Use when configuring, writing, or debugging Stove end-to-end tests; choosing JVM, process, container, or provided-application runners; wiring Stove systems; enabling tracing,…
Structured logging for Python applications with context support and powerful processors
Modern, powerful structured logging for Python using structlog. Use when adding or improving logging in Python projects, configuring structlog for dev/production, working with…
Guide for writing effective log messages using wide events / canonical log lines. Use when writing logging code, adding instrumentation, improving observability, or reviewing log…
Implement JSON-based structured logging for observability. Use when setting up logging, debugging production issues, or preparing for log aggregation (ELK, Datadog).
Use when designing log schemas, choosing JSON vs text logs, setting up correlation IDs across services, redacting PII, controlling log volume costs, or wiring logs into…
Design a structured (JSON) logging strategy with a stable field schema, correlation-ID propagation, and a disciplined level policy — then migrate ad-hoc string logs toward it.
Logging system design guide covering centralized architecture, field standards, and distributed tracing.
Plans changes by inserting structured temporary stub comments and then replacing them with real code in a second pass.
Review Go code for style, idioms, naming, comments, and project conventions — including error handling style, context propagation, logging conventions, package comments, YAML tag…
Create, edit, and convert Excel workbooks (.xlsx/.xls) using Syncfusion XlsIO. Supports two modes — generate C# code for the user's project, or execute a temporary CSX script.
Implement synthetic monitoring and automated testing to simulate user behavior and detect issues before users.
Linux syslog integration for agent audit logging. Write structured events to /dev/log via UDP syslog, severity levels (EMERG→DEBUG), facility codes, RFC5424 format, and forwarding…
A high-performance Agent subsystem for complex multi-agent orchestration. It provides a visual workflow canvas (OASIS) to coordinate OpenClaw agents, automated computer use tasks,…
Unified delegation and temporal-calibration protocol. Use when delegating bounded implementation work to a worker model (Codex Spark 5.3 at xhigh or medium reasoning) while the…
Help developers use Temporal for durable execution workflows. Covers CLI commands, SDK patterns (Go, TypeScript, Python, Java), workflow orchestration, and architectural decisions.
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…
Temporal is an open-source durable execution platform that lets developers build scalable, fault-tolerant workflows.
Keep Temporal Python Workflows deterministic across deployments using patching/worker versioning and replay tests.
Expert in temporary license agreements for very short-term occupancy (1 day to 3 months) that avoid creating landlord-tenant relationships.
Routes ambitious Three.js graphics to the smallest specialist (camera, materials, ocean, atmosphere, VFX, shadows).
Applies systematic tracing and isolation techniques to pinpoint exactly where a bug originates in code.
Debug a codegen issue by tracing from wrong Python output back through the graph to the root cause. Identifies whether the bug is in primitive definitions, type resolution, or…
Trace function call hierarchies, dependencies, side effects, and symbol relationships using LCI. 以LCI追蹤函數調用層次、依賴、副作用、符號關係。 Use when: understanding function before modifying,…
You are a debugging expert specializing in setting up comprehensive debugging environments, distributed tracing, and diagnostic tools.
Upgrade OpenTelemetry instrumentations across the Sentry JavaScript SDK. Use when bumping OTel instrumentation packages to their latest versions.
Uptime Kuma is an open source uptime monitor for HTTP, TCP, ping, DNS, Docker, and keyword checks. It gives agents a concrete way to create, update, and review monitors,…
Applies the manual stack-trace pattern for Visual Basic 6 based on EnterMethod/ExitMethod calls that push and pop method names from a module-level array.
Use when preparing, running, debugging, post-processing, or extending VibeFlow/VibeCAE SU2 CFD, heat-transfer, adjoint, deformation, and optimization workflows from…
Graceful-failure essentials for a website — custom error pages with correct status codes, 503 maintenance pages, graceful degradation without JavaScript, web app manifest, and…
Automating the macOS desktop via AppleScript, JXA, and osascript. Controls native apps (Finder, Mail, Safari, Calendar, Notes, Music, System Events) through Apple Events, scripts…
Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc, or checki — from…
Partitions Python work across ProcessPoolExecutor, asyncio semaphores, work-stealing deques, and LPT weighted bins to cut stragglers and load imbalance.
