Modern observability and monitoring patterns centered on OpenTelemetry (OTel). Covers the three pillars (traces, metrics, logs) with context propagation, OTel SDK architecture, OTLP protocol, distributed tracing with W3C Trace Context, metric instrument types (Counter, Histogram, Gauge, Timer, Exemplars), key metrics to monitor (application, business, infrastructure), metric naming conventions, log correlation, OTel Collector pipelines, Semantic Conventions, backend integration (Jaeger, Grafana Tempo, Loki, Prometheus), alerting rules, health check patterns (liveness, readiness, startup), SLO/SLI design, error budget management, and business metrics modeling. Use when implementing distributed tracing, setting up OTel instrumentation, configuring Collector pipelines, designing alerting strategies, implementing health checks, defining SLO/SLI targets, or integrating observability backends.

iceflower0

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Otel Tracker

Set up and manage OpenTelemetry monitoring for Claude Code sessions. USE THIS SKILL whenever the user asks about monitoring, telemetry, cost tracking, token usage, OTel configuration, Prometheus setup, or session analytics. Also trigger for "how much did that cost", "track my usage", "set up monitoring", "configure telemetry", or any reference to OTEL, Prometheus, Grafana, or the monitoring guide.

jadecli0

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Otel Setup

Configure OpenTelemetry export from Claude Code to Supabase. Managed settings for org-wide rollout, collector config, and event schema.

jadecli0

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Cleanup Branches

Remove local branches that have been merged into main and prune stale remote-tracking refs.

iam6ft7in0

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Java Observability Tracing

Implement distributed tracing with OpenTelemetry (context propagation, sampling, semantic conventions, span design) and integrate with logs/metrics. Use when debugging microservices latency, dependency failures, or request flow across async boundaries.

HZeroxium0

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Grafana Write Promql

Write PromQL for Grafana dashboard panels. Use when creating Prometheus-backed dashboard queries for time series, stat, gauge, bar chart, histogram, heatmap, or table panels, especially for latency, throughput, error rate, saturation, utilization, top-N, and SLO-style views.

Falven0

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Java Observability Metrics

Design and implement service metrics (counters, gauges, timers, histograms) with strict label/cardinality rules and SLO-ready signals. Use when adding KPIs/SLOs, building dashboards, or preventing metrics cardinality incidents.

HZeroxium0

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Java Logging Structured

Implement structured logging (JSON/logfmt), correlation IDs, and safe log policies (levels, redaction, sampling). Use when incident response is slow, tracing request flows is hard, or logs are inconsistent across services.

HZeroxium0

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Java Debugging Prod Incidents

Production incident debugging playbook for Java services: triage with logs/metrics/traces, safe JVM diagnostics (jcmd/JFR/thread dumps), rollback decision tree, communication, and blameless postmortems. Use during outages or flaky production behavior.

HZeroxium0

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Pose Math

Helps calculate and verify joint angles using MediaPipe landmarks.

Huzaifa02230

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Observability

Logs + metrics + traces — structlog, OpenTelemetry, Prometheus, Sentry

HustleDanie0

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Observability

structlog + OpenTelemetry + Sentry + Prometheus. RED metrics per endpoint and per pipeline stage.

HustleDanie0

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Verilog Bram

生成 BRAM 模块模板（单端口/双端口/ROM），支持 $readmemh 初始化。用法：/verilog-bram <模块名> <类型:sp|dp|rom> [深度] [数据位宽] [初始化文件]

HQY-DEBUG0

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Load Profile

Load profile signals from the local KG profile table.

HowardKao-11300

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Sentry OTel Exporter Setup

Configure the OpenTelemetry Collector with Sentry Exporter for multi-project routing and automatic project creation. Use when setting up OTel with Sentry, configuring collector pipelines for traces and logs, or routing telemetry from multiple services to Sentry projects.

