Claude Skills by chrishuffman5

Expert skill for Apache Kafka as a streaming ETL/data-integration platform across all versions (3.9-4.2): broker architecture, KRaft consensus, producer/consumer patterns, Kafka Connect, Kafka Streams, exactly-once semantics, and operational troubleshooting. WHEN: \"Kafka\", \"Kafka broker\", \"Kafka topic\", \"Kafka partition\", \"Kafka producer\", \"Kafka consumer\", \"consumer group\", \"consumer lag\", \"Kafka Connect\", \"Kafka Streams\", \"KRaft\", \"ZooKeeper migration\", \"exactly-onc...

Apache NiFi specialist for flow-based data integration, routing, and provenance tracking. Deep expertise in processors, FlowFiles, connections, process groups, clustering, record-oriented processing, and NiFi 2.x modernization. WHEN: \"Apache NiFi\", \"NiFi\", \"NiFi processor\", \"FlowFile\", \"process group\", \"NiFi provenance\", \"NiFi back pressure\", \"NiFi cluster\", \"NiFi registry\", \"NiFi expression language\", \"MiNiFi\", \"ConsumeKafka NiFi\", \"tMap NiFi\", \"NiFi REST API\", \"...

Cross-platform guidance for data pipeline orchestration technologies. Compares Airflow and SSIS. WHEN: \"orchestration\", \"Airflow vs SSIS\", \"DAG scheduling\", \"pipeline dependencies\", \"workflow automation\", \"data pipeline scheduling\", \"backfill\", \"task orchestration\", \"which scheduler\", \"orchestration tool comparison\". Do NOT use for Airflow-specific questions (DAGs, TaskFlow, executors, XCom) -- use the `airflow` skill. Do NOT use for SSIS-specific questions (packages, SSIS...

Top-level guidance for ALL ETL, data integration, and data pipeline technologies. Provides cross-platform expertise in data orchestration, transformation, integration, and streaming. WHEN: \"ETL\", \"data pipeline\", \"data integration\", \"ELT\", \"data movement\", \"data transformation\", \"Airflow\", \"SSIS\", \"dbt\", \"Spark\", \"Kafka\", \"NiFi\", \"Azure Data Factory\", \"Fivetran\", \"data quality\", \"CDC\", \"data warehouse loading\".

Apache Spark skill for ETL and data transformation across all versions (3.5 LTS through 4.2). Deep expertise in DataFrame API, Spark SQL, Catalyst optimizer, Structured Streaming, partition tuning, join strategies, and lakehouse integration. WHEN: \"Spark\", \"PySpark\", \"SparkSQL\", \"spark-submit\", \"DataFrame\", \"RDD\", \"Catalyst\", \"Tungsten\", \"AQE\", \"Spark Structured Streaming\", \"Spark partition\", \"Spark shuffle\", \"Spark join\", \"Spark UDF\", \"Spark performance\", \"Spar...

Expert skill for SQL Server Integration Services (SSIS) across all versions (2014-2025). Provides deep expertise in control flow and data flow design, SSISDB catalog management, package deployment, performance optimization, Azure-SSIS IR, and migration planning. WHEN: \"SSIS\", \"Integration Services\", \"DTSX\", \".dtsx\", \"SSISDB\", \"SSIS package\", \"Data Flow Task\", \"Control Flow\", \"Execute Package Task\", \"OLE DB\", \"SSIS catalog\", \"SQL Agent SSIS\", \"SSIS deployment\", \"Azur...

Cross-platform guidance for streaming and real-time data integration architecture: batch-vs-streaming decisions, event-driven patterns, and technology selection. WHEN: \"streaming architecture\", \"batch vs streaming\", \"event-driven data\", \"real-time pipeline design\", \"which streaming tool\", \"Kafka vs Kinesis\". Do NOT use for Kafka implementation details (topics, partitions, consumer groups, Kafka Connect, Kafka Streams) -- use the `kafka` skill directly.

