How SigNoz MCP Helped MSI Find 20 Unnecessary Operations

Taylor Mattison explains how SigNoz MCP helped surface wasted work inside MSI's sales-order workflow.

Warning checks were firing on user actions that had nothing to do with any warning they could raise. By comparing telemetry across the workflow, Taylor could point to unnecessary operations that were wasting API calls, database time, and server capacity.

This clip is part of our MSI customer story on using SigNoz MCP with Claude to debug slow sales orders across the stack.

Read the full story: https://signoz.io/blog/msi-signoz-mcp-full-stack-debugging/
Try SigNoz Cloud: https://signoz.io/teams/
SigNoz MCP server docs: https://signoz.io/docs/ai/signoz-mcp-server/

More about SigNoz:

SigNoz - Monitor your applications and troubleshoot problems in your deployed applications, an open-source alternative to DataDog, New Relic, etc. Backed by Y Combinator.

SigNoz helps developers monitor applications and troubleshoot problems in their deployed applications. SigNoz uses distributed tracing to gain visibility into your software stack.

SigNoz website - https://signoz.io

SigNoz Github repository - https://github.com/SigNoz/signoz

You can find the official documentation here - https://signoz.io/docs/.

Come say Hi to us on Slack - https://signoz.io/slack

If you need any clarification or find something missing, feel free to raise a GitHub issue with the label documentation or reach out to us at the community slack channel.

SigNoz Instrumentation with OpenTelemetry blogs:
Instrument Go Application - https://signoz.io/opentelemetry/go/
Instrument Rust Application - https://signoz.io/blog/opentelemetry-rust/
Instrument Elixir Application - https://signoz.io/blog/opentelemetry-elixir/
Instrument Python Application - https://signoz.io/blog/python-application-monitoring/

Instrument.NET Application - https://signoz.io/blog/opentelemetry-dotnet/
Instrument React Application - https://signoz.io/blog/opentelemetry-react/
Instrument Ruby on Rails Application - https://signoz.io/blog/opentelemetry-ruby/
Instrument Nextjs Application - https://signoz.io/blog/opentelemetry-nextjs/
Instrument Angular Application - https://signoz.io/blog/opentelemetry-angular/
Instrument Django Application - https://signoz.io/blog/opentelemetry-django/