beginner⏱️ 12-22 minutes📅 Updated August 2026

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

AgentOps + Toolprint: Complete MCP Integration

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

When integrated with Toolprint, 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 Toolprint, 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 Toolprint
  • 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
  • Toolprint installed and configured
  • Compatible operating system (Cross-Platform)

Installation

Step 1: Install AgentOps

Configuration

Step 2: Configure Toolprint

  1. Open Toolprint 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 Toolprint:

Agent Performance Debugging

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

Expected Result: undefined

Cost Analysis

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Ask Toolprint: "Get cost breakdown for trace abc123"

Expected Result: undefined

Performance Optimization

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Ask Toolprint: "Show slowest spans in recent traces"

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

CLI Authentication Failed

Symptoms: Login prompt fails, Unable to authenticate

Cause: Network or credential issues

Solution:

  • Check internet connection
  • Verify account credentials
  • Try clearing authentication cache
  • Contact Toolprint support if issues persist

MCP Server Not Starting

Symptoms: Port 7001 not accessible, Server startup fails

Cause: Port conflict or Node.js issues

Solution:

  • Check if port 7001 is already in use
  • Verify Node.js installation and version
  • Try restarting the CLI command
  • Check system firewall settings

Tool Selection Not Working

Symptoms: search_tools returns no results, Tool recommendations missing

Cause: Configuration or service connectivity issues

Solution:

  • Verify internet connection for tool discovery
  • Check Toolprint service status
  • Restart MCP server: toolprint mcp
  • Verify MCP client configuration

AgentOps not appearing in Toolprint

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentOps is integrated with Toolprint:

  • Explore all AgentOps capabilities through Toolprint
  • Check out other MCP servers that work with Toolprint
  • 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 Toolprint

Need Help?

Join the MCP community for support and discussions

AgentOps + Toolprint: MCP Setup Guide (2026)