beginner⏱️ 12-22 minutes📅 Updated August 2026

Step-by-step guide to integrate AgentOps MCP server with Daydreams Agents. Includes auth and get_trace.

AgentOps + Daydreams Agents: Complete MCP Integration

AgentOps is a MCP server that Provide observability and tracing for debugging AI agents with AgentOps API..

When integrated with Daydreams Agents, you can:

  • Authorize with AgentOps API key
  • Retrieve trace information by ID
  • Get span information by ID

This guide provides step-by-step instructions to set up AgentOps in Daydreams Agents, including configuration, examples, and troubleshooting.

What You'll Achieve

After completing this setup:

  • AgentOps will be fully integrated and operational
  • You can use AgentOps tools directly in Daydreams Agents
  • All AgentOps capabilities will be available for your workflows
  • Access to 4 different tools

Prerequisites

Before starting, ensure you have:

  • API key from AgentOps dashboard
  • Daydreams Agents installed and configured
  • Compatible operating system (Web Platform, API Access)

Installation

Step 1: Install AgentOps

Configuration

Step 2: Configure Daydreams Agents

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

Examples

Once configured, you can use AgentOps in Daydreams Agents:

Agent Performance Debugging

undefined

Ask Daydreams Agents: "Show me traces for agent runs that failed today"

Expected Result: undefined

Cost Analysis

undefined

Ask Daydreams Agents: "Get cost breakdown for trace abc123"

Expected Result: undefined

Performance Optimization

undefined

Ask Daydreams Agents: "Show slowest spans in recent traces"

Expected Result: undefined

Testing Your Setup

  1. Launch Daydreams Agents
  2. Verify AgentOps is available in the tools list
  3. Test basic AgentOps functionality

Troubleshooting

Common Issues

Platform Access Issues

Symptoms: Cannot log in, Dashboard not loading

Cause: Account or browser issues

Solution:

  • Verify account credentials and status
  • Try different browser or clear cache
  • Check internet connectivity
  • Contact Daydreams support for account issues

MCP Server Connection Failed

Symptoms: Server not connecting, Connection timeout

Cause: Server configuration or network issues

Solution:

  • Verify server endpoint URL is correct
  • Check server authentication configuration
  • Ensure server is running and accessible
  • Test server connectivity from other tools

Agent Not Using MCP Tools

Symptoms: Agent running but not using tools, Limited capabilities

Cause: Agent configuration or tool assignment issues

Solution:

  • Verify tools are properly assigned to agent
  • Check agent configuration and permissions
  • Review agent behavior and trigger conditions
  • Test with simpler tool usage scenarios

AgentOps not appearing in Daydreams Agents

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AgentOps installation
  • Restart Daydreams Agents
  • Check logs for error messages

Next Steps

Now that AgentOps is integrated with Daydreams Agents:

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

Need Help?

Related Resources

More Integrations

Explore other MCP servers that work with Daydreams Agents

Need Help?

Join the MCP community for support and discussions

AgentOps + Daydreams Agents: MCP Setup Guide (2026)