Use when xUnit pipelines need deterministic evidence capture, flaky-test classification, failure triage ownership, and gate-ready reporting.
Zabbix monitoring system automation via API and Python. Use when: (1) Managing hosts, templates, items, triggers, or host groups, (2) Automating monitoring configuration, (3)…
MUST USE when writing any Python code with aerospike-py or aerospike_py. This is a Rust/PyO3 library with UNCONVENTIONAL patterns that differ from typical Python clients —…
Use this skill when designing, writing, configuring, or debugging a new phased executor task for the Myco agent harness — even if the user doesn't explicitly ask for a "task…
Automate contract review and monitoring with Box MCP — identify new contracts added since last review period using metadata or keyword search, compare contracts against standard…
Generates Logging Query Language (LQL) queries for Google Cloud Logging from natural language. Use this skill when you need to query log data or when you are debugging issues.
This skill enables Claude to monitor database health using real-time metrics, predictive alerts, and automated remediation.
Use this skill when debugging is complete and the user wants to stop accumulating large trace logs — trigger words \"turn off debug\", \"stop verbose\", \"disable trace\", \"debug…
Provides systematic debugging methodology for thorough root cause analysis with evidence-based investigation.
This skill automates the setup of distributed tracing for microservices. It helps developers implement end-to-end request visibility by configuring context propagation, span…
Use this skill when the user is doing hands-on DOCA Telemetry Exporter programming on a host where DOCA is installed — defining a doca_telemetry_exporter_schema, creating sources,…
Use this skill when reviewing in-application OpenTelemetry wiring in an ASP.NET Core service — OpenTelemetry SDK registration, trace context propagation across service boundaries,…
Trace architectural dependencies across files using graph-based relationship modeling. Use this skill whenever the user mentions dependency graph, import cycle, layering…
**Pro+ subscription required.** Tenant-wide Power Automate flow health monitoring, failure rate analytics, and asset inventory using the FlowStudio MCP cached store.
This skill should be used when user asks about "GCloud logs", "Cloud Logging queries", "Google Cloud metrics", "GCP observability", "trace analysis", or "debugging production…
Write minimal, evergreen code comments that explain complex logic without documenting obvious behavior or temporary changes.
Implement comprehensive error handling strategies including try-catch blocks, API error responses, Content Collection error handling, custom error pages, and production error…
This skill enables Claude to collect comprehensive infrastructure performance metrics across compute, storage, network, containers, load balancers, and databases.
Link low-level hardware events such as hypervisor jitter and CPU or memory saturation to specific application latency spikes.
Add Pydantic Logfire observability to applications. Use this skill whenever the user asks to "add logfire", "instrument with logfire", "add observability", "add tracing",…
Use Langfuse to capture prompts, traces, generations, evaluations, and cost telemetry for LLM applications and agent workflows.
How to query OpenTelemetry metrics datasets in Honeycomb correctly. Metrics datasets follow different rules from trace/event datasets — many operations (bare COUNT, RATE_SUM,…
This skill deploys monitoring stacks, including Prometheus, Grafana, and Datadog. It is used when the user needs to set up or configure monitoring infrastructure for applications…
Use this skill when migrating applications, examples, integrations, documentation, manifests, or repository code from NeMo Flow to NeMo Relay across Python, Rust, Node.js, Go, C…
Use this skill when explaining OpenTelemetry concepts, choosing telemetry signals, planning or reviewing Collector architectures and declarative configuration, operating or…
Netdata is an open-source observability platform for real-time metrics, anomaly detection, and alerting across servers, containers, databases, and cloud services.
生产级可观测性与工程规范,适用于**所有后端服务** —— 普通微服务(auth / 网关 / 业务服务)与 agent / 多 agent / RAG 知识库项目通用。核心:用 trace_id 串 trace/log + 业务 id 反查 db、结构化日志、OpenTelemetry 埋点、跨进程 W3C traceparent…