
AI Agent for AgentQL MCP
Integrate powerful web data extraction into your tools and workflows with AgentQL MCP Server. Seamlessly extract structured data from any web page using natural language prompts, and connect it with applications like Claude, VS Code, Cursor, and Windsurf. Unlock new automation, streamline research, and empower your agents with reliable, API-driven data extraction.

Effortless Web Data Extraction
AgentQL MCP empowers you to extract structured data from any web source using the 'extract-web-data' tool. Simply describe the data you need, and the server delivers exact fields in real time. Automate web research, content aggregation, and more—no manual scraping required.
- Extract Web Data.
- Pull structured data from any URL using clear, prompt-based instructions.
- Structured Output.
- Receive data in organized formats such as markdown tables or JSON for seamless workflow integration.
- Automation Ready.
- Automate repetitive web research and content curation tasks with API-driven extraction.
- Real-Time Results.
- Get instant results for time-sensitive workflows and live data needs.

Seamless Integration with Top Tools
AgentQL MCP easily connects with leading developer and productivity tools such as Claude, VS Code, Cursor, and Windsurf. Quickly set up your server and API key, and start leveraging automated web extraction directly in your favorite environments.
- Easy Configuration.
- Configure AgentQL MCP in minutes with step-by-step guides for each supported tool.
- API Key Security.
- Keep your data safe with secure API key management across all environments.
- One-Click Setup.
- Install via npm or direct integration buttons for instant deployment in VS Code and more.

Developer Friendly & Debuggable
AgentQL MCP is designed for smooth developer experiences with robust configuration, easy local development, and powerful debugging tools like the MCP Inspector. Customize, build, and monitor your data extraction agent with confidence.
- Open Source Flexibility.
- Install, build, and customize the MCP server to fit your unique needs.
- Debugging Tools.
- Leverage the MCP Inspector for troubleshooting and reliable performance.
MCP INTEGRATION
Available AgentQL MCP Integration Tools
The following tools are available as part of the AgentQL MCP integration:
- extract-web-data
Extract structured data from a given URL using a prompt to describe the data and fields to extract.
Connect Your AgentQL MCP Integration with FlowHunt AI
Connect your AgentQL MCP Integration to a FlowHunt AI Agent. Book a personalized demo or try FlowHunt free today!
What is AgentQL MCP Server by tinyfish-io
AgentQL MCP Server, developed by tinyfish-io, is a Model Context Protocol (MCP) server designed to seamlessly integrate AgentQL's advanced data extraction capabilities. This platform enables users and developers to extract structured data from websites and APIs with ease, leveraging the power of AgentQL’s query language. The server acts as a bridge between unstructured web content and structured data formats, allowing for the automation of data collection, transformation, and integration tasks. The solution is particularly valuable for developers building AI agents, data pipelines, or workflow automation tools that require reliable and scalable data extraction from diverse sources. With support for multiple tools such as extract-web-data, the AgentQL MCP Server is a robust foundation for building intelligent, data-driven applications.
Capabilities
What we can do with AgentQL MCP Server
AgentQL MCP Server empowers users to perform a range of data extraction and transformation tasks. Its integration with AgentQL allows for the rapid conversion of web and API content into structured formats, making it easier to automate workflows, power AI models, and build data-rich applications.
- Extract Structured Data
- Quickly extract structured data from web pages and APIs using AgentQL queries.
- Automate Data Pipelines
- Integrate data extraction into automated workflows for regular data updates.
- Enable AI Agents
- Provide AI agents with seamless access to web and API data for reasoning and decision-making.
- Transform Unstructured Content
- Convert unstructured text and HTML into structured JSON or other formats.
- Integrate with Other Tools
- Connect extracted data to databases, analytics platforms, or other services.
How AI Agents Benefit from AgentQL MCP Server
AI agents can leverage AgentQL MCP Server to access real-time, structured information from any web or API source. This enables them to make informed decisions, automate research, and provide richer user experiences. By offloading data extraction and transformation tasks to the MCP server, AI developers can focus on building intelligent behavior, while ensuring data quality and reliability.