Debug performance issues and understand code flow using AILANG telemetry traces. Use when user asks to debug slow compilation, analyze benchmarks, find bottlenecks, investigate hangs, or understand system behavior.
MLX Swift LM - Run LLMs and VLMs on Apple Silicon using MLX. Covers local inference, streaming, wired memory coordination, tool calling, LoRA fine-tuning, embeddings, and model porting.
Author Grafana dashboards with MCP-driven metric discovery, visual iteration via the image renderer, and consistent layout conventions extracted from existing dashboards. Use when: (1) Creating new Grafana dashboards, (2) Modifying existing dashboard JSON, (3) Adding panels or sections to dashboards, (4) Choosing metrics and PromQL for panels, (5) Debugging blank or broken dashboard panels, (6) Laying out dashboard grids. Triggers: "grafana dashboard", "create dashboard", "add panel", "dashboard layout", "grafana json", "dashboard ConfigMap", "new dashboard", "visualize metrics"
Install the Copilot CLI Telegram Bridge extension. Copies extension.mjs into the Copilot extensions directory.
Generate exhaustively complete and accurate Datadog Software Catalog entity YAML files (v3 schema) by examining project source code and interviewing engineers. Use when engineers need to create or update entity.datadog.yaml files for services, datastores, queues, APIs, or systems. Triggers include: "create entity yaml", "generate service catalog entry", "document this project in datadog", "create service definition", "add to software catalog", or any request involving Datadog entity/service documentation. Supports all v3 entity kinds: service, datastore, queue, api, system. Fetches existing Datadog data via API. Validates against official JSON schema. Merges with existing definitions. Outputs to .datadog/ directory.
Fixes RadialGradientBrush compatibility issues in AvaloniaUI due to Issue
Implement observability solutions. Use when setting up monitoring, logging, or tracing. Covers OpenTelemetry, metrics, and alerting.
Query VictoriaMetrics metrics via curl. Use when running PromQL/MetricsQL queries, discovering metrics/labels, checking alerts and rules, inspecting TSDB status, exporting raw data, checking metric usage statistics, or debugging relabeling/downsampling/retention configs. Triggers on: metric queries, PromQL, MetricsQL, label discovery, series exploration, cardinality checks, alert status, recording rules, active/top queries, export data, metric statistics, relabel debug, downsampling debug, retention debug, flags.
ADK observability, Cloud Trace, prompt logging, agent analytics, BigQuery agent logs, ADK monitoring, ADK telemetry. Use when configuring tracing, logging, or analytics for ADK agents, debugging production agent behavior, or setting up monitoring for a deployed agent.
CloudWatch Logs の調査・分析。ログの検索、フィルタリング、Insights クエリの実行を行い、結果を要約して返す。
Design Service Level Objectives (SLOs) with SLIs, targets, alerting thresholds, and error budget calculations following Google SRE best practices. Use when defining reliability targets, designing SLOs, calculating error budgets, or establishing service level indicators.
Unified project health dashboard aggregating all quality metrics
Structured logging, debugging (pdb/ipdb), profiling (cProfile/line_profiler), and performance monitoring. Use when adding logging, debugging issues, or optimizing performance. TRIGGER when: logging, debug, profiling, performance monitoring, metrics, stack trace. DO NOT TRIGGER when: feature implementation, testing, documentation, config changes.
實作結構化日誌，包含正確的日誌層級和敏感資料處理。 使用時機：新增日誌、除錯、設定可觀測性。 關鍵字：logging, log level, structured logging, observability, 日誌, 記錄, 結構化日誌。
实作结构化日誌，包含正确的日誌层级和敏感数据处理。 使用时机：新增日誌、除錯、设置可觀测性。 关鍵字：logging, log level, structured logging, observability, 日誌, 记录, 结构化日誌。
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.
분석 결과 파일 저장 프로토콜. Write 도구 사용 규칙, 저장 경로 컨벤션, 실패 시 응답 형식을 정의합니다.
Optimize application performance - bundle size, API response times, database queries, React rendering, and serverless function performance. Use when investigating slow pages, profiling, load testing, or before production deployments.
Fix Claude Code's broken Grep/Glob tools on Android by installing system ripgrep and symlinking it into the vendor directory.
Maintain OpenTelemetry trace coverage when new controllers, handlers, or dependencies are introduced.