Azure Synapse Pipelines specialist for data integration within the Synapse Analytics unified workspace. Deep expertise in pipelines, Spark pool integration, dedicated/serverless SQL pools, Mapping Data Flows, Synapse Link, CI/CD, IR configuration, and migration to Microsoft Fabric. WHEN: \"Synapse Pipelines\", \"Synapse workspace\", \"Synapse pipeline\", \"Synapse Spark pool\", \"dedicated SQL pool\", \"serverless SQL pool\", \"Synapse notebook activity\", \"Synapse Studio\", \"Synapse Monito...

Talend (Qlik Talend Cloud) specialist for Java-based enterprise data integration. Deep expertise in job design, tMap transformations, components, routines, context variables, Remote Engines, TMC, CI/CD with Maven, and migration from Open Studio. WHEN: \"Talend\", \"Qlik Talend\", \"Talend Cloud\", \"Talend Studio\", \"tMap\", \"tFileInput\", \"tRunJob\", \"Talend job\", \"Talend component\", \"Talend context\", \"context variable\", \"Talend routine\", \"tLogCatcher\", \"tStatCatcher\", \"Tal...

Cross-platform guidance for data transformation technologies. Compares dbt Core, dbt Cloud, Spark, and DuckDB. WHEN: \"data transformation\", \"dbt vs Spark\", \"which transform tool\", \"medallion architecture\", \"ELT transformation tool comparison\". Do NOT use for dbt-specific questions (models, Jinja, incremental strategies) -- use `dbt-core` or `dbt-cloud`. Do NOT use for Spark-specific questions (DataFrame API, Catalyst, tuning) -- use the `spark` skill. Do NOT use for DuckDB-specific ...

Covers Angular Signals in depth: the full reactive primitives system (signal, computed, effect, linkedSignal, resource, rxResource), signal-based component APIs (input, output, model, viewChild, viewChildren, contentChild, contentChildren), zoneless change detection and Zone.js migration, RxJS interop (toSignal, toObservable), state management patterns, Signal Forms, and signal diagnostics. Use for \"Angular signals\", \"signal()\", \"computed()\", \"effect()\", \"linkedSignal\", \"resource a...

Covers Angular across supported versions (19, 20, and 21): the component model (standalone default), dependency injection, change detection (Zone.js vs zoneless), routing, template syntax (built-in control flow), RxJS integration, forms (reactive, template-driven, and signal forms), build system (esbuild/Vite), and testing (Vitest). Use for \"Angular\", \"angular\", \"NgModule\", \"standalone component\", \"Angular CLI\", \"ng serve\", \"ng build\", \"RxJS Angular\", \"Angular DI\", \"depende...

Covers Astro across supported versions: the islands architecture (selective hydration with client:load, client:idle, client:visible, client:media, client:only), Server Islands (server:defer for on-demand rendering in cached pages), Content Layer API (collections, loaders, Zod schemas, cross-references), multi-framework support (React, Vue, Svelte, Solid, Preact on the same page), rendering modes (static, server, per-page prerender), View Transitions (ClientRouter), Actions (type-safe server m...

Covers Blazor across supported .NET versions (8, 9, and 10): render modes (Static SSR, Interactive Server, Interactive WebAssembly, Interactive Auto), Razor components and lifecycle, dependency injection per render mode, SignalR circuit management, WebAssembly runtime (AOT, trimming, lazy loading), Blazor Hybrid (MAUI, WPF, WinForms), enhanced navigation, state management (scoped services, PersistentComponentState, cascading parameters), JS interop (IJSRuntime, module isolation), authenticati...

Maintenance and migration guidance for Gatsby 5. Gatsby is in maintenance mode (Netlify-owned, security fixes only, no roadmap) -- use this skill for maintaining existing Gatsby sites and migrating them to modern alternatives (Astro for content sites, Next.js for applications). Covers the GraphQL data layer, source plugins, useStaticQuery, createPages API, Slice API, Head API, build process, and step-by-step migration paths. Do not recommend Gatsby for new projects. Use for \"Gatsby\", \"gats...

