Scale Sentry for high-traffic applications handling millions of events per day. Use when optimizing SDK performance at high volume, implementing adaptive sampling, managing quotas and costs at scale, or deploying Sentry across multi-region infrastructure. Trigger with phrases like "sentry high traffic", "scale sentry", "sentry millions events", "sentry high volume", "sentry quota management", "sentry load test".

Enforce organizational governance and policy guardrails for Sentry usage. Use when standardizing Sentry configuration across services, enforcing PII scrubbing, building shared config packages, or auditing drift. Trigger with phrases like "sentry governance", "sentry policy", "sentry standards", "enforce sentry config", "sentry compliance".

Use when the user wants a one-screen view of current hyperflow project state — version, profile freshness, memory count, and live progress on every in-flight task. Read-only; never modifies state, never dispatches workers. Trigger with /hyperflow:status, "what is hyperflow doing", "show task progress", "where are we".

Implement custom role-based access control via JWT claims in Supabase: app_metadata.role, RLS policies with auth.jwt() role extraction, organization-scoped access, and API key scoping. Use when implementing role-based permissions, configuring organization-level access, building admin/member/viewer hierarchies, or scoping API keys per role. Trigger: "supabase RBAC", "supabase roles", "supabase permissions", "supabase JWT claims", "supabase organization access", "supabase custom roles", "supabase app_metadata".

Validate API schemas against OpenAPI, JSON Schema, and GraphQL specifications. Use when validating API schemas and contracts. Trigger with phrases like "validate API schema", "check OpenAPI spec", or "verify schema".

Aggregate and centralize performance metrics from applications, systems, databases, caches, and services. Use when consolidating monitoring data from multiple sources. Trigger with phrases like "aggregate metrics", "centralize monitoring", or "collect performance data".

Execute use when constructing GitOps workflows using ArgoCD or Flux. Trigger with phrases like "create GitOps workflow", "setup ArgoCD", "configure Flux", or "automate Kubernetes deployments". Generates production-ready configurations, implements best practices, and ensures security-first approach for continuous deployment.

Execute this skill allows AI assistant to construct and configure neural network architectures using the neural-network-builder plugin. it should be used when the user requests the creation of a new neural network, modification of an existing one, or assistance... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Collect comprehensive infrastructure performance metrics across compute, storage, network, containers, load balancers, and databases. Use when monitoring system performance or troubleshooting infrastructure issues. Trigger with phrases like "collect infrastructure metrics", "monitor server performance", or "track system resources".

Deploy this skill enables AI assistant to deploy machine learning models to production environments. it automates the deployment workflow, implements best practices for serving models, optimizes performance, and handles potential errors. use this skill when th... Use when deploying or managing infrastructure. Trigger with phrases like 'deploy', 'infrastructure', or 'CI/CD'.

Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like 'excel lbo', 'build lbo model', 'calculate pe returns'.

Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like 'excel variance', 'analyze budget variance', 'actual vs budget'.

Manage use when you need to work with backup and recovery. This skill provides backup automation and disaster recovery with comprehensive guidance and automation. Trigger with phrases like "create backups", "automate backups", or "implement disaster recovery".

Ship Gosu code and configuration changes through Guidewire Cloud Console deployment slots without breaking running policies — Gosu compile + GUnit + lint gates per PR, config-package promotion dev→UAT→prod, schema-change rollouts with rollback hazards documented, canary deploy for high-risk changes, and the rollback decision tree when a release affects already-bound policies. Use when designing the deploy pipeline for a new InsuranceSuite project, hardening an existing one, or recovering from a bad release. Trigger with "guidewire ci cd", "guidewire deploy", "guidewire promotion", "guidewire slots", "guidewire rollback".

Build a production-grade Guidewire Cloud API client that survives the request-side failures — 409 checksum conflicts on PATCH/PUT, 429 quota throttling, offsetToken pagination drift, retry-unsafe POSTs, and unstructured error responses. Use when designing an HTTP client wrapper around PolicyCenter, ClaimCenter, or BillingCenter REST endpoints. Trigger with "guidewire client", "guidewire sdk", "checksum 409", "guidewire pagination", "guidewire rate limit", "Retry-After".

Authenticate production HubSpot integrations and survive the auth-side failures — 30-min token expiry storms, 500K daily rate-limit burnout, scope drift, token leakage in commits, multi-portal credential routing, OAuth refresh-token decay. Use when hardening token caching, rotating private app credentials, building a multi-portal credential router, or recovering from 429/403 auth cascades. Trigger with "hubspot auth", "hubspot token cache", "hubspot rate limit", "hubspot scope drift", "hubspot multi-portal", "hubspot OAuth refresh".

Execute complete platform migrations to or from MaintainX. Use when migrating from legacy CMMS systems, performing major re-platforming, or transitioning to MaintainX from spreadsheets or other tools. Trigger with phrases like "migrate to maintainx", "maintainx migration", "cmms migration", "switch to maintainx", "maintainx data migration".

