Health & Fitness

Manages Claude Skills ecosystem setup, maintenance, and repo health. Checks environment (Python, uv, npm, git), discovers available skills, installs dependencies, performs routine maintenance, and generates an adaptive-growth backlog from recent commits. Triggers - "setup skills", "check environment", "list skills", "install dependencies", "skill maintenance", "discover skills", "skill guide", "adaptive growth", "generate growth backlog".

Validate that Skill() invocations use full prefixed names. Use when (1) before creating a pull request to ensure skill references resolve correctly, (2) after adding new skills to verify invocations use proper names, (3) when verifying repository health, (4) as part of comprehensive validation alongside other check skills.

Monitor database health and detect issues across environments

Monitor deployed infrastructure health and performance - check resource status, query CloudWatch metrics (CPU, memory, requests, errors), analyze performance trends, track SLI/SLO metrics, detect anomalies, generate health reports with resource status summaries, identify degraded services, provide performance optimization recommendations.

Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application. | Dùng khi giải quyết vấn đề, tìm giải pháp, phân tích, tối ưu, thuật toán, bị kẹt.

Runs this project's full suite of validation and health checks. Use when 'something is wrong' or for a general checkup.

Analyze crop and plant disease images using the Plantix Falcon API. Use when user uploads images of plants, crops, leaves, or asks about plant health, disease identification, or agricultural diagnostics. Provides disease diagnosis, symptoms, treatment recommendations, and preventive measures.

Spring Boot 4 observability with Actuator, Micrometer, and OpenTelemetry. Use when configuring health indicators, custom metrics, distributed tracing, production endpoint exposure, or Kubernetes/Cloud Run probes. Covers Actuator security, Micrometer Timer/Counter/Gauge patterns, and OpenTelemetry span customization.

Monitor and analyze machine health

Generate comprehensive multi-tenant security and operational reports from LimaCharlie. Provides billing summaries, usage roll-ups, detection trends, sensor health monitoring, and configuration audits across multiple organizations. Supports both per-tenant detailed breakdowns and cross-tenant aggregated roll-ups. Built with strict data accuracy guardrails to prevent fabricated metrics. Supports partial report generation when some organizations fail, with transparent error documentation. Time windows always displayed, detection limits clearly flagged, zero cost calculations.

Systematic project review framework with issue analysis, task breakdown, conflict detection, and resolution. Use when reviewing project state, identifying problems, creating actionable issues, and resolving conflicts to maintain system health.

Analyze, diagnose, and reorganize story tree structure. Use when user says "check tree health", "find orphans", "move story", "rename story", "fix tree structure", "reparent stories", "validate tree", or when structural issues are suspected in story-tree.db. Focuses Claude on diagnosis while delegating mechanical operations to deterministic scripts. (project)

Diagnose and fix claude-mem installation issues. Checks PM2 worker status, database integrity, service health, dependencies, and provides automated fixes for common problems.

Diagnose and fix rad-mem installation issues. Checks PM2 worker status, database integrity, service health, dependencies, and provides automated fixes for common problems.

Manage and develop AI agents using kubani-dev CLI. Use for checking agent health, versions, deployment status, running tests, and evaluations.

Production observability with tracing, OpenTelemetry, and Prometheus metrics including structured logging, instrumented functions, distributed tracing, health checks, and request correlation. Use when adding logging, metrics, tracing, or health endpoints to Rust services.

Performs comprehensive diagnostics on the codex cache system, detects issues, and can fix them automatically with repair operations. Delegates to fractary CLI for health checks and diagnostics.

Monitor application performance using the RED methodology (Rate, Errors, Duration) with Observe. Use when analyzing service health, investigating errors, tracking latency, or building APM dashboards. Covers when to use metrics vs spans, combining RED signals, and troubleshooting workflows. Cross-references working-with-intervals, aggregating-gauge-metrics, and analyzing-tdigest-metrics skills.

Reduce churn and improve retention through cohort analysis, at-risk user identification, win-back campaigns, and customer success strategies. Generate comprehensive HTML reports with retention curves, health scores, churn analysis, and 90-day implementation roadmaps.

Check Kubernetes cluster health and status. Use when checking nodes, pods, deployments, or overall cluster health.