监控
日志、指标与可观测性
gsap-sequencing
Bbeierle12
Complex GSAP timelines including labels, callbacks, nested timelines, and position parameters. Use when orchestrating multi-step animations, building animation sequences, or creating coordinated motion. Essential for cinematic animations and complex UI choreography.
audio-playback
Bbeierle12
Audio playback using Tone.js including players, transport, scheduling, and loading audio. Use when implementing background music, sound effects, audio synchronization, or timed audio events. Essential for any audio-enabled web application.
add-operational-value
githubnext
"Design and optionally evaluate a deterministic operational-value measure for a GitHub Agentic Workflow using pre-adoption evidence. Use for workflow or campaign-scoped selection, outcome contracts, value functions, baseline comparison, and attainment evaluation. Usage: /add-operational-value OWNER/REPO [WORKFLOW-NAME] [--campaign CAMPAIGN-SLUG]."
debug-tools
adeonir
Iterative debugging workflow with confidence scoring and strategic log injection. Five phases: investigate, inject logs, propose fix, verify, cleanup. Use when: debugging unexpected behavior, silent errors, intermittent failures, or issues requiring runtime data. Triggers on "debug", "fix bug", "investigate", "trace issue", "add debug logs", "cleanup debug logs".
tracing-knowledge-lineages
sebnow
"Use when replacing approaches or dismissing patterns. Traces decision history through git/jj logs, commit messages, and decision records to avoid repeating failures and rediscover abandoned solutions. Triggers: refactoring, replacing patterns, 'simplify', 'modernize', 'outdated', 'legacy', 'clean up', architectural changes."
gsap-fundamentals
Bbeierle12
Core GSAP animation concepts including tweens, timelines, easing functions, and animation properties. Use when implementing basic animations, transitions, or learning GSAP foundations. Essential starting point for any GSAP-based animation work.
work-management
ajshedivy
"Query, monitor, and analyze jobs on IBM i using SQL table functions via ibmi-mcp-server. Use when user asks about: (1) finding jobs by status, user, subsystem, or type, (2) monitoring active job performance (CPU, I/O, memory), (3) detecting long-running SQL statements, (4) analyzing lock contention, (5) checking job queues, (6) replacing WRKACTJOB, WRKUSRJOB, WRKSBSJOB, WRKSBMJOB commands, or (7) any IBM i work management task."
log-analysis
incidentfox
Partition-first log analysis methodology. Use for log searches, error analysis, pattern finding across Datadog, CloudWatch, or Kubernetes logs.
codebase-analyzer
pratos
Analyzes codebase implementation details with precise file:line references. Use when you need to understand HOW specific code works, trace data flow, or explain technical workings of components.
pup
arjunmahishi
Use pup to query Datadog metrics and logs -- search, query, aggregate, list, and analyze observability data from the command line.
ast-grep
Dwsy
语法感知的代码搜索、linting 和重写工具。支持基于 AST 的结构化代码搜索和批量代码转换。
implementing-observability
ancoleman
Monitoring, logging, and tracing implementation using OpenTelemetry as the unified standard. Use when building production systems requiring visibility into performance, errors, and behavior. Covers OpenTelemetry (metrics, logs, traces), Prometheus, Grafana, Loki, Jaeger, Tempo, structured logging (structlog, tracing, slog, pino), and alerting.
debugging-techniques
ancoleman
Debugging workflows for Python (pdb, debugpy), Go (delve), Rust (lldb), and Node.js, including container debugging (kubectl debug, ephemeral containers) and production-safe debugging techniques with distributed tracing and correlation IDs. Use when setting breakpoints, debugging containers/pods, remote debugging, or production debugging.
algorithm-designer
Data-Wise
Design and document statistical algorithms with pseudocode and complexity analysis
arcgis-utility-networks
SaschaBrunnerCH
Work with ArcGIS Utility Networks for modeling and analyzing connected infrastructure. Use for network tracing, associations, and utility asset management.
systematic-debugging
yishan-io
Use when investigating a bug, test failure, build failure, flaky behavior, or unexpected runtime issue before proposing or implementing fixes.
arcgis-smart-mapping
SaschaBrunnerCH
Auto-generate renderers, calculate statistics, and create data-driven visualizations. Use for class breaks, unique values, heatmaps, dot density, relationship maps, and getting histogram/summary statistics.
arcgis-authentication
SaschaBrunnerCH
Implement authentication with ArcGIS using OAuth 2.0, API keys, and identity management. Use for accessing secured services, portal items, and user-specific content.
action-cable
RoleModel
Setup and use ActionCable for real-time features in Rails applications using WebSockets. Use when implementing real-time updates, live notifications, broadcasting changes, or when the user mentions WebSockets, ActionCable, channels, broadcasting, or Turbo Streams over cable.
arcgis-portal-content
SaschaBrunnerCH
Manage portal content including saving WebMaps/WebScenes, bookmarks, slides, and portal items. Use for content persistence, WebMap/WebScene configuration, and navigation presets.
numerical-methods
Data-Wise
Numerical algorithms and computational techniques for statistics
logging-observability-skill
darellchua2
Structured logging and observability — Winston, pino, structlog, OpenTelemetry, Sentry, correlation IDs.
ab-test-setup
ranbot-ai
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
autoresearch-core-skill
darellchua2
Canonical autoresearch iteration protocol — Understand, Hypothesize, Experiment, Evaluate, Log loop; mechanical pass/score evaluator; git-as-memory keep/revert; stuck detection.