"Successfully configured {server_name}")
            print(f"Configuration saved to {config_file}")
            return True
            
        except Exception as e:
            print(f"Error configuring server '{server_name}': {str(e)}")
            return False

    def start_server(self, server_name: str) -> bool:
        """
        Start a specific MCP server.
        
        Args:
            server_name: Name of the server to start
            
        Returns:
            True if server was started successfully, False otherwise
        """
        try:
            if server_name not in self.installed_servers:
                print(f"Server '{server_name}' is not installed")
                return False
            
            server_info = self.installed_servers[server_name]
            config = server_info.get("config", {})
            
            if not config:
                print(f"Server '{server_name}' is not configured")
                return False
            
            # Prepare command and arguments
            command = config.get("command")
            args = config.get("args", [])
            env = {**os.environ, **(config.get("env", {}))}
            cwd = config.get("cwd") or server_info["path"]
            
            # Start the server process
            process = subprocess.Popen(
                [command, *args],
                env=env,
                cwd=cwd,
                stdout=subprocess.PIPE,
                stderr=subprocess.PIPE,
                text=True
            )
            
            # Store process information
            self.installed_servers[server_name]["process"] = process
            self.save_installed_servers()
            
            print(f"Started server '{server_name}' (PID: {process.pid})")
            return True
            
        except Exception as e:
            print(f"Error starting server '{server_name}': {str(e)}")
            return False

    def stop_server(self, server_name: str) -> bool:
        """
        Stop a specific MCP server.
        
        Args:
            server_name: Name of the server to stop
            
        Returns:
            True if server was stopped successfully, False otherwise
        """
        try:
            if server_name not in self.installed_servers:
                print(f"Server '{server_name}' is not installed")
                return False
            
            server_info = self.installed_servers[server_name]
            process = server_info.get("process")
            
            if not process:
                print(f"Server '{server_name}' is not running")
                return False
            
            # Try to stop the process gracefully
            process.terminate()
            try:
                process.wait(timeout=5)
            except subprocess.TimeoutExpired:
                process.kill()
            
            # Remove process information
            del self.installed_servers[server_name]["process"]
            self.save_installed_servers()
            
            print(f"Stopped server '{server_name}'")
            return True
            
        except Exception as e:
            print(f"Error stopping server '{server_name}': {str(e)}")
            return False

async def generate_pyflowchart(repo_path: str, output_dir: Optional[str] = None) -> None:
    """
    Generate flowcharts for all Python files in a repository using pyflowchart.
    Creates HTML flowcharts that can be viewed in a browser.
    
    Args:
        repo_path: Path to the repository
        output_dir: Optional directory to save flowcharts. If None, creates a 'flowcharts' directory in the repo.
    """
    try:
        # Ensure pyflowchart is installed
        subprocess.run([sys.executable, "-m", "pip", "install", "pyflowchart"], check=True)
        
        # Set up output directory
        if output_dir is None:
            output_dir = os.path.join(repo_path, 'flowcharts')
        os.makedirs(output_dir, exist_ok=True)
        
        # Generate HTML flowcharts
        for root, _, files in os.walk(repo_path):
            for file in files:
                if file.endswith('.py'):
                    py_file = os.path.join(root, file)
                    
                    # Skip empty files
                    if os.path.getsize(py_file) == 0:
                        print(f"Skipping empty file: {py_file}")
                        continue
                        
                    # Check if file has actual Python code
                    with open(py_file, 'r', encoding='utf-8') as f:
                        content = f.read().strip()
                        if not content:
                            print(f"Skipping empty file: {py_file}")
                            continue
                    
                    html_file = os.path.join(output_dir, f"{os.path.splitext(file)[0]}_flowchart.html")
                    
                    # Generate flowchart HTML
                    print(f"Generating flowchart for {py_file}")
                    try:
                        subprocess.run([
                            sys.executable, "-m", "pyflowchart", py_file, 
                            "--output", html_file
                        ], check=True)
                        print(f"Saved HTML to {html_file}")
                    except subprocess.CalledProcessError as e:
                        print(f"Error generating flowchart for {py_file}: {str(e)}")
                        continue
        
        print(f"\nFlowcharts generated in: {output_dir}")
        
    except subprocess.CalledProcessError as e:
        print(f"Error running pyflowchart: {str(e)}")
    except Exception as e:
        print(f"Error generating flowcharts: {str(e)}")

def extract_repo_context(repo_url: str, output_file: Optional[str] = None) -> None:
    """
    Extract repository context using gitingest.com.
    
    Args:
        repo_url: GitHub repository URL
        output_file: Optional file to save the context. If None, uses repo name with .txt extension.
    """
    try:
        # Convert github.com URL to gitingest.com
        if "github.com" not in repo_url:
            raise ValueError("Only GitHub repositories are supported")
            
        ingest_url = repo_url.replace("github.com", "gitingest.com")
        print(f"Fetching repository context from: {ingest_url}")
        
        # Make request to gitingest.com
        response = requests.get(ingest_url)
        response.raise_for_status()
        
        # Extract content
        content = response.text
        
        # Save to file
        if output_file is None:
            repo_name = repo_url.split('/')[-1].replace('.git', '')
            output_file = f"{repo_name}_context.txt"
            
        with open(output_file, 'w', encoding='utf-8') as f:
            f.write(content)
            
        print(f"Repository context saved to: {output_file}")
        
    except requests.RequestException as e:
        print(f"Error fetching repository context: {str(e)}")
    except Exception as e:
        print(f"Error extracting repository context: {str(e)}")

async def post_clone_actions(repo_url: str) -> None:
    """
    Perform post-clone actions after a git clone operation:
    1. Generate flowcharts for all Python files using pyflowchart
    2. Extract repository context using gitingest.com
    
    Args:
        repo_url: URL of the repository that was just cloned
    """
    try:
        # Get the repository name from the URL
        repo_name = repo_url.split('/')[-1].replace('.git', '')
        repo_path = os.path.join(os.getcwd(), repo_name)
        
        # Generate flowcharts
        print("\nGenerating flowcharts...")
        await generate_pyflowchart(repo_path)
        
        # Extract repository context
        print("\nExtracting repository context...")
        extract_repo_context(repo_url)
    
    except Exception as e:
        print(f"Error in post-clone actions: {str(e)}")

# Example usage:
if __name__ == "__main__":
    # Initialize the search tool
    search_tool = WebSearchTool()
    
    # Perform a simple search
    results = search_tool.search("Latest developments in AI technology")
    
    # Print formatted results
    print(search_tool.format_results(results, "markdown"))