Covers HTMX 2.x: the hypermedia-driven architecture (HATEOAS), HTML-over-the-wire approach, core attributes (hx-get, hx-post, hx-put, hx-patch, hx-delete), hx-trigger with event modifiers (delay, throttle, changed, once, revealed, intersect, polling), hx-target with CSS selectors (closest, find, next, previous), hx-swap strategies (innerHTML, outerHTML, beforeend, delete, none, morph), out-of-band swaps (hx-swap-oob), hx-boost for progressive enhancement, request/response header model, extens...

Covers the Next.js App Router in depth: the complete file-system routing model, nested layouts, parallel routes, intercepting routes, route groups, dynamic routes, data fetching, Server Actions, authentication patterns, internationalization, streaming, and Pages Router to App Router migration. Use for \"App Router\", \"app router\", \"app directory\", \"parallel routes\", \"intercepting routes\", \"route groups\", \"nested layouts\", \"loading.tsx\", \"error.tsx\", \"not-found.tsx\", \"templa...

Covers Next.js across supported versions (15 and 16): the rendering pipeline, caching model, Server Actions, middleware/proxy, data fetching, image/font optimization, Turbopack, and deployment (Vercel + self-hosting). Use for \"Next.js\", \"nextjs\", \"next.js\", \"Pages Router\", \"Server Actions\", \"next/image\", \"next/font\", \"Turbopack\", \"ISR\", \"SSR Next\", \"SSG Next\", \"Next.js 15\", \"Next.js 16\", \"getServerSideProps\", \"generateStaticParams\" questions. Covers App Router ba...

Covers Nuxt across supported versions (3.x and 4.x): the Nitro server engine, auto-imports, file-based routing, data fetching (useFetch, useAsyncData, $fetch), hybrid rendering (SSR/SSG/ISR/SPA), modules ecosystem, server routes with H3, runtime config, TypeScript, Nuxt DevTools, and migration strategies. Use for \"Nuxt\", \"nuxt\", \"Nitro\", \"useFetch\", \"useAsyncData\", \"Nuxt 3\", \"Nuxt 4\", \"nuxt.config\", \"Nuxt modules\", \"server routes Nuxt\" questions.

Cross-framework frontend expertise: rendering models (CSR/SSR/SSG/ISR/islands/RSC), reactivity systems, framework selection, and performance fundamentals that span React, Vue, Angular, Next.js, Nuxt, Svelte, Astro, Remix, Blazor, Gatsby, and htmx. Use for \"frontend framework\", \"which frontend framework\", \"SSR vs SSG\", \"hydration\", \"islands architecture\", \"component design\", \"state management\", \"reactivity\", \"bundle size\", \"code splitting\", \"Core Web Vitals\", \"frontend p...

Covers React Server Components (RSC) in depth: the RSC rendering model, client/server boundary directives, serialization constraints, streaming with Suspense, Server Actions, composition patterns (slot, donut, data-down), 'use client' placement strategy, caching and revalidation, framework integration (Next.js App Router), and common RSC diagnostics. Use for \"Server Components\", \"RSC\", \"use client\", \"use server\", \"Server Actions\", \"server action\", \"RSC payload\", \"server compone...

Covers React across supported versions (18 and 19): the component model, hooks system, virtual DOM and Fiber architecture, concurrent rendering features, Context API, error boundaries, rendering environments (client, server, static), React DevTools, React Compiler, Actions, and migration strategies. Use for \"React\", \"react\", \"JSX\", \"useState\", \"useEffect\", \"hooks\", \"React component\", \"virtual DOM\", \"React 18\", \"React 19\", \"React Compiler\" questions. Covers Server Compone...

