Websearch Tools
WebSearch is an advanced web search and content extraction tool based on Python and the Firecrawl API, providing functions such as intelligent search, content scraping, and web crawling, and supporting MCP protocol integration.
rating : 2.5 points
downloads : 18
What is the WebSearch MCP Server?
The WebSearch MCP Server is a tool based on the Model Context Protocol (MCP), designed to help users efficiently obtain information on the web through advanced search and content extraction. It integrates multiple functions, such as intelligent search, web page scraping, content parsing, and data export.How to use the WebSearch MCP Server?
Using the WebSearch MCP Server is very simple. First, install the required dependencies, then set the necessary API keys, and finally run the server to start using its provided functions.Applicable Scenarios
Suitable for scenarios that require rapid retrieval of Internet data, analysis of web page content, or batch downloading of specific information, such as market research, data analysis, or academic research.Main Features
Advanced SearchPerform a deep web search based on the input keywords and return detailed search results.
Content ExtractionExtract the required information from a specified list of URLs, supporting natural language instructions.
Web CrawlerRecursively crawl the target website, supporting the setting of maximum depth and page limits.
Web Page ScrapingExtract structured data from a single web page and support the screenshot function.
Advantages and Limitations
Advantages
Powerful and diverse functions, supporting various task requirements.
Integrates multiple APIs, such as Firecrawl and OpenAI, to enhance search and analysis capabilities.
Easy to configure, suitable for users with different technical levels.
Open - source and free, facilitating secondary development and customization.
Limitations
Some advanced functions may require additional API key support.
For large - scale crawler tasks, stronger hardware support may be required.
Relies on external API services, and network conditions may affect performance.
How to Use
Install Dependencies
Ensure that Python 3.8 or a higher version is installed, and synchronize the dependencies through the uv package manager.
Configure Environment Variables
Create a.env file and add the Firecrawl and OpenAI API keys.
Start the Server
Run the main script to start the WebSearch MCP Server.
Usage Examples
Search ExampleSearch for relevant materials about 'Artificial Intelligence'.
Content Extraction ExampleExtract contact information from a company's official website.
Frequently Asked Questions
How to obtain the API keys for Firecrawl and OpenAI?
Why are the search results sometimes inaccurate?
Related Resources
WebSearch GitHub Repository
View the source code and contribute to the project.
Firecrawl Official Documentation
Learn more about the usage of the Firecrawl API.
OpenAI Official Platform
Register and obtain the OpenAI API key.
Featured MCP Services

Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
141
4.5 points

Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
86
4.3 points

Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.7K
5 points

Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
830
4.3 points

Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.7K
4.5 points

Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
567
5 points

Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
754
4.8 points

Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
284
4.5 points