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Safely interact with ArgoCD using the argocd CLI or an ArgoCD MCP server (whichever is available). Covers application management, sync operations, rollbacks, and structured debugging workflows. All state-changing operations require explicit user approval.

Search internal knowledge bases and public library documentation to answer questions grounded in authoritative sources. Use when the user asks questions that benefit from looking up actual documentation rather than reasoning from memory -- e.g. library best practices, framework patterns, technology recommendations, or domain-specific guidance.

Safely interact with Kubernetes clusters using kubectl CLI or a Kubernetes MCP server (whichever is available). Covers core operations, Helm lifecycle, and structured debugging workflows. All state-changing operations require explicit user approval.

Search knowledge bases and recall time-stamped memories to answer questions grounded in authoritative sources. Combines internal knowledge (via Ragclaw), public library docs (via Context7), and temporal recall (e.g. "what did I save last week?").

Manage ArgoCD GitOps deployments. Use for application sync, rollback, status, history, repository management, cluster management, and project configuration. Triggers on ArgoCD, GitOps, application deployment, sync, rollback queries.