Covers Remix / React Router v7: nested routes with parallel data loading, loaders and actions (server-side data fetching and mutations), progressive enhancement via <Form> (works without JavaScript), clientLoader/clientAction for client-side caching, defer() for streaming slow data with <Suspense> and <Await>, per-route ErrorBoundary and HydrateFallback, useFetcher for non-navigation mutations, Vite integration, route configuration (explicit routes.ts and file-system conventions), type genera...

Covers Svelte 5 and SvelteKit 2: the compiler model (no virtual DOM), runes reactivity system ($state, $derived, $effect, $props, $bindable), SvelteKit routing (+page, +layout, +server, load functions, form actions), SSR/hydration, adapters, snippets, testing, and migration from Svelte 4. Use for \"Svelte\", \"svelte\", \"SvelteKit\", \"runes\", \"$state\", \"$derived\", \"$effect\", \"$props\", \"Svelte 5\", \"+page.svelte\", \"load function Svelte\", \"form actions Svelte\" questions.

Covers Vue.js across supported versions (3.4, 3.5, and upcoming 3.6 Vapor Mode): the Proxy-based reactivity system, virtual DOM with patch flags, Single-File Components, Composition API, composables, Pinia state management, TypeScript integration, SSR/hydration, Vue DevTools, and Vapor Mode. Use for \"Vue\", \"vue\", \"Vue.js\", \"Composition API\", \"Pinia\", \"ref\", \"reactive\", \"computed Vue\", \"defineProps\", \"defineEmits\", \"Vue 3\", \"Vapor Mode\", \"SFC\" questions.

Expert skill for Microsoft Exchange Server 2019, Exchange Server SE, and Exchange Online. Covers DAG high availability, transport pipeline, hybrid deployment, mailbox management, migration, compliance, and EOP/Defender integration. WHEN: \"Exchange Server\", \"Exchange 2019\", \"Exchange SE\", \"Exchange Online\", \"DAG\", \"mailbox database\", \"transport rule\", \"hybrid Exchange\", \"HCW\", \"Hybrid Configuration Wizard\", \"Edge Transport\", \"EAC\", \"Exchange Admin Center\", \"mail flow...

Expert skill for Google Workspace administration. Covers Admin Console, Gmail enterprise features, Google Vault, GCDS directory sync, GAM CLI, Drive/Shared Drives, Meet, Chat, licensing, security (2SV, Context-Aware Access, DLP), and migration. WHEN: \"Google Workspace\", \"G Suite\", \"Gmail admin\", \"Google Admin Console\", \"Google Vault\", \"GCDS\", \"GAM\", \"Google Drive admin\", \"Shared Drives\", \"Google Meet admin\", \"Context-Aware Access\", \"Google DLP\", \"Workspace licensing\"...

Expert skill for Microsoft 365 tenant administration — mail, collaboration, and compliance surfaces. Covers licensing, Conditional Access policy assignment, Microsoft Purview compliance, DLP, sensitivity labels, eDiscovery, admin centers, Microsoft Graph, Intune, and Teams/SharePoint governance. WHEN: \"Microsoft 365\", \"M365\", \"Office 365\", \"O365\", \"Conditional Access\", \"Purview\", \"sensitivity labels\", \"DLP\", \"eDiscovery\", \"M365 licensing\", \"E3\", \"E5\", \"Business Premiu...

Cross-platform mail and collaboration strategy: platform selection (Exchange vs. M365 vs. Google Workspace vs. Postfix), mail flow architecture, DNS design, migration planning, and compliance framework mapping across the whole mail-collab plugin. WHEN: \"email platform comparison\", \"migrate to M365 or Google Workspace\", \"design mail flow architecture\", \"DNS records for a new mail domain\", \"on-prem vs cloud email\", \"email compliance framework\", \"tenant migration planning\". Do NOT ...

