beginner⏱️ 16-26 minutes📅 Updated June 2026

Step-by-step guide to integrate AI Tasks MCP server with Rovo Dev CLI. Includes create_plan and add_task.

AI Tasks + Rovo Dev CLI: Complete MCP Integration

AI Tasks is a MCP server that Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports..

When integrated with Rovo Dev CLI, you can:

  • Create a new project plan with tasks
  • Add a task to an existing plan
  • Update task completion status

This guide provides step-by-step instructions to set up AI Tasks in Rovo Dev CLI, including configuration, examples, and troubleshooting.

What You'll Achieve

After completing this setup:

  • AI Tasks will be fully integrated and operational
  • You can use AI Tasks tools directly in Rovo Dev CLI
  • All AI Tasks capabilities will be available for your workflows
  • Access to 4 different tools

Prerequisites

Before starting, ensure you have:

  • Rovo Dev CLI installed and configured
  • Compatible operating system (Windows, macOS, Linux)

Installation

Step 1: Install AI Tasks

Configuration

Step 2: Configure Rovo Dev CLI

  1. Open Rovo Dev CLI settings
  2. Navigate to MCP server configuration
  3. Add AI Tasks server with appropriate settings
  4. Save and restart if needed

Examples

Once configured, you can use AI Tasks in Rovo Dev CLI:

Project Management

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Ask Rovo Dev CLI: "Create a plan for mobile app development with tasks"

Expected Result: undefined

Task Tracking

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Ask Rovo Dev CLI: "Show all in-progress tasks and assign priorities"

Expected Result: undefined

Sprint Planning

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Ask Rovo Dev CLI: "Create 2-week sprint with 20 story points"

Expected Result: undefined

Testing Your Setup

  1. Run acli rovodev run to start interactive mode
  2. Ask for code generation or explanation
  3. Test integration with Jira/Confluence features

Troubleshooting

Common Issues

Authentication Failed

Symptoms: Cannot login, API token rejected

Cause: Invalid or expired API token

Solution:

  • Regenerate API token in Atlassian profile
  • Verify account has Rovo access
  • Check network connectivity
  • Re-run acli rovodev auth login

Beta Access Limited

Symptoms: Access denied, Beta not available

Cause: Beta capacity limits reached

Solution:

  • Check Atlassian announcements for availability
  • Join waitlist if available
  • Verify account eligibility for beta access

AI Tasks not appearing in Rovo Dev CLI

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AI Tasks installation
  • Restart Rovo Dev CLI
  • Check logs for error messages

Next Steps

Now that AI Tasks is integrated with Rovo Dev CLI:

  • Explore all AI Tasks capabilities through Rovo Dev CLI
  • Check out other MCP servers that work with Rovo Dev CLI
  • Join the MCP community for tips and support
  • Consider contributing to AI Tasks development

Need Help?

Related Resources

More Integrations

Explore other MCP servers that work with Rovo Dev CLI

Need Help?

Join the MCP community for support and discussions

AI Tasks + Rovo Dev CLI: MCP Setup Guide (2026)