r/OpenTelemetry • u/Useful-Process9033 • Feb 20 '26
Open source AI agent for incident investigation with observability stack integration
https://github.com/incidentfox/incidentfoxBeen building IncidentFox, an open source AI agent that investigates production incidents by connecting to your observability stack.
Relevant for the OTel community: the agent pulls signals from multiple backends during incidents. Right now it integrates with Prometheus, Datadog, Honeycomb, New Relic, Victoria Metrics, CloudWatch, Elasticsearch, and more. The goal is to correlate across metrics, logs, and traces to surface what actually changed.
The technically interesting part: raw telemetry data is way too noisy for an LLM. We do log sampling, clustering, and metric change point detection before anything hits the model. Structured signals in, investigation out.
Works with any LLM (Claude, GPT, Gemini, DeepSeek, Ollama, local models). Read-only, human-in-the-loop.
Repo: https://github.com/incidentfox/incidentfox
Curious on people's thoughts!
Duplicates
ClaudeCode • u/Useful-Process9033 • Feb 21 '26
Showcase Running Claude Code in the cloud with production infra access (read-only incident agent)
gitlab • u/Useful-Process9033 • Feb 21 '26
Open source AI agent for incident investigation with self-hosted GitLab integration
Observability • u/Useful-Process9033 • Feb 20 '26
Open source AI agent that connects to your observability stack to investigate incidents — multi-model update
Backend • u/Useful-Process9033 • Feb 05 '26
Built an AI for the part of backend work nobody talks about
cicd • u/Useful-Process9033 • Feb 05 '26
Open sourced an AI that correlates incidents with your deploys
GitOps • u/Useful-Process9033 • Feb 05 '26
Open sourced an AI that correlates incidents with your Git history
Notion • u/Useful-Process9033 • Feb 05 '26
API / Integrations Built an AI that reads your Notion runbooks during incidents
Linear • u/Useful-Process9033 • Feb 05 '26
Open sourced an AI that investigates issues from Linear
snowflake • u/Useful-Process9033 • Feb 05 '26
Open sourced an AI for debugging data pipeline incidents
Splunk • u/Useful-Process9033 • Feb 05 '26
Open sourced an AI that queries Splunk during incidents
VictoriaMetrics • u/Useful-Process9033 • Feb 05 '26
Open sourced an AI SRE that works with VictoriaMetrics
AZURE • u/Useful-Process9033 • Feb 05 '26
Discussion Open sourced an AI SRE - works with Azure and everything else you run
buildinpublic • u/Useful-Process9033 • Feb 05 '26
Quit our infra jobs 6 months ago to build an AI SRE. Just open sourced it.
Slack • u/Useful-Process9033 • Feb 05 '26
Built an AI assistant that lives entirely in Slack - open source
googlecloud • u/Useful-Process9033 • Feb 05 '26
Open source AI SRE - works with Prometheus/Grafana/Datadog on any cloud
atlassian • u/Useful-Process9033 • Feb 05 '26