Expert skill for Postfix MTA versions 3.9 and 3.10. Covers main.cf/master.cf configuration, TLS (STARTTLS, DANE, MTA-STS), SASL authentication, virtual domains, milter integration (OpenDKIM, OpenDMARC, Rspamd), postscreen, queue management, access controls, rate limiting, and Dovecot integration. WHEN: \"Postfix\", \"postfix\", \"main.cf\", \"master.cf\", \"postconf\", \"postqueue\", \"postsuper\", \"smtpd\", \"SMTP relay\", \"milter\", \"OpenDKIM\", \"OpenDMARC\", \"postscreen\", \"Dovecot\"...

Expert coverage of AWS SQS and SNS managed messaging services: standard and FIFO queues, visibility timeout, dead-letter queues, SNS fan-out, message filtering, Lambda integration, and operational management. Use for \"SQS\", \"SNS\", \"Amazon SQS\", \"Amazon SNS\", \"FIFO queue\", \"standard queue\", \"message group\", \"MessageGroupId\", \"MessageDeduplicationId\", \"visibility timeout\", \"dead letter queue SQS\", \"DLQ SQS\", \"redrive policy\", \"SNS topic\", \"SNS subscription\", \"SNS ...

Expert coverage of Azure Service Bus managed messaging service: queues, topics, subscriptions, sessions, dead-letter queues, duplicate detection, transactions, Premium tier, geo-disaster recovery, and SDK patterns. Use for \"Azure Service Bus\", \"Service Bus\", \"Service Bus queue\", \"Service Bus topic\", \"Service Bus subscription\", \"Service Bus session\", \"SessionId\", \"peek-lock\", \"PeekLock\", \"dead letter queue Service Bus\", \"DLQ Service Bus\", \"Service Bus Premium\", \"messag...

Expert coverage of Google Cloud Pub/Sub managed messaging service: topics, subscriptions (pull, push, BigQuery, Cloud Storage), ordering keys, exactly-once delivery, dead-letter topics, schemas, snapshots, seek, and monitoring. Use for \"GCP Pub/Sub\", \"Google Pub/Sub\", \"Cloud Pub/Sub\", \"Pub/Sub topic\", \"Pub/Sub subscription\", \"pull subscription\", \"push subscription\", \"BigQuery subscription\", \"Cloud Storage subscription\", \"ordering key\", \"exactly-once Pub/Sub\", \"dead lett...

Expert coverage of Apache Kafka as a messaging platform: broker architecture and operations, consumer-group mechanics, pub/sub and work-queue patterns, Share Groups, and Kafka-vs-traditional-broker trade-offs. Use for \"Kafka messaging\", \"Kafka pub/sub\", \"Kafka queue\", \"Kafka event-driven\", \"Kafka Share Groups\", \"Kafka vs RabbitMQ\", \"Kafka vs Pulsar\", \"Kafka vs NATS\", \"Kafka consumer group messaging\", \"consumer lag\", \"under-replicated partitions\", \"topic config\". Do NOT...

Expert coverage of NATS 2.x messaging system (2.10-2.12): Core NATS pub/sub, JetStream persistence, KV Store, Object Store, clustering, leaf nodes, super-clusters, and decentralized security. Use for \"NATS\", \"nats-server\", \"JetStream\", \"NATS stream\", \"NATS consumer\", \"subject\", \"queue group\", \"leaf node\", \"gateway\", \"super-cluster\", \"NATS KV\", \"Key-Value store NATS\", \"Object Store NATS\", \"nats CLI\", \"nsc\", \"NKey\", \"JWT auth NATS\", \"nats pub\", \"nats sub\", ...

Top-level entry point for all messaging, event streaming, and event-driven architecture technologies -- broker/platform selection, event-driven architecture design, delivery-guarantee and ordering trade-offs -- for cross-platform or strategic questions. Use for \"messaging\", \"message broker\", \"message queue\", \"pub/sub\", \"event streaming\", \"event-driven\", \"async messaging\", \"dead letter queue\", \"DLQ\", \"fan-out\", \"AMQP\", \"MQTT\", \"exactly-once\", \"at-least-once\", \"cons...

