监控

浏览日志、指标、告警和可观测性的 agent skills。监控和排查应用问题。

NousResearch/hermes-agent

Track Apple devices/AirTags via FindMy.app on macOS.

Guides adding, changing, and reviewing telemetry through the `@n8n/telemetry` event registry. Use when working on telemetry, analytics, tracking, product events, `track()` calls, or RudderStack/PostHog product events, in frontend or backend code — and whenever you need to find which registered telemetry events exist, what an event means, or what properties it carries.

microsoft/vscode

OpenTelemetry instrumentation for the Copilot Chat extension — covers the four agent execution paths, the IOTelService abstraction, span/metric/event conventions, and the relationship between code and the user/developer monitoring docs. Use when adding/changing OTel spans, metrics, or events; instrumenting a new agent surface; touching the Copilot CLI bridge or Claude span emission; or updating `extensions/copilot/docs/monitoring/agent_monitoring*.md`.

telemetry-standards

supabase/supabase

PostHog event tracking standards for Supabase Studio. Use when adding useTrack() calls, defining events in packages/common/telemetry-constants.ts, implementing tracking for a new feature, or reviewing PRs for telemetry compliance. Covers event naming, property conventions, approved patterns, and implementation guide.

distributed-triage

pytorch/pytorch

Sub-triages issues in the oncall:distributed queue by assigning distributed module labels, routing to sub-oncalls, and marking triaged. Use when an issue has been routed to oncall:distributed and needs second-level triage.

Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)

federation-init

Initialize federation on this node — generate keypair and configure peers

remotion-dev/remotion

Add a new expert to the Remotion experts page

bmad-create-prd

bmad-code-org/BMAD-METHOD

Deprecated — forwards to bmad-prd (create intent).

bmad-code-org/BMAD-METHOD

Deprecated — forwards to bmad-prd (update intent).

metabase/metabase

Add OpenTelemetry tracing spans to Clojure code following Metabase tracing conventions. Use when instrumenting backend code with trace coverage.

synthetic-screen-recording

calesthio/OpenMontage

Synthetic terminal-style screen recording guidance for Remotion `TerminalScene`.

add-channel-setup-guide

Add a new chat channel's layer-1 setup guide — the in-dashboard <Channel>SetupGuide that walks a developer through connecting the channel itself (create app/bot → save credentials → install/verify → send first message) with live connection detection — in apps/dashboard, following the existing Slack, MS Teams, and Telegram guides. Use when a new agent channel needs its numbered setup stepper, credential drawer wiring, and connectedAt polling under components/agents.

prometheus-configuration

wshobson/agents

Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics collection, setting up monitoring infrastructure, or configuring alerting systems.

arthas-eagleeye-traceid

使用 Arthas 的 watch/trace 获取 EagleEye traceId / 获取请求的 traceId

arthas 诊断 java应用，jvm问题 skill

instrumenting-first-party-metrics

PostHog/posthog

How to instrument PostHog's own Metrics product from PostHog-owned code — record counters, gauges, and histograms that land in posthog.metrics, the same way customers do. Use when adding application metrics in this monorepo (web, Celery, Temporal), when asked to push or ship metrics into posthog metrics, or when unsure whether the SDK in this environment supports posthog.metrics yet. Covers the environment decision (SDK-first per the public docs, OTel fallback when the SDK path is not available), the exact version gates per SDK, what is already wired internally, and how to validate metrics actually arrive.

signals-scout-apm

PostHog/posthog

Signals scout for PostHog distributed tracing (APM / OpenTelemetry spans). Watches RED metrics per (service, operation) — error rate, p95 latency, request volume — for regressions, new error signatures, and traffic cliffs, and files each validated regression as a report in the inbox.

appinsights-instrumentation

github/awesome-copilot

Instrument a webapp to send useful telemetry data to Azure App Insights

arize-instrumentation

github/awesome-copilot

Adds Arize AX tracing to an LLM application for the first time. Follows a two-phase agent-assisted flow to analyze the codebase then implement instrumentation after user confirmation. Use when the user wants to instrument their app, add tracing from scratch, set up LLM observability, integrate OpenTelemetry or openinference, or get started with Arize tracing.

breakdown-feature-prd

github/awesome-copilot

Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.

qdrant-monitoring-setup

github/awesome-copilot

Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when someone asks 'how to set up monitoring', 'Prometheus config', 'Grafana dashboard', 'health check endpoints', 'how to scrape Hybrid Cloud', 'what alerts to set', 'how to centralize logs', or 'audit logging'.

Yeachan-Heo/oh-my-codex

Trace deprecated shim

sglang-diffusion-add-model

sgl-project/sglang

Use when adding a new diffusion model or Diffusers pipeline to SGLang.

nanocoai/nanoclaw

Introduce yourself to a newly connected channel. Triggered automatically when a channel is first wired. Send a friendly greeting and brief overview of what you can do.

davila7/claude-code-templates

Install and configure the Manifest observability plugin for your agents. Use when setting up telemetry, configuring API keys or endpoints, troubleshooting plugin connection issues, or verifying the observability pipeline is running.

prometheus-configuration

davila7/claude-code-templates

Complete guide to Prometheus setup, metric collection, scrape configuration, and recording rules.

simstudioai/sim

Add a new LLM model to apps/sim/providers/models.ts with specs verified against the provider's live API docs (no hallucination)

Use Svelte 5 rune-backed table.atoms/store and selected table.state, reactive option getters, controlled $state slices, value-or-updater callbacks, external atoms, and auto-reset behavior without snapshot mismatches.

