Run /check-observability, then create GitHub issues for all findings. Issues are created with priority labels and structured format.
實作結構化日誌，包含正確的日誌層級和敏感資料處理。 使用時機：新增日誌、除錯、設定可觀測性。 關鍵字：logging, log level, structured logging, observability, 日誌, 記錄, 結構化日誌。
Structured JSON logging with correlation IDs, request context propagation across async boundaries, performance timing decorators, and worker metrics collection.
Optimize Lokalise costs through plan selection, usage monitoring, and efficiency. Use when analyzing Lokalise billing, reducing costs, or implementing usage monitoring and budget…
Configure Lokalise enterprise SSO, role-based access control, and team management. Use when implementing SSO integration, configuring role-based permissions, or setting up…
Install and configure Lokalise SDK/CLI authentication. Use when setting up a new Lokalise integration, configuring API tokens, or initializing Lokalise in your project.
Set up comprehensive observability for Lokalise integrations with metrics, traces, and alerts. Use when implementing monitoring for Lokalise operations, setting up dashboards, or…
Analyze, plan, and execute Lokalise SDK upgrades with breaking change detection. Use when upgrading Lokalise SDK versions, detecting deprecations, or migrating to new API…
Logging and observability patterns for production systems. Use for structured JSON logging with correlation IDs, distributed tracing (OpenTelemetry, Jaeger, Zipkin), metrics…
Diagnóstico e otimização de performance do MacBook — memória RAM, LaunchAgents, processos, bateria e swap. Workflow completo de 5 ações testado no MacBook Pro M1 Pro 16GB.
Debug and resolve common MaintainX API errors. Use when encountering API errors, authentication issues, or unexpected responses from the MaintainX API.
Optimize MaintainX API usage for cost efficiency. Use when managing API costs, optimizing request volume, or implementing cost-effective integration patterns with MaintainX.
Data synchronization, ETL patterns, and data management for MaintainX. Use when syncing data between MaintainX and other systems, building ETL pipelines, or managing data…
Configure enterprise role-based access control for MaintainX integrations. Use when implementing SSO, managing organization-level permissions, or setting up enterprise access…
Execute complete platform migrations to or from MaintainX. Use when migrating from legacy CMMS systems, performing major re-platforming, or transitioning to MaintainX from…
Configure multiple MaintainX environments (dev, staging, production). Use when setting up environment-specific configurations, managing multiple MaintainX accounts, or…
Implement comprehensive observability for MaintainX integrations. Use when setting up monitoring, logging, tracing, and alerting for MaintainX API integrations.
Migrate MaintainX API versions and handle breaking changes. Use when upgrading API versions, handling deprecations, or migrating between MaintainX API releases.
Implement MaintainX webhook handling and event-driven integrations. Use when setting up webhooks, handling MaintainX events, or building real-time integrations with MaintainX.
Install and configure the Manifest observability plugin for your agents. Use when setting up telemetry, configuring API keys, or troubleshooting the plugin.
Migrates a Lerian Go application's direct observability imports from lib-commons (deprecated shims OR already-removed APIs) to lib-observability.
Diagnose and fix MindTickle common errors. Trigger: "mindtickle error", "fix mindtickle", "debug mindtickle".
Create a minimal working MindTickle example. Trigger: "mindtickle hello world", "mindtickle example", "test mindtickle".
Install and configure MindTickle SDK/API authentication. Use when setting up a new MindTickle integration. Trigger: "install mindtickle", "setup mindtickle", "mindtickle auth".
Optimize Miro API costs through credit monitoring, request reduction, and plan selection based on the credit-based rate limiting model.
Implement Miro REST API v2 data handling with PII detection in board content, data export via API, retention policies, and GDPR/CCPA compliance patterns.
Configure Miro Enterprise features: organization management, SCIM provisioning, board-level access control, audit logs, and SSO integration via REST API v2.
