beginner⏱️ 18-28 minutes📅 Updated June 2026

Step-by-step guide to integrate Airflow MCP server with Cline. Includes list_dags and trigger_dag.

Airflow + Cline: Complete MCP Integration

Airflow is a MCP server that A MCP Server that connects to Apache Airflow using official python client..

When integrated with Cline, you can:

  • List all available DAGs in Airflow
  • Manually trigger a DAG run
  • Get DAG run history and status

This guide provides step-by-step instructions to set up Airflow in Cline, including configuration, examples, and troubleshooting.

What You'll Achieve

After completing this setup:

  • Airflow will be fully integrated and operational
  • You can use Airflow tools directly in Cline
  • All Airflow capabilities will be available for your workflows
  • Access to 5 different tools

Prerequisites

Before starting, ensure you have:

  • Airflow webserver host URL
  • Airflow authentication username
  • Airflow authentication password
  • Cline installed and configured
  • Compatible operating system (Windows, macOS, Linux)

Installation

Step 1: Install Airflow

Configuration

Step 2: Configure Cline

  1. Open Cline settings
  2. Navigate to MCP server configuration
  3. Add Airflow server with appropriate settings
  4. Save and restart if needed

Examples

Once configured, you can use Airflow in Cline:

Pipeline Monitoring

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Ask Cline: "Check status of all DAGs and recent failures"

Expected Result: undefined

Manual DAG Execution

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Ask Cline: "Trigger monthly_report DAG with date parameter"

Expected Result: undefined

Troubleshooting Failed Tasks

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Ask Cline: "Show failed tasks in data_pipeline and their error logs"

Expected Result: undefined

Testing Your Setup

  1. Launch Cline
  2. Verify Airflow is available in the tools list
  3. Test basic Airflow functionality

Troubleshooting

Common Issues

Extension Not Loading

Symptoms: Cline extension not appearing, Command palette empty

Cause: Extension installation or VS Code configuration issue

Solution:

  • Verify extension is properly installed via Extensions panel
  • Check VS Code version compatibility
  • Reload VS Code window or restart application
  • Check VS Code developer console for error messages

MCP Server Not Found

Symptoms: Server command not found, Tools unavailable in Cline

Cause: Server not installed or not accessible from VS Code

Solution:

  • Verify MCP server installation and PATH configuration
  • Test server command from VS Code integrated terminal
  • Use absolute path to server executable in configuration
  • Check server executable permissions

Configuration Not Applied

Symptoms: Settings changes not taking effect, Old configuration persisting

Cause: VS Code settings not reloaded or invalid configuration

Solution:

  • Reload VS Code window after configuration changes
  • Verify JSON syntax in settings.json is valid
  • Check Cline extension settings panel for errors
  • Review VS Code developer console for configuration warnings

Tool Execution Fails

Symptoms: MCP tools available but not working, Error during tool execution

Cause: Server configuration or environment issues

Solution:

  • Verify environment variables are set correctly
  • Check server logs for execution errors
  • Test server functionality outside of VS Code
  • Ensure all required dependencies are installed

Airflow not appearing in Cline

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check Airflow installation
  • Restart Cline
  • Check logs for error messages

Next Steps

Now that Airflow is integrated with Cline:

  • Explore all Airflow capabilities through Cline
  • Check out other MCP servers that work with Cline
  • Join the MCP community for tips and support
  • Consider contributing to Airflow development

Need Help?

Related Resources

More Integrations

Explore other MCP servers that work with Cline

Need Help?

Join the MCP community for support and discussions

Airflow + Cline: MCP Setup Guide (2026)