监控
日志、指标与可观测性
deliberation-debate-red-teaming
lyndonkl
Use when testing plans or decisions for blind spots, need adversarial review before launch, validating strategy against worst-case scenarios, building consensus through structured debate, identifying attack vectors or vulnerabilities, user mentions "play devil's advocate", "what could go wrong", "challenge our assumptions", "stress test this", "red team", or when groupthink or confirmation bias may be hiding risks.
aws-strands-agents-agentcore
sammcj
Use when working with AWS Strands Agents SDK or Amazon Bedrock AgentCore platform for building AI agents. Provides architecture guidance, implementation patterns, deployment strategies, observability, quality evaluations, multi-agent orchestration, and MCP server integration.
deepeval
sammcj
Use when discussing or working with DeepEval (the python AI evaluation framework)
datadog-cli
softaworks
Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with Datadog observability.
simulation-validator
HeshamFS
Validate simulations before, during, and after execution. Use for pre-flight checks, runtime monitoring, post-run validation, diagnosing failed simulations, checking convergence, detecting NaN/Inf, or verifying mass/energy conservation.
cloudflare-traces
iterate
Query and audit Cloudflare Workers traces and logs through the general Cloudflare API MCP server. Use when diagnosing distributed traces, custom spans, Durable Object or Workers RPC chains, console logs, or correlation IDs.
debug-os-worker
iterate
Debug OS production and preview failures with Cloudflare traces plus operation-wide logs. Use when diagnosing ITX calls, agent conversations, scheduler alarms, dynamic workers, Durable Objects, or a reported OS correlation ID.
hig-components-dialogs
raintree-technology
Apple HIG guidance for presentation components including alerts, action sheets, popovers, sheets, and digit entry views. Use this skill when the user says "should I use an alert or a sheet," "how do I show a confirmation dialog," "when should I use a popover," "my modals are annoying users," or asks about alert design, action sheet, popover, sheet, modal, dialog, digit entry, confirmation dialog, warning dialog, modal presentation, non-modal content, destructive action confirmation, or overlay UI patterns. Cross-references: hig-components-menus, hig-components-controls, hig-components-search, hig-patterns.
datadog
OpenHands
Query and analyze Datadog logs, metrics, APM traces, and monitors using the Datadog API. Use when debugging production issues, monitoring application performance, or investigating alerts.
Observability Engineer - Full-Stack Monitoring Expert
anton-abyzov
Full-stack observability architect for Prometheus, Grafana, OpenTelemetry, distributed tracing (Jaeger/Tempo), SLIs/SLOs, error budgets, and alerting. Use for metrics, dashboards, traces, or reliability engineering.
OpenTelemetry Observability Expert
anton-abyzov
OpenTelemetry expert for full-stack observability including distributed tracing, metrics, and log correlation. Covers OTel Collector configuration, auto-instrumentation for Node.js/Python/Java/.NET/Go, sampling strategies, backend integration (Grafana, Jaeger, Datadog), and cost optimization. Activates for: OpenTelemetry, OTel, distributed tracing, tracing, spans, metrics, observability, Jaeger, Grafana Tempo, OTLP.
AWS Cost Optimization Expert
anton-abyzov
AWS cost optimization - EC2 Reserved Instances, Savings Plans, Spot, Lambda optimization, Cost Explorer, Trusted Advisor.
sc-troubleshoot
htlin222
Diagnose and resolve issues in code, builds, or system behavior. Use when debugging errors, investigating build failures, or resolving deployment issues.
creating-bookmarklets
oaustegard
Creates browser-executable JavaScript bookmarklets with strict formatting requirements. Use when users mention bookmarklets, browser utilities, dragging code to bookmarks bar, or need JavaScript that runs when clicked in the browser toolbar.
claude-code-plugins
melodic-software
"Verify claude-ops's personal path configuration for this repository — where the known-issues registry and the skill-usage log resolve — and explain how to change them through Claude Code. Use when: 'set up claude-ops', 'configure claude-ops', 'claude-ops setup', 'where does the known-issues registry live', or 'where is skill usage logged'. Actions: check (read-only verification, default) apply (route a reconfiguration once you've chosen a destination). Re-runnable and safe."
Logging Guide
AsiaOstrich
Implement structured logging with proper log levels and sensitive data handling. Use when: adding logging, debugging, setting up observability. Keywords: logging, log level, structured logging, observability, 日誌, 記錄, 結構化日誌.
spring-boot-actuator
giuseppe-trisciuoglio
Provides patterns to configure Spring Boot Actuator for production-grade monitoring, health probes, secured management endpoints, and Micrometer metrics across JVM services. Use when setting up monitoring, health checks, or metrics for Spring Boot applications.
context-status
flonat
"Show current context status and session health.\nUse to check how much context has been used, whether auto-compact is\napproaching, and what state will be preserved."
update-focus
flonat
"Update current-focus.md with a structured session summary. Preserves the document's rich structure: weekly focus, session history rotation, open loops, mental state. Use at end of work sessions or when the stop hook nudges."
insights-deck
flonat
"Generate timestamped Claude Code insights report and Beamer presentation. Runs /insights, archives HTML, then builds a rhetoric-driven deck from the findings. Triggers: 'generate insights report', 'how is my Claude Code doing'."
session-log
flonat
"Create timestamped progress logs for research sessions. Detects multi-project sessions and creates separate logs per project. Enables continuity between Claude sessions."
session-logger
zhaono1
Saves conversation history to session log files. Use when user says "保存对话", "保存对话信息", "记录会话", "save session", or "save conversation". Automatically creates timestamped session log in sessions/ directory.
pr-threshold
WellApp-ai
Track commit accumulation and trigger PR when thresholds crossed
tool-ast-grep-rules
Heyvhuang
'Write AST-based code search and rewrite rules using ast-grep YAML. Create linting rules, code modernizations, and API migrations with auto-fix. Use when the user mentions ast-grep, tree-sitter patterns, code search rules, lint rules with YAML, AST matching, or code refactoring patterns.'