AgentQL + Claude Code: Complete MCP Integration
AgentQL is a MCP server that Enable AI agents to get structured data from unstructured web with AgentQL..
When integrated with Claude Code, you can:
- Extract structured data from web pages using natural language
- Scrape web data with structured field definitions
- Monitor web pages for content changes
This guide provides step-by-step instructions to set up AgentQL in Claude Code, including configuration, examples, and troubleshooting.
What You'll Achieve
After completing this setup:
- AgentQL will be fully integrated and operational
- You can use AgentQL tools directly in Claude Code
- All AgentQL capabilities will be available for your workflows
- Access to 3 different tools
Prerequisites
Before starting, ensure you have:
- API key from AgentQL Dev Portal
- Claude Code installed and configured
- Compatible operating system (Windows, macOS, Linux)
Installation
Step 1: Install AgentQL
Configuration
Step 2: Configure Claude Code
- Install Claude Code
Download and install Claude Code from the official website
Visit: https://claude.ai/code
Note: Claude Code is available as a native application, not via npm
- Navigate to Project
Open terminal in your project directory where you want to use the MCP server
- Install MCP Server
Install the MCP server you want to use (e.g., via npm, pip, or other package manager)
- Configure MCP Server
Add MCP server configuration to project CLAUDE.md file or use --mcp-config flag
Note: CLAUDE.md is preferred for project-specific configuration
- Test Integration
Start Claude Code and verify MCP server is working
claude
Note: Use interactive mode to test MCP server functionality
Configuration Details
Add to your project's CLAUDE.md file:
## MCP Servers
### AgentQL
- **Installation**: agentql
- **Configuration**: "AGENTQL_API_KEY": "aql_1234567890abcdef"
- **Description**: Enable AI agents to get structured data from unstructured web with AgentQL.
Claude Code will automatically detect and load MCP servers from your project context.
Examples
Once configured, you can use AgentQL in Claude Code:
E-commerce Product Monitoring
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Ask Claude Code: "Extract product details from Amazon search results"
Expected Result: undefined
News Article Analysis
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Ask Claude Code: "Get headlines, summaries, and publish dates from news site"
Expected Result: undefined
Social Media Insights
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Ask Claude Code: "Extract post engagement from social media feeds"
Expected Result: undefined
Testing Your Setup
- Run claude in your project directory
- Ask Claude to list available tools and verify AgentQL tools are present
- Test AgentQL functionality by asking Claude to use specific tools
Test commands:
claude
claude --debug
Troubleshooting
Common Issues
Server Not Found
Symptoms: Command not found errors, Server tools unavailable
Cause: Server not installed or not in PATH
Solution:
- Verify server installation
- Check PATH environment variable
- Install server globally or in project
Configuration Not Loaded
Symptoms: CLAUDE.md changes not recognized, Old server config used
Cause: CLAUDE.md file not in correct location or format
Solution:
- Ensure CLAUDE.md is in project root
- Verify markdown syntax is correct
- Restart Claude Code session
AgentQL not appearing in Claude Code
Symptoms: Server not listed, Tools not available
Cause: Configuration or installation issue
Solution:
- Verify configuration syntax
- Check AgentQL installation
- Restart Claude Code
- Check logs for error messages
Next Steps
Now that AgentQL is integrated with Claude Code:
- Explore all AgentQL capabilities through Claude Code
- Check out other MCP servers that work with Claude Code
- Join the MCP community for tips and support
- Consider contributing to AgentQL development
Need Help?
- Search for AgentQL documentation
- Check the Claude Code MCP guide
- Join the MCP community discussions