Create and validate component snapshots for UI regression testing. Use when performing specialized testing. Trigger with phrases like "update snapshots", "test UI snapshots", or "validate component snapshots".

Execute this skill enables AI assistant to manage and monitor ssl/tls certificates using the ssl-certificate-manager plugin. it is activated when the user requests actions related to ssl certificates, such as checking certificate expiry, renewing certificates, ... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Configure automatic model fallbacks for high availability on OpenRouter. Use when building resilient systems that need to survive provider outages. Triggers: 'openrouter fallback', 'model fallback', 'openrouter failover', 'openrouter backup model'.

Distribute OpenRouter requests across multiple keys and models for high throughput. Use when scaling beyond single-key rate limits or building high-availability systems. Triggers: 'openrouter load balance', 'openrouter scaling', 'distribute openrouter requests', 'multiple api keys'.

Configure OpenRouter for multi-user teams with per-user keys, budget controls, and usage attribution. Triggers: 'openrouter team', 'openrouter multi-user', 'openrouter organization', 'team api keys openrouter'.

Provide comprehensive prioritized performance optimization recommendations for frontend, backend, and infrastructure. Use when analyzing bottlenecks or seeking improvement strategies. Trigger with phrases like "optimize performance", "improve speed", or "performance recommendations".

Execute chaos engineering experiments to test system resilience. Use when performing specialized testing. Trigger with phrases like "run chaos tests", "test resilience", or "inject failures".

Execute end-to-end tests covering full user workflows across frontend and backend. Use when performing specialized testing. Trigger with phrases like "run end-to-end tests", "test user flows", or "execute E2E suite".

Execute integration tests validating component interactions and system integration. Use when performing specialized testing. Trigger with phrases like "run integration tests", "test integration", or "validate component interactions".

Create and execute load tests for performance validation using k6, JMeter, and Artillery. Use when validating application performance under load conditions or identifying bottlenecks. Trigger with phrases like "run load test", "create stress test", or "validate performance under load".

Execute this skill enables AI assistant to automatically scan for xss (cross-site scripting) vulnerabilities in code. it is triggered when the user requests to "scan for xss vulnerabilities", "check for xss", or uses the command "/xss". the skill identifies ref... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Execute use when you need to work with deployment and CI/CD. This skill provides deployment automation and pipeline orchestration with comprehensive guidance and automation. Trigger with phrases like "deploy application", "create pipeline", or "automate deployment".

Check HIPAA compliance for healthcare data security requirements. Use when auditing healthcare applications. Trigger with 'check HIPAA compliance', 'validate health data security', or 'audit PHI protection'.

Create advanced Excel pivot tables with calculated fields and slicers. Use when building data summaries or creating interactive dashboards. Trigger with phrases like 'excel pivot', 'create pivot table', 'data summary'.

Operate a Guidewire Cloud API integration in production — define SLIs/SLOs for token availability, bind success rate, FNOL p99 latency; route alerts so the on-call gets paged for real outages and never for transient noise; triage 401 spikes, 409 storms, 429 saturation, scope drift, and Gosu OOM cascades from signal to recovery in 15 minutes or less. Use when designing a dashboard for a new integration, writing the on-call runbook, or running a post-incident review. Trigger with "guidewire observability", "guidewire slo", "guidewire on-call", "guidewire 401 spike", "guidewire 409 storm", "guidewire incident".

Lock down a Guidewire Cloud API integration so it survives a SOC 2 audit, an NAIC Model Audit Rule review, and a real-world incident — least-privilege role design, encrypted committed secrets via SOPS+age, PII redaction in logs (SSN/DOB/claim narrative), audit-trail capture, cross-tenant isolation for multi-carrier integrations, and detect-and-rotate response to token leaks. Use when designing the security posture for a new integration, hardening an existing one before audit, or responding to a leaked credential. Trigger with "guidewire security", "guidewire rbac", "guidewire pii redaction", "guidewire audit trail", "guidewire secret leak".

Execute use when you need to work with backup and recovery. This skill provides backup automation and disaster recovery with comprehensive guidance and automation. Trigger with phrases like "create backups", "automate backups", or "implement disaster recovery".

Execute use when you need to work with containerization. This skill provides container management and orchestration with comprehensive guidance and automation. Trigger with phrases like "containerize app", "manage containers", or "orchestrate deployment".

Execute major Obsidian plugin rewrites and migration strategies. Use when migrating to or from Obsidian, performing major plugin rewrites, or re-platforming existing note systems to Obsidian. Trigger with phrases like "migrate to obsidian", "obsidian migration", "convert notes to obsidian", "obsidian replatform".

