Investigate root causes of shared development environment failures via observability sources.
npx skills add https://github.com/highflame-ai/ai-factory --skill triage-dev
Please help me install this Agent Skill. Skill: triage-dev Source: https://github.com/highflame-ai/ai-factory/tree/main/skills/triage-dev Command: npx skills add https://github.com/highflame-ai/ai-factory --skill triage-dev
This skill eliminates speculative debugging in shared development environments by providing a structured, observability-driven investigation process that localizes failures to specific services, spans, or data states.
Use the triage-dev skill to investigate the current error spike in the shared development environment by following the configured observability order.
High-intent search queries and answers about installing and using this skill.
Root cause analysis for development environments systematically queries observability sources and orchestrator state to localize failures to specific services or data states. It eliminates speculative debugging by following a structured, observability-driven investigation process.
Investigating latency spikes in non-production environments requires automatically following configured tracing and dashboard sources to pinpoint the exact service and operation where failures originate. This approach verifies service health and configuration state in the correct order.
Yes, troubleshooting service errors in dev environments requires access to configured tracing, dashboarding, and cluster management tools to verify service health and configuration state. The investigation follows these observability sources to localize failures accurately.
Observability-driven triage identifies configuration drift, bad images, or corrupted data after a deployment by verifying traces, orchestrator health, and data consistency. It guides investigations through the correct order to determine the exact issue type.
Runbook integration during incident response detects and follows existing organizational runbooks to ensure investigations align with established institutional knowledge. This ensures troubleshooting respects established procedures while querying observability sources and orchestrator state.
eveldQuery Kubernetes resources to determine cluster state and resource health.
adamatdevopsTraces symptoms to identify and fix the underlying root cause of failures.
omattssonGenerate Azure DevOps pipeline YAML for Terraform and Terragrunt deployments.
AgentiveCityConfigure structured logging, tracing, and Sentry integration for Cloudflare Workers.
