“observability”

Distributed tracing with Jaeger, OpenTelemetry, and observability platforms for microservices insights

Use when adding, reviewing, or debugging logs, metrics, traces, audit events, correlation IDs, lifecycle status, timestamps, retries, or error metadata in…

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

Builds, configures, debugs, and optimizes AWS observability with CloudWatch (Log Insights, Metrics, Alarms, Dashboards, EMF), X-Ray, CloudTrail, and ADOT (AWS…

Design observability strategies: SLI/SLO frameworks, alerting, and dashboards.

Use for debugging DSPy programs, inspect_history, tracing LLM calls, custom callbacks, observability, monitoring, and cost tracking.

Read-only roster and observation of an agent's parent, siblings, and direct children.

Comprehensive monitoring, dashboards, and observability expertise.

Monitors task execution for skill improvement opportunities: logs patterns, user corrections and methodology worth preserving to the workspace, turns them…

Observability patterns for Python applications.

Observability Designer (POWERFUL)

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

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

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

Make every skill/agent/eval execution observable through a structured, queryable run log so the framework can answer "why did the agent do X, and did it…

Wires Sentry crash reporting behind a port: start on consent, PII scrubbing, releases, source maps per build and update.

Monitors task execution for skill improvement opportunities.

检测并治理可观测资产漂移、增量更新与质量问题，输出资产登记与治理报告。

Capture and review Agent Skill observations, and create, run, diagnose, or iteratively improve Skill evaluations (evals) with the skill-up CLI.

Observe and troubleshoot Campfire WhatsApp: message delivery timeline by Meta wamid, partner logs, installation health, webhook/transport failures…

Interactively create, install, activate, and verify custom claude-mem modes, including domain-specific observation types, concept tags, optional Telegram…

This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost…

Use Langfuse for LLM observability and evaluation and look up Langfuse documentation.

Use when writing, reviewing, or refactoring SwiftUI code for iOS or macOS, including state and `@Observable` data flow, view composition, resizable layouts…