Expert coverage of Apache Pulsar 4.x distributed messaging and streaming platform: broker/BookKeeper architecture, multi-tenancy, subscription types, geo-replication, tiered storage, Pulsar Functions, Pulsar IO connectors, transactions, and topic compaction. Use for \"Pulsar\", \"Apache Pulsar\", \"BookKeeper\", \"bookie\", \"Pulsar broker\", \"Pulsar topic\", \"Pulsar namespace\", \"Pulsar tenant\", \"Pulsar subscription\", \"Exclusive subscription\", \"Shared subscription\", \"Key_Shared\",...

Expert coverage of RabbitMQ 4.x message broker across all supported versions (4.0-4.2): AMQP 0-9-1/1.0 protocols, exchange routing, quorum queues, streams, Khepri metadata store, clustering, and operational troubleshooting. Use for \"RabbitMQ\", \"AMQP\", \"exchange\", \"binding\", \"quorum queue\", \"classic queue\", \"RabbitMQ stream\", \"super stream\", \"dead letter exchange\", \"DLX\", \"publisher confirm\", \"consumer ack\", \"prefetch\", \"vhost\", \"Khepri\", \"rabbitmqctl\", \"rabbit...

Expert coverage of Redis Streams as a lightweight messaging primitive: XADD/XREADGROUP/XACK mechanics, consumer groups, pending-entry claiming, and when Redis Streams is (and isn't) a substitute for a dedicated broker. Use for \"Redis Streams messaging\", \"XADD\", \"XREADGROUP\", \"XACK\", \"Redis consumer group\", \"Redis pub/sub\", \"Redis Streams vs Kafka\", \"Redis Streams vs NATS\", \"Redis as message broker\". Do NOT use for Redis engine internals (data structures, persistence, cluster...

Expert agent for Datadog managed observability platform covering Agent deployment, integrations, DogStatsD custom metrics, APM distributed tracing, log management, monitors, SLOs, and cost optimization. Provides deep expertise with real pricing context, tagging strategy, and cardinality management. WHEN: \"Datadog\", \"datadog\", \"DogStatsD\", \"APM Datadog\", \"Datadog Agent\", \"Datadog monitor\", \"Datadog logs\", \"Datadog APM\", \"Datadog metrics\", \"Datadog SLO\", \"DD_API_KEY\", \"Da...

Expert agent for Dynatrace AI-powered observability platform covering OneAgent deployment, Davis AI causation engine, Smartscape topology, Grail data lakehouse, DQL query language, full-stack monitoring, Application Security, and cost optimization. Provides deep expertise with automatic instrumentation, problem detection, and host unit pricing. WHEN: \"Dynatrace\", \"dynatrace\", \"OneAgent\", \"Davis AI\", \"DQL\", \"Smartscape\", \"Grail\", \"Dynatrace Managed\", \"ActiveGate\", \"PurePath\...

Covers the Elastic Stack (ELK) 8.x/9.x for observability use cases: Elasticsearch cluster management, Elastic Agent/Fleet, Kibana, ingest pipelines, KQL/ES|QL, Index Lifecycle Management, APM agents, distributed tracing, log management, data streams, and diagnostics. Use for \"ELK\", \"Elastic Stack\", \"Elasticsearch observability\", \"Kibana\", \"Elastic Agent\", \"Fleet\", \"Filebeat\", \"Metricbeat\", \"Elastic APM\", \"KQL\", \"ES|QL\", \"ILM\", \"index lifecycle\", \"ingest pipeline\", ...

Covers Grafana 12.x for observability and metrics dashboards: dashboard design, panel types, variables, transformations, provisioning, Unified Alerting, Loki/LogQL, Tempo/TraceQL, data source configuration, RBAC, and performance optimization. Use for \"Grafana\", \"Grafana dashboard\", \"Grafana alerting\", \"Loki\", \"LogQL\", \"Tempo\", \"TraceQL\", \"Grafana panel\", \"Grafana variable\", \"Grafana provisioning\", \"Grafana Cloud\", \"dashboard JSON\", \"Grafana data source\", \"Grafana tr...

