Monitoring
Logging, metrics, and observability
prometheus-expert
by personamanagmentlayer
Expert-level Prometheus monitoring, metrics collection, PromQL queries, alerting, and production operations
ai-architect-expert
by personamanagmentlayer
Expert-level AI system design, MLOps, architecture patterns, and AI infrastructure
sre-expert
by personamanagmentlayer
Expert-level site reliability engineering, SLOs, incident management, and operational excellence
monitoring-expert
by personamanagmentlayer
Expert-level monitoring and observability with Prometheus, Grafana, logging, and alerting
m13-domain-error
by actionbook
"Use when designing domain error handling. Keywords: domain error, error categorization, recovery strategy, retry, fallback, domain error hierarchy, user-facing vs internal errors, error code design, circuit breaker, graceful degradation, resilience, error context, backoff, retry with backoff, error recovery, transient vs permanent error, 领域错误, 错误分类, 恢复策略, 重试, 熔断器, 优雅降级"
Bun Test Lifecycle
by secondsky
Use for test lifecycle hooks: beforeAll, afterAll, beforeEach, afterEach, fixtures, preload.
Bun Hot Reloading
by secondsky
Use when implementing hot reloading with Bun (--hot, --watch), HMR, or automatic code reloading during development. Covers watch mode, hot mode, and HTTP server reload.
session-memory
by Chachamaru127
"セッション間の学習と記憶の永続化を管理。Use when user asks about previous sessions, history, or to continue from before. Do NOT load for: implementation work, reviews, or ad-hoc information."
sync-status
by Chachamaru127
"進捗とPlans.mdを現実に同期。『今どこ？』がすぐわかる現在地確認。Use when user mentions '/sync-status', progress check, where am I at, or sync Plans.md. Do NOT load for: casual 'how is it going' chat, informal progress questions."
hardening-observability
by youlianvr
'Use when the user wants to: harden service limits/protection ("so it cannot be farmed", "add rate limit"), add metrics/logs/alerts, figure out why metrics lie, fix "database is locked", configure log files without conflicts, conduct a security audit (secrets, admin privileges, mass mailings). Covers: env-limits with safe defaults, metrics (newly_credited, upsert, snapshot), three-tier logging and audit logs, SQLite busy_timeout+WAL, rate-limit at the edge with monotonic, non-blocking event loop, secrets and token fingerprinting. Do not use for incident debugging (debug-incident-protocol) and refactoring (agent-refactor-safety).'
growth-strategy
by OpenClaudia
Build a growth strategy with frameworks, metrics, and experimentation. Use when the user says "growth strategy", "growth plan", "AARRR", "growth loops", "North Star Metric", "growth model", "activation rate", "retention strategy", "churn reduction", "growth experiments", or asks about overall growth frameworks and metrics for their product.
process-substitution-fifos
by JosiahSiegel
Process substitution, named pipes (FIFOs), and advanced IPC patterns for efficient bash data streaming (2025)
Bun Shell
by secondsky
Bun shell scripting with Bun.$, Bun.spawn, subprocess management. Use for shell commands, template literals, or command execution.
Global Best Practices
by HoangNguyen0403
Universal principles for clean, maintainable, and robust code across all environments.
telemetry-inspect
by yonatangross
"Inspects the OrchestKit telemetry pipeline for the current project — lists all known telemetry files with write counts, sizes, schema status, growth trend, and orphan detection. Use when verifying the observability pipeline is healthy, debugging a missing writer, or auditing which files have schema locks vs. which are drift-vulnerable. Read-only — never modifies telemetry files."
monitoring-observability
by yonatangross
Monitoring and observability patterns for Prometheus metrics, Grafana dashboards, Langfuse v4 LLM tracing (as_type, score_current_span, should_export_span, LangfuseMedia), and drift detection. Use when adding logging, metrics, distributed tracing, LLM cost tracking, or quality drift monitoring.
lfi
by blacklanternsecurity
Guide Local File Inclusion (LFI) and Remote File Inclusion (RFI) exploitation during authorized penetration testing.
ci-debugging
by bdfinst
Systematic CI/CD failure diagnosis with hypothesis-first approach, environment delta analysis, and anti-patterns. Use when CI fails, pipelines break, or the user says "CI is failing", "build broke", "pipeline error", or "tests pass locally but fail in CI".
knip
by knoopx
Finds unused dependencies, files, and exports in JS/TS projects. Use when cleaning up dead code, removing stale packages from package.json, or identifying unreferenced exports.
monitoring-observability
by yonatangross
Monitoring and observability patterns for Prometheus metrics, Grafana dashboards, Langfuse LLM tracing, and drift detection. Use when adding logging, metrics, distributed tracing, LLM cost tracking, or quality drift monitoring.
experiment-designer
by mohitagw15856
"Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an experiment was successful. Produces a complete experiment design with hypothesis, sample size, run time, success criteria, and risk flags — or a results interpretation with ship/iterate/kill recommendation."
debug-mode
by BasedHardware
"Debug mode workflows and best practices for troubleshooting bugs, regressions, and performance issues. Use when debugging tricky issues that standard agent interactions struggle with."
Debugging Expert
by HoangNguyen0403
Systematic troubleshooting using the Scientific Method (Observe, Hypothesize, Experiment, Fix).
soul-guardian
by prompt-security
Drift detection + baseline integrity guard for agent workspace files with automatic alerting support