“observability”

Observe and troubleshoot WhatsApp in Kapso: search Logs across API, Meta webhook, workflow, and webhook-delivery events; debug message delivery; inspect…

Designs, reviews, and troubleshoots privacy-conscious Sentry error monitoring and tracing.

Establish and review the Azure App Service observability baseline for .NET worker, WebJob, background-service, or ASP.NET Core deployments.

Observabilidade em Nuxt 3: logging seguro, correlação, métricas de server/api, captura de erros SSR/client e hygiene de PII.

Investigates Google Cloud networking issues by analyzing GCP logs, metrics, and diagnostics.

Monitoring, error tracking, structured logging, alerting, health endpoints, backups, disaster recovery, status page, incident response, and auto-scaling.

Add OpenTelemetry spans with user_id and tenant_id in baggage to any new code path that handles requests, runs agents, or performs billable operations.

/observe — natural-language entry to the Policy Interaction Layer: compile an NL request into a structured observation/subscription policy, confirm via…

Use when adding traces, model/tool usage accounting, latency/cost metrics or production diagnostics.

GEO brand visibility and AI citation evidence.

Ensures telemetry proves business outcomes and detects silent degradation, not only process uptime and HTTP errors.

Use when diagnosing bugs, performance issues, production behavior, flaky systems, or any task where logs, metrics, traces, profiles, or structured runtime…

You are an API mocking expert specializing in realistic mock services for development, testing, and demos.

Use when adding logging, metrics, or tracing to code or services.

Trace, monitor, evaluate, and continuously improve Microsoft AI Foundry agents.

Agentry.sh Observability

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Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.

This skill should be used when the user wants to "set up tracing", "monitor my ADK agent", "configure logging", "add observability", "debug production…

Organize UI, log, metric, and trace artifacts so agents can verify behavior directly.

Include error telemetry, request context, and queue visibility in production code.

Distributed tracing, token cost accounting, latency attribution, and failure tracking for multi-step LLM and agent workflows.

Implement or review structured logging, correlation, tracing, metrics, dashboards, and reproducible operational failure scenarios.

LLM Observability & Orchestration Agent

Run an open sprint as the observer head the dispatcher launched: recover semantic state from the sprint entity and board, cut one card at a time, classify…

Codex wrapper for the harness observability scorecard and trip wires.