Install and configure Miro REST API v2 authentication with OAuth 2.0. Use when setting up a new Miro app, configuring OAuth tokens, or initializing the @mirohq/miro-api Node.js…
Execute major Miro migrations — migrate boards between teams/orgs, export board content to external systems, import data into Miro, and re-platform from competing whiteboard tools…
Configure Miro REST API v2 across development, staging, and production with separate OAuth apps, isolated test boards, and secret management.
Set up observability for Miro REST API v2 integrations with Prometheus metrics, OpenTelemetry traces, structured logging, and Grafana dashboards.
Migrate Miro integrations from REST API v1 to v2 and upgrade @mirohq/miro-api SDK. Use when upgrading SDK versions, migrating v1 widget endpoints to v2 item endpoints, or handling…
Implement Miro REST API v2 webhooks with board subscriptions, event handling, and signature verification for real-time board change notifications.
Design or run evaluation, tracing, callback, telemetry, and regression-observability workflows for Mission Control agents.
Use Mission Control to turn TensorBoard logs and training curves into explicit validation evidence.
Optimize Mistral AI costs through model selection, token management, and usage monitoring. Use when analyzing Mistral billing, reducing API costs, or implementing usage monitoring…
Implement Mistral AI PII handling, data retention, and GDPR/CCPA compliance patterns. Use when handling sensitive data, implementing data redaction, configuring retention…
Configure Mistral AI enterprise access control and workspace management. Use when implementing role-based API key scoping, managing team access, or setting up organization-level…
Install and configure the Mistral AI SDK with authentication. Use when setting up a new Mistral integration, configuring API keys, or initializing Mistral AI in your project.
Set up comprehensive observability for Mistral AI with metrics, traces, and alerts. Use when implementing monitoring for Mistral AI operations, setting up dashboards, or…
Analyze, plan, and execute Mistral AI SDK upgrades with breaking change detection. Use when upgrading Mistral SDK versions, detecting deprecations, or migrating to new API…
Implement Mistral AI async patterns, batch API, agents, and event-driven workflows. Use when building async workflows, using the Agents API, batch inference, or handling…
Analyze data coverage, create monitors for warehouse tables and AI agents. Covers coverage gaps, use-case analysis, data monitor creation, and agent observability.
Set up monitoring, logging, and observability for applications and infrastructure. Use when implementing health checks, metrics collection, log aggregation, or alerting systems.
Surfaces Monte Carlo data observability context (table health, alerts, lineage, blast radius) before SQL/dbt edits.
Upgrade Guidewire InsuranceSuite versions and migrate between environments. Use when planning version upgrades, handling breaking changes, or migrating from self-managed to Cloud.
Use when optimizing travel spend with Navan's policy engine, analyzing booking patterns for savings, and configuring the Navan Rewards program.
Configure Navan admin roles, travel policies, approval workflows, and department-level access controls.
Make your first Navan API call to retrieve trip and user data. Use when verifying a new Navan integration works end-to-end after auth setup.
Use when planning or executing a migration from SAP Concur or legacy TMC to Navan — data migration, user provisioning, policy recreation, and cutover planning.
Set up dev/staging/prod environment separation for Navan integrations without a sandbox API. Use when configuring multiple environments, building CI test pipelines, or setting up…
Use when setting up monitoring, logging, and alerting for Navan API integrations in production environments.
Use when handling Navan API changes in production — defensive coding patterns, schema validation, deprecation monitoring, and gradual rollout strategies for unversioned APIs.
Set up webhook listeners for real-time Navan event notifications. Use when you need to receive booking, expense, or travel disruption events from Navan.
대상 프로젝트 런타임 관측 — Spring Actuator, Micrometer, logback JSON, Slack webhook. 로깅/모니터링/알림 설계 시 사용.
Use when performing a deep observability audit or remediating missing structured logging, metrics, traces, or alerting rules
Designs comprehensive observability strategies including SLI/SLO frameworks, alerting optimization, and dashboard generation.
Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows.
Observability guidelines for distributed systems using OpenTelemetry, tracing, metrics, and structured logging
Configure verbosity levels, live log streaming, JSONL file export, model I/O logging, and audit trails for monitoring agent execution.