Himanshu0406040

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Probuilder Set Pivot

Changes the pivot (origin) point of a ProBuilder mesh. The mesh geometry is adjusted so the pivot moves without changing the visual position. Examples: - Center the pivot: pivotLocation=Center - Set pivot to first vertex: pivotLocation=FirstVertex - Set custom pivot: pivotLocation=Custom, customPosition=(0, 0, 0)

TecVooDoo0

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Nav Configure Link

Configures a NavMeshLink component. All parameters optional. Sets up navigable connections between NavMesh surfaces (e.g. jump points, ladders, teleporters). startTransformName/endTransformName: names of GameObjects to track (overrides manual start/end points).

TecVooDoo0

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Sentry Python SDK

Full Sentry SDK setup for Python. Use when asked to "add Sentry to Python", "install sentry-sdk", "setup Sentry in Python", or configure error monitoring, tracing, profiling, logging, metrics, crons, or AI monitoring for Python applications. Supports Django, Flask, FastAPI, Celery, Starlette, AIOHTTP, Tornado, and more.

Himanshu0406040

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Prometheus Configuration

Design or improve Prometheus-based metrics collection, scrape strategy, recording rules, and alerting foundations for production systems. Use when setting up Prometheus, reviewing scrape coverage, defining recording rules, or planning actionable alerts.

jamesogunsan0

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Bmad Agent Wds Freya Ux

freya-ux agent

Hexalith0

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Nav Configure Surface

Configures a NavMeshSurface component. All parameters optional — only provided values change. collectObjects: All, Volume, Children, MarkedWithModifier. useGeometry: RenderMeshes or PhysicsColliders. After configuring, call nav-bake to rebuild the NavMesh.

TecVooDoo0

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Monitoring Observability

Set up monitoring, logging, and observability for applications and infrastructure. Use when implementing health checks, metrics collection, log aggregation, or alerting systems. Handles Prometheus, Grafana, ELK Stack, Datadog, and monitoring best practices.

tedtv1007-ctrl0

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Sentry Multi Env Setup

Configure Sentry across multiple environments. Use when setting up Sentry for dev/staging/production, managing environment-specific configurations, or isolating data. Trigger with phrases like "sentry environments", "sentry staging setup", "multi-environment sentry", "sentry dev vs prod".

HelixDevelopment0

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Gradle

Work with the Gradle build system and Kotlin DSL. Use when editing `build.gradle.kts`, `settings.gradle.kts`, `gradle.properties`, lockfiles, dependency versions, or troubleshooting Gradle build behavior.

xenoterracide0

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Monorepo Navigator

Monorepo 导航员

Fantasia19990

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Dispatch Wiring Guide — vibeSpatial

PROACTIVELY USE THIS SKILL when wiring a new operation into the vibeSpatial Python dispatch stack — adding a public API method, connecting to GeometryArray, writing the dispatch wrapper, adding CPU fallbacks, handling OwnedGeometryArray coercion, or updating DGA/GeoPandas surface methods. This is the Python-side complement to $new-kernel-checklist (which covers the kernel itself). Trigger on: "wire dispatch", "add API", "add method", "GeometryArray", "DGA method", "CPU fallback", "dispatch wrapper", "public API", "coerce", "OwnedGeometryArray".

jarmak-personal0

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Dispatch Wiring Guide — vibeSpatial

PROACTIVELY USE THIS SKILL when wiring a new operation into the vibeSpatial Python dispatch stack — adding a public API method, connecting to GeometryArray, writing the dispatch wrapper, adding CPU fallbacks, handling OwnedGeometryArray coercion, or updating DGA/GeoPandas surface methods. This is the Python-side complement to /new-kernel-checklist (which covers the kernel itself). Trigger on: "wire dispatch", "add API", "add method", "GeometryArray", "DGA method", "CPU fallback", "dispatch wrapper", "public API", "coerce", "OwnedGeometryArray".

jarmak-personal0

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