Use when adding distributed tracing, debugging missing spans, fixing W3C traceparent propagation, configuring OTLP exporters (gRPC vs HTTP), choosing sampling strategies, setting…
Aggregates OpenTelemetry trace spans from Jaeger and Zipkin backends into unified flame graphs. Uses the OTLP gRPC exporter SDK to correlate distributed service calls across…
Instrument distributed systems and microservices with OpenTelemetry (OTel) across Python, Node.js, and Go.
Query OCI metrics with MQL and create monitoring alarms via the Python SDK. Use when building dashboards, querying CPU/memory/network metrics, or creating alarms.
Expert guidance for configuring and deploying the OpenTelemetry Collector. Use when setting up a Collector pipeline, configuring receivers, exporters, or processors, deploying a…
Build custom OpenTelemetry Collector distributions with OCB (OpenTelemetry Collector Builder). Use when authoring or debugging a builder manifest (builder.yaml), choosing…
Designs OpenTelemetry Collector pipeline configurations with receivers (otlp, prometheus, filelog), processors (batch, attributes, tail_sampling), and exporters (otlphttp, jaeger,…
OpenTelemetry in .NET — DI/builder SDK setup (OpenTelemetry.Extensions.Hosting, AddOpenTelemetry, UseOtlpExporter, OpenTelemetrySdk.Create), native .NET instrumentation APIs…
OpenTelemetry in Go — SDK setup, API surface, breaking changes, contrib instrumentation libraries (otelhttp, otelgrpc, otelmongo), compile-time zero-code instrumentation (otelc),…
OpenTelemetry in Java — Javaagent zero-code instrumentation, Spring Boot Starter, manual autoconfigure SDK, declarative YAML configuration, BOM dependency management,…
OpenTelemetry in Node.js / JavaScript / TypeScript — NodeSDK, declarative YAML configuration, auto-instrumentations, ESM vs CJS import patterns.
OpenTelemetry Transformation Language (OTTL) expert. Use when writing or debugging OTTL expressions for any OpenTelemetry Collector component that supports OTTL (processors,…
OpenTelemetry profiles signal and the eBPF profiler (otelcol-ebpf-profiler, `profiling` receiver). Use when setting up continuous profiling with OpenTelemetry, deploying the eBPF…
OpenTelemetry in Python — SDK setup, declarative config, zero-code instrumentation (opentelemetry-instrument, opentelemetry-distro), contrib auto-instrumentation, manual API,…
Clean code principles, error handling patterns, and coding standards for PACT Code phase. Use when: implementing features, refactoring code, reviewing code quality, establishing…
Minimize PCI-DSS scope (engineering posture): use PSP client-side tokenization so the raw PAN never touches your servers (SAQ-A), reduce scope ruthlessly, log money operations for…
Run Lighthouse audits locally via CLI or Node API, parse and interpret reports, and set performance budgets.
Optimize web performance: bundle size, images, caching, lazy loading, and overall page speed. Use when site is slow, reducing bundle size, fixing layout shifts, improving Time to…
Optimize Perplexity costs through model routing, caching, token limits, and budget monitoring. Use when analyzing Perplexity billing, reducing API costs, or implementing budget…
Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datase — from…
Generates onboarding code snippets for Phoenix tracing integrations and wires them into the project onboarding UI.
Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datase — from…
Guide for the phoenix-otel TypeScript package — OTel registration, stack-based global provider management, and provider lifecycle.
OpenTelemetry instrumentation coverage auditor. Scans Node.js/Python/Go/Java source code to detect missing or misconfigured OTel instrumentation — HTTP handlers without spans,…
Este skill deve ser usado quando o usuário precisar consumir a API Pier Cloud (Lighthouse) para gerenciamento de custos em nuvem — incluindo autenticação JWT, listagem de…
Use when publishing or subscribing to Salesforce Platform Events from Apex, comparing Platform Events with Change Data Capture, or designing event-triggered error handling and…
Check if services are responding on given host:port pairs. Supports TCP and HTTP checks with configurable timeout. Use for service monitoring, health checks, and network debugging.
Portkey AI gateway — unified LLM API, load balancing, fallbacks, caching, guardrails, observability
Pro+ subscription required. Tenant-wide Power Automate monitoring using the FlowStudio MCP cached store: failure rates, run-health trends, maker/app inventory, inactive owners,…
Gerencia o ciclo de vida completo de processos background com suporte cross-platform (Windows taskkill + Unix killpg/SIGTERM).
