Optimize Langfuse tracing performance for high-throughput applications. Use when experiencing latency issues, optimizing trace overhead, or scaling Langfuse for production…
Upgrade Langfuse SDK versions and migrate between API changes. Use when upgrading Langfuse SDK, handling breaking changes, or migrating between Langfuse versions.
Configure Langfuse webhooks for prompt change notifications and event-driven workflows. Use when setting up prompt change notifications, triggering CI/CD on prompt updates, or…
LangSmith 통합 및 LLM Observability 가이드. 토큰 추적, 비용 계산, Run Tree, Tracing 데코레이터, OTEL 연동 구현 시 참조. "langsmith", "tracing", "observability", "token usage", "cost tracking" 키워드로 트리거.
Expert knowledge for APM (Observability) Layer modeling in Documentation Robotics
Design and implement immutable, hash-chained audit logging for accountability (LGPD Art. 6, X) and incident registration (Res. 15/2024 Art. 10, 5-year retention).
Use when a Lightning record page, home page, or app page is slow to load or render — covers Experienced Page Time (EPT) analysis, component count reduction, progressive disclosure…
Optimize Lindy AI costs through credit management, model selection, and agent consolidation. Use when reducing spend, analyzing credit usage patterns, or optimizing budget…
Optimize Lindy AI costs and manage usage efficiently. Use when reducing costs, analyzing usage patterns, or optimizing budget allocation.
Data handling best practices for Lindy AI agents. Use when managing sensitive data in agent workflows, implementing data privacy controls, or ensuring compliance.
Set up Lindy AI account, API access, and webhook authentication. Use when onboarding to Lindy, configuring API keys for webhook triggers, or connecting Lindy agents to your…
Install and configure Lindy AI SDK/CLI authentication. Use when setting up a new Lindy integration, configuring API keys, or initializing Lindy in your project.
Configure Lindy AI across development, staging, and production environments. Use when setting up isolated workspaces, per-environment secrets, or environment-specific agent…
Monitor Lindy AI agent health, task success rates, and credit consumption. Use when setting up monitoring, building dashboards, configuring alerts, or tracking agent performance…
Optimize Lindy AI agent execution speed, reliability, and cost efficiency. Use when agents are slow, consuming too many credits, or producing inconsistent results.
Manage Lindy agent configuration changes, platform updates, and migrations. Use when reconfiguring agents, handling platform changes, or migrating agents between workspaces.
Configure Lindy AI webhook triggers, callback patterns, and event handling. Use when setting up webhook triggers, implementing callback receivers, or building event-driven Lindy…
Optimize Linear API usage, reduce unnecessary calls, and maximize efficiency within rate limit budgets.
Data synchronization, backup, and consistency patterns for Linear. Use when implementing data sync, creating backups, exporting data, or ensuring data consistency between Linear…
Implement enterprise role-based access control with Linear. Use when setting up team permissions, OAuth scopes, SAML SSO, SCIM provisioning, or audit logging.
Install and configure Linear SDK/CLI authentication. Use when setting up a new Linear integration, configuring API keys, OAuth2 flows, or initializing LinearClient in your…
Migrate from Jira, Asana, GitHub Issues, or other tools to Linear. Use when planning a migration, executing data transfer, or mapping workflows between issue tracking tools.
Configure Linear across development, staging, and production environments. Use when setting up per-environment API keys, secret management, or environment-specific Linear…
Implement monitoring, logging, and alerting for Linear integrations. Use when setting up metrics collection, dashboards, or configuring alerts for Linear API usage.
Upgrade Linear SDK versions and handle breaking changes safely. Use when updating to a new SDK version, handling deprecations, or migrating between API versions.
Configure and handle Linear webhooks for real-time event processing. Use when setting up webhooks, handling issue/project/cycle events, or building real-time integrations with…
Diagnose and fix Linktree common errors. Trigger: "linktree error", "fix linktree", "debug linktree".
Create a minimal working Linktree example. Trigger: "linktree hello world", "linktree example", "test linktree".
Install and configure Linktree SDK/API authentication. Use when setting up a new Linktree integration. Trigger: "install linktree", "setup linktree", "linktree auth".
Build, extend, and integrate the Live Look In workspace viewer — the real-time animated observability layer for ACHIEVEMOR's digital workforce.
Comprehensive guide for building LLM applications with LlamaIndex, including data loaders, indexes, query engines, chat engines, vector stores, retrievers, agents, evaluation,…
Checks structured logging, health checks, metrics collection, request tracing, log levels. Use when auditing observability.
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.
Maple — plataforma de observabilidad open-source con OpenTelemetry + ClickHouse, monorepo Effect + TanStack Router
Observability conventions for deployed applications. Covers metrics collection, distributed tracing, health checks, SLIs/SLOs, and dashboards.
Grafana observability via mcp2cli. Use when the user wants to interact with Grafana — query metrics (Prometheus), logs (Loki), traces (Tempo), profiles (Pyroscope), manage…
Migrate DSPy GEPA usage in DSPy from the original to gepa-observable. This makes it possible for teams to clearly review each iteration and the lineage to understand how their…
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".