deploying-edr-agent-with-crowdstrike

mukul975/Anthropic-Cybersecurity-Skills

Deploys and configures CrowdStrike Falcon EDR agents across enterprise endpoints to enable real-time threat detection, behavioral analysis, and automated response. Use when onboarding endpoints to EDR coverage, configuring detection policies, or integrating Falcon telemetry with SIEM platforms. Activates for requests involving CrowdStrike deployment, Falcon sensor installation, EDR policy configuration, or endpoint detection and response.

implementing-log-forwarding-with-fluentd

mukul975/Anthropic-Cybersecurity-Skills

Configure Fluentd and Fluent Bit for centralized log aggregation, routing, filtering, and enrichment across distributed infrastructure

performing-lateral-movement-detection

mukul975/Anthropic-Cybersecurity-Skills

Detects lateral movement techniques including Pass-the-Hash, PsExec, WMI execution, RDP pivoting, and SMB-based spreading using SIEM correlation of Windows event logs, network flow data, and endpoint telemetry mapped to MITRE ATT&CK Lateral Movement (TA0008) techniques.

new-monitoring-feature

apache/skywalking

Add a new monitoring target / layer to SkyWalking OAP. Orients you to the OAL / MAL / LAL / SpanListener / SegmentListener extension points, the UI template + submodule touchpoints, the docs set that must move together, and the cross-cutting traps that don't live in any one skill.

metrics-graphana

Query and manage Grafana dashboards and Prometheus metrics for Happy infrastructure. Covers grafanactl CLI usage, direct Prometheus queries through Grafana proxy, and dashboard-as-code workflows. Use when user asks about metrics, dashboards, monitoring, Grafana, Prometheus, or wants to add/modify panels.

airbytehq/airbyte

List PRs opened today that are assigned to me or the move-destinations team, excluding external contributors

kibana-otel-instrumentation

Implement and quality-check OpenTelemetry metric instrumentation in Kibana code that uses `@kbn/metrics`. Use whenever the user wants to add, change, or review OTel metrics — including any call to `metrics.getMeter`, `meter.createCounter`/`createUpDownCounter`/`createGauge`/`createHistogram`/`createObservable*`/`addBatchObservableCallback`, edits to `kibana.yml` `telemetry.metrics` config, or questions like "is this metric well-designed?", "what should I name this counter?", or "which instrument type is right here?". Trigger this skill even when the user does not say "OTel" or "OpenTelemetry" but is clearly adding observability to Kibana server code and already knows what they want to measure.

dyaddebug-minified-error

Map a minified error stack trace from a production Dyad build back to original source locations using source maps.

metrics-instrumentation

Specification for instrumenting an opik-backend workflow with operational OpenTelemetry metrics — per-stage throughput/latency/error counters and native histograms, dimensioned per-customer (workspace). Use when a pipeline (scoring, ingestion, experiments, jobs) needs per-stage visibility. Covers metric emission only; building the Grafana dashboard from these metrics is a separate skill. Distinct from analytics-instrumentation (PostHog product events).

iii-observability

OpenTelemetry-backed tracing, structured logs, metrics with rollups, alerts, sampling, and baggage for the engine — emit and query telemetry through `engine::*` functions and react to logs with a `log` trigger.

RightNow-AI/openfang

Prometheus monitoring expert for PromQL, alerting rules, Grafana dashboards, and observability

confident-ai/deepeval

Export raw OpenTelemetry traces from an AI application to Confident AI's Observatory. TRIGGER when the user wants to send OpenTelemetry or OTLP traces/spans from an LLM app, agent, RAG pipeline, or chatbot to Confident AI; configure the Confident AI OTLP endpoint; set confident.span.* or confident.trace.* attributes; export AI-app traces to Confident AI without the deepeval Python package; wire an OTLPSpanExporter, OpenTelemetry Collector, or vendor-neutral OTel SDK to Confident AI; or pick the US vs EU Confident AI OTLP endpoint. Language-agnostic — the mechanism is OTLP attribute keys plus an exporter endpoint. DO NOT TRIGGER for building DeepEval pytest eval suites, datasets, goldens, metrics, or deepeval test run (use the `deepeval` skill); for instrumenting with the DeepEval SDK's @observe decorator or framework integrations (use the `deepeval-tracing` skill); or for instrumenting non-AI software such as web servers, CRUD backends, or infrastructure — the confident.* attributes describe AI components (ag

kubesphere/kubesphere

Use when installing or configuring the WizTelemetry Data Pipeline (vector) extension for KubeSphere, which provides data collection, transformation, and routing for observability data including logs, auditing, events, and notifications

whizard-auditing

kubesphere/kubesphere

Use when working with WizTelemetry Auditing extension for KubeSphere, including installation, configuration, and audit query API

kubesphere/kubesphere

Use when working with WizTelemetry Events extension for KubeSphere, including installation, configuration, and event query API

whizard-logging

kubesphere/kubesphere

Use when working with WizTelemetry Logging extension for KubeSphere, including installation, configuration, and log query API

whizard-notification

kubesphere/kubesphere

Use when working with WizTelemetry Notification extension for KubeSphere, including installation, configuration, troubleshooting, notification channel setup, alert routing, and silence management.

whizard-telemetry-ruler

kubesphere/kubesphere

Use when working with WizTelemetry Ruler extension for KubeSphere, including installation, configuration, alerting rules management

whizard-telemetry

kubesphere/kubesphere

Use when installing or configuring the WizTelemetry Platform Service extension for KubeSphere, which provides the common APIServer backend services for all WizTelemetry observability extensions