HolmesGPT is an open-source AI agent designed to help DevOps and site reliability engineering teams diagnose and resolve production incidents. The system aggregates signals from observability tools such as logs, metrics, alerts, and distributed traces, then analyzes them using large language models to identify potential root causes. Rather than requiring engineers to manually correlate large volumes of monitoring data, HolmesGPT automatically synthesizes evidence and presents explanations in natural language. The project is developed by Robusta and has been accepted as a Cloud Native Computing Foundation Sandbox project, highlighting its relevance to the cloud-native ecosystem. It is designed to operate as an automated troubleshooting assistant that can analyze incidents continuously and support on-call engineers during outages.

Features

  • AI agent for automated root cause analysis of infrastructure incidents
  • Correlation of logs, metrics, traces, and alerts across observability systems
  • Natural language explanations of infrastructure failures and anomalies
  • Integration with Kubernetes and cloud-native monitoring tools
  • Designed for DevOps and site reliability engineering workflows
  • Continuous incident investigation to assist on-call engineers

Project Samples

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License

Apache License V2.0

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Additional Project Details

Programming Language

Python

Related Categories

Python Large Language Models (LLM)

Registered

2026-03-06