Expert agent for Nagios Core and Nagios XI covering check-based monitoring architecture, plugin system, NRPE, configuration patterns, alerting, and migration guidance to modern platforms (Zabbix, Prometheus). Legacy-focused agent providing operational expertise and clear migration paths. WHEN: \"Nagios\", \"nagios\", \"NRPE\", \"check_http\", \"check_disk\", \"check_load\", \"check_nrpe\", \"check_ping\", \"check_procs\", \"Nagios Core\", \"Nagios XI\", \"NSCA\", \"nagios.cfg\", \"Nagios plug...

Expert agent for New Relic One observability platform covering NRQL query language, APM agents, infrastructure monitoring, log management, alerting workflows, dashboards, and consumption-based cost optimization. Provides deep expertise with real pricing context and data ingest management. WHEN: \"New Relic\", \"new relic\", \"NRQL\", \"NerdGraph\", \"New Relic One\", \"New Relic APM\", \"New Relic Infrastructure\", \"New Relic Logs\", \"NRDB\", \"NrConsumption\", \"New Relic alerts\", \"New R...

Expert agent for OpenTelemetry covering Collector configuration (receivers, processors, exporters, connectors), auto-instrumentation and manual instrumentation across languages, OTLP protocol, context propagation, sampling strategies, semantic conventions, and backend integrations (Prometheus, Grafana, ELK, Datadog, New Relic, Dynatrace). WHEN: \"OpenTelemetry\", \"OTel\", \"OTLP\", \"OTel Collector\", \"opentelemetry-collector\", \"otelcol\", \"auto-instrumentation\", \"manual instrumentatio...

Vendor-neutral observability strategy guidance across metrics, logs, and traces: monitoring strategy, tool selection, SLI/SLO/SLA design, alerting philosophy, and the three pillars of observability. Use for \"monitoring\", \"observability\", \"metrics\", \"logs\", \"traces\", \"alerting\", \"which monitoring tool\", \"dashboard strategy\", \"SLO\", \"SLI\", \"error budget\", \"alert fatigue\", \"observability stack\", or comparisons like \"Prometheus vs Datadog\". Do NOT use for tool-specific...

Expert agent for PagerDuty incident management platform covering service design, on-call scheduling, escalation policies, Events API v2, incident lifecycle, alert grouping, and operational best practices. Provides deep expertise with integration patterns, noise reduction, and SLA management. WHEN: \"PagerDuty\", \"pagerduty\", \"on-call\", \"on call\", \"incident management\", \"escalation policy\", \"PagerDuty integration\", \"Events API\", \"dedup_key\", \"PagerDuty schedule\", \"MTTA\", \"...

Expert agent for Prometheus 3.x covering PromQL, scrape configuration, service discovery, recording rules, alerting rules, Alertmanager, TSDB management, native histograms, cardinality management, federation, remote write, and Thanos/Mimir integration. WHEN: \"Prometheus\", \"PromQL\", \"scrape config\", \"Alertmanager\", \"recording rule\", \"alerting rule\", \"TSDB\", \"remote write\", \"Thanos\", \"Mimir\", \"Pushgateway\", \"node_exporter\", \"histogram_quantile\", \"rate()\", \"relabel_c...

Covers Splunk Enterprise and Splunk Cloud as a log/metrics observability platform: SPL (Search Processing Language), distributed architecture, data ingestion, dashboards, alerting, ITSI, and license cost optimization. Use for \"Splunk\", \"splunk\", \"SPL\", \"Search Processing Language\", \"Splunk Enterprise\", \"Splunk Cloud\", \"Splunk indexer\", \"Splunk forwarder\", \"HEC\", \"HTTP Event Collector\", \"SmartStore\", \"Splunk ITSI\", \"sourcetype\", \"Splunk dashboard\", \"Splunk alert\",...