Prometheus metrics for LLM/AI inference telemetry. Token throughput counters, KV-cache hit/miss rates, latency histograms, model queue depth gauges, and Grafana dashboard…
Builds custom Prometheus exporters using the prometheus_client Python SDK and Go client_golang library.
Reviews Prometheus instrumentation in Go code for proper metric types, labels, and patterns. Use when reviewing code with prometheus/client_golang metrics.
Design application metrics, Prometheus scraping topologies, PromQL queries, alerting rules, and Grafana dashboards as code.
Validates and tests Prometheus alerting rules against historical metrics data using the Prometheus HTTP API /api/v1/query_range endpoint.
Use when drafting an agreement between a payment facilitator (PayFac) and an acquiring bank (or sponsor bank) governing the PayFac''s authority to onboard and manage…
Observability patterns for Python backends. Use when adding logging, metrics, tracing, or debugging production issues.
Pyroscope is an open-source continuous profiling platform by Grafana Labs that helps identify CPU, memory, and I/O bottlenecks at the line-of-code level.
Script syntax reference, QVD optimization, incremental load patterns (insert-only, insert/update, insert/update/delete, dual-timestamp for SCD2), JOIN/KEEP prefixes, ApplyMap…
Use when writing or reviewing TypeScript/full-stack code. Encodes principles for type safety (branded types, discriminated unions, end-to-end types), real tests over mocks,…
Quickwit is a cloud-native search engine built in Rust for log management and distributed tracing. It offers sub-second search on cloud storage (S3, Azure Blob, GCS), an…
Quota tracking, threshold monitoring, graceful degradation for rate-limited APIs.
Upload files to Cloudflare R2, AWS S3, or any S3-compatible storage (like MinIO) and generate secure, time-limited presigned download links with configurable expiration, typically…
Guias de observabilidade para serviços em produção — logs, métricas, traces e resposta a incidentes. Use ao instrumentar código (logging estruturado, correlation/trace IDs,…
Monitor Replit deployments with health checks, uptime tracking, resource usage, and alerting. Use when setting up monitoring for Replit apps, building health dashboards, or…
Review code for logging patterns and suggest evlog adoption. Guides setup on Nuxt, Next.js, SvelteKit, Nitro, TanStack Start, React Router, NestJS, Express, Hono, Fastify, Elysia,…
Use when an ai-issue-solver batch run should execute unattended over night (or any long period) with full preflight checks, log rotation, dashboard refresh, and a final summary.
Runtime operational metrics with meters, timers, histograms, and moving averages. node-measured patterns for tracking request rates, execution durations, error rates, and EWMAs…
Monitor SAM.gov federal contract opportunities (and follow-on awards) by NAICS, PSC, agency, set-aside, and keyword — produces a daily pipeline report with pursue/no-pursue…
Review SAP Cloud ALM for SRE and operations governance: health monitoring configuration, alerting rule coverage, integration and exception monitoring, business process monitoring,…
Use TickerQ to add persistent cron and time-based job scheduling, retries, multi-node coordination, OpenTelemetry, and a live dashboard to .NET agent services.
Dictionary utilities for scientific Python — attribute-access dicts, conflict-aware merging, nested flattening, and pretty rendering.
System resource introspection + monitoring. `get_specs()` returns full hardware/OS/Python snapshot (CPU, memory, disk, network, GPU, OS, Python version) as a nested dict.
Why all temporary debug scripts, one-off AST refactorers, and test payloads must be quarantined inside a dedicated scratch/ directory, eliminating git status noise and test runner…
Full Sentry SDK setup for browser JavaScript. Use when asked to "add Sentry to a website", "install @sentry/browser", or configure error monitoring, tracing, session replay, or…
Integrate Sentry into CI/CD pipelines for automated release creation, source map uploads, and deploy notifications.
Analyze and resolve Sentry comments on GitHub Pull Requests. Use this when asked to review or fix issues identified by Sentry in PR comments.
Collect diagnostic information for Sentry troubleshooting and support tickets. Use when events are not appearing in Sentry, SDK initialization seems broken, DSN connectivity…
Debug and analyze {{PROJECT_NAME}} errors and exceptions. Use when investigating crashes, error patterns, performance issues, or understanding what went wrong in production.
Full Sentry SDK setup for .NET. Use when asked to "add Sentry to .NET", "install Sentry for C#", or configure error monitoring, tracing, profiling, logging, or crons for ASP.NET…