Production-ready Obsidian plugin patterns: typed settings with migration, safe vault operations, event auto-cleanup, workspace layout, metadata cache, and debounced file handlers. Use when hardening a plugin for release, refactoring for reliability, or learning idiomatic Obsidian TypeScript. Trigger with "obsidian patterns", "obsidian best practices", "obsidian production code", "idiomatic obsidian plugin".

Implement caching for OpenRouter API responses to reduce cost and latency. Use when optimizing repeat queries, building RAG systems, or reducing API spend. Triggers: 'openrouter cache', 'cache llm responses', 'openrouter caching', 'reduce openrouter cost'.

Review OpenRouter integration for regulatory compliance (SOC2, GDPR, HIPAA). Use when preparing for audits, evaluating data handling, or documenting compliance posture. Triggers: 'openrouter compliance', 'openrouter gdpr', 'openrouter soc2', 'openrouter data residency'.

Implement cost controls for OpenRouter API usage. Use when setting budgets, preventing overspend, or managing per-key limits. Triggers: 'openrouter budget', 'openrouter cost limit', 'openrouter spending', 'control openrouter cost'.

Implement data privacy controls for OpenRouter API usage. Use when handling PII, meeting GDPR/CCPA requirements, or protecting sensitive data in prompts. Triggers: 'openrouter privacy', 'openrouter pii', 'openrouter gdpr', 'openrouter data handling'.

Implement streaming responses with OpenRouter for real-time UIs. Use when building chat interfaces, reducing time-to-first-token, or processing long completions. Triggers: 'openrouter streaming', 'openrouter sse', 'stream response openrouter', 'real-time openrouter'.

Execute this skill enables AI assistant to analyze and improve application caching strategies. it optimizes cache hit rates, ttl configurations, cache key design, and invalidation strategies. use this skill when the user requests to "optimize cache performance"... Use when optimizing performance. Trigger with phrases like 'optimize', 'performance', or 'speed up'.

Execute use when you need to work with backup and recovery. This skill provides backup automation and disaster recovery with comprehensive guidance and automation. Trigger with phrases like "create backups", "automate backups", or "implement disaster recovery".

Execute fast smoke tests validating critical functionality after deployment. Use when performing specialized testing. Trigger with phrases like "run smoke tests", "quick validation", or "test critical paths".

Collect diagnostic information for Sentry troubleshooting and support tickets. Use when events are not appearing in Sentry, SDK initialization seems broken, DSN connectivity fails, source maps are not resolving, or preparing a support request. Trigger with "sentry debug info", "sentry diagnostics", "debug bundle", "sentry support ticket".

Identify and fix common Sentry SDK pitfalls that cause silent data loss, cost overruns, and missed alerts. Covers 10 anti-patterns with fix code. Use when auditing Sentry config, debugging missing events, or reviewing SDK setup. Trigger: "sentry pitfalls", "sentry anti-patterns", "sentry mistakes", "why are sentry events missing".

Implement machine learning experiment tracking using MLflow or Weights & Biases. Configures environment and provides code for logging parameters, metrics, and artifacts. Use when asked to "setup experiment tracking" or "initialize MLflow". Trigger with relevant phrases based on skill purpose.

Execute mobile app testing on iOS and Android devices/simulators. Use when performing specialized testing. Trigger with phrases like "test mobile app", "run iOS tests", or "validate Android functionality".

Detect exposed secrets, API keys, and credentials in code. Use when auditing for secret leaks. Trigger with 'scan for secrets', 'find exposed keys', or 'check credentials'.

Authenticate production Guidewire Cloud API integrations and survive the auth-side failures — token expiry storms, scope drift, private-CA PKIX errors, secret rotation. Use when hardening OAuth2 token caching, configuring JVM trust stores, or rotating client secrets without downtime. Trigger with "guidewire auth", "guidewire OAuth2", "guidewire token cache", "guidewire PKIX", "guidewire secret rotation".

Implement Lokalise reference architecture with best-practice project layout. Use when designing new Lokalise integrations, reviewing project structure, or establishing architecture standards for Lokalise applications. Trigger with phrases like "lokalise architecture", "lokalise best practices", "lokalise project structure", "how to organize lokalise", "lokalise layout".

Execute Notion API production deployment checklist and readiness verification. Use when deploying Notion integrations to production, preparing for launch, verifying go-live readiness, or auditing an existing Notion integration. Trigger: "notion production checklist", "deploy notion integration", "notion go-live", "notion launch readiness", "notion prod audit".

Design and implement a production-ready Notion integration architecture with proper layering, caching, error handling, and testing strategies. Use when designing new Notion integrations, reviewing existing project structure, establishing architecture standards for Notion applications, or migrating from ad-hoc API calls to a layered architecture. Trigger: "notion architecture", "notion project structure", "notion reference architecture", "notion integration design", "notion layered architecture", "notion service pattern".

Implement Obsidian reference architecture with best-practice project layout. Use when designing new plