Centralized log pipeline architect with structured logging, Fluentd/Vector, and retention policies. Activate on: log aggregation, structured logging, Fluentd, Vector, Loki, ELK…
View and analyze WaveCap-SDR server logs, debug output, and error messages. Use when troubleshooting server issues, debugging API errors, monitoring SDR device status, or…
Structured logging standards and best practices. Use when implementing logging in applications, debugging issues, or setting up log aggregation.
World-class application logging - structured logs, correlation IDs, log aggregation, and the battle scars from debugging production without proper logsUse when "log, logging,…
Locate the root cause of a CONFIRMED failure via backward-then-forward semi-formal tracing. Trigger when the user provides a stack trace, failing assertion, error message, or…
Implements session replay and error tracking with LogRocket for debugging user issues. Use when adding session recording, error monitoring, and performance tracking to React…
Query and analyze logs using Loki and LogQL. Provides patterns for correlation ID tracing, error investigation, and service debugging using HuleEdu's structured logging.
Help craft efficient Grafana Loki / LogQL queries for debugging logs — with label‑based filtering, narrow time windows, and best‑practice guidance to avoid expensive or overly…
Comprehensive debugging toolkit for MaintainX integrations. Use when experiencing complex issues, need detailed logging, or troubleshooting integration problems with MaintainX.
Structures investment compliance testing with guideline monitoring and breach reporting. Use when monitoring investment guidelines, testing compliance, or reporting breaches.
Migrates an MCP server from the original session-oriented protocol to the 2026 stateless spec (finalising July 28, 2026).
High-performance temporary storage system using Redis. Supports namespaced keys (mema:*), TTL management, and session context caching.
Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: "why is X failing?", "where does this error come from?", "trace this bug" — from…
Profile the memory usage of a Python script using memray and visualize a temporal flamegraph in the browser.
Review metrics, errors, logs, and database health for TV Streaming Availability Tracker. Provides observability, triage, debugging, and fixes.
OpenStack monitoring operations skill for deploying, configuring, and operating the cloud health monitoring stack.
Configures monitoring systems, implements structured logging pipelines, creates Prometheus/Grafana dashboards, defines alerting rules, and instruments distributed tracing — from…
Use when implementing game monitoring, structured logging, player telemetry, alerting rules, or performance budgets.
Monitoring et observabilité pour agents IA en production. Traces, métriques, alertes. Se déclenche avec "monitoring agent", "observabilité agent", "LangSmith", "traces ag — from…
TypeScript SDK for the Payment HTTP Authentication Scheme. Handles 402 Payment Required flows with Tempo, Stripe, and other payment methods.
TypeScript SDK for the Payment HTTP Authentication Scheme. Handles 402 Payment Required flows with Tempo, Stripe, and other payment methods.
Systematic methodology for translating n8n workflow automation into Inngest durable execution workflows.
Create grafana dashboard creator operations. Auto-activating skill for DevOps Advanced. Triggers on: grafana dashboard creator, grafana dashboard creator Part of the DevOps…
Set up a local development environment for Navan API integrations with token caching and request logging. Use when starting a new Navan project or debugging API issues locally.
Inspects sandbox health, traces agent behavior, and diagnoses problems. Use when monitoring a running sandbox, debugging agent issues, or checking sandbox logs.
Deep debugging for Notion API: response inspection, permission chain tracing, property type mismatches, pagination edge cases, and block nesting limits.
Enforces observability rules (OBS-1 through OBS-5). Loaded by the conductor for review, incident response, and new service scaffolding.
Instrument code with structured logs, metrics, and distributed traces. Use when adding observability to services, debugging production issues, or setting up monitoring.
Observability baseline for Rails 8 production apps — lograge for structured single-line logs, request tagging (request_id, user_id), error tracking via Sentry / Honeybadger /…
Observability and debug skill. Updated for Module Separation & Runtime Redesign.
First principles behind observability — wide events, high cardinality, the core analysis loop, events vs metrics vs logs, and how instrumentation connects to debugging outcomes.
Unified observability toolkit — Prometheus/Grafana/alerting/SLOs, OpenTelemetry instrumentation (traces, metrics, spans, exporters, distributed tracing), Sentry error tracking…
LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, monitoring production — from…
Use when designing telemetry semantics before or during implementation: logs, metrics, traces, events, spans, attributes, correlation IDs, SLOs, alert signals, and diagnostic…
Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datase — from…
Automated LGTM + Alloy observability stack deployment using Docker Compose. Use when setting up Claude Code observability infrastructure locally.
Operate as a ruthless OCI observability and incident responder for Monitoring alarms, Logging, Events, Notifications, service health, metrics, runbooks, and IAM-scoped incident…
Intent-based observability + traceability router across layers, boundaries, and signals. Routes to vendor-specific skills via category taxonomy; owns transport tuning,…
Generate comprehensive diagnostic bundles for OneNote Graph API issues with request tracing and token analysis.
Develop, debug, and manage Temporal applications across Python, TypeScript, Go, and Java. Use when the user is building workflows, activities, or workers with a Temporal — from…
Expert guidance for building AI agents with the OpenAI Agents SDK, from simple single-agent systems to complex multi-agent workflows.
Use when adding regression evaluation, prompt and model versioning, token and cost telemetry, latency tracking, tracing, dashboards, or operational monitoring for OpenAI-backed AI…
OpenObserve is an open-source, cloud-native observability platform for logs, metrics, traces, and Real User Monitoring (RUM).
Implement audit logging for OpenRouter API calls. Use when building compliance trails, debugging production issues, or tracking model usage.
Provides guidance for implementing OpenTelemetry instrumentation in .NET codebases, covering tracing (Activities/Spans), metrics, naming conventions, error handling, performance,…
Platform-agnostic OpenTelemetry reference — signal selection (traces/metrics/logs), span design, context propagation (W3C TraceContext), sampling strategies, and OTLP exporter…
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…
Designs OpenTelemetry Collector pipeline configurations with receivers (otlp, prometheus, filelog), processors (batch, attributes, tail_sampling), and exporters (otlphttp, jaeger,…
OpenTelemetry Transformation Language (OTTL) expert. Use when writing or debugging OTTL expressions for any OpenTelemetry Collector component that supports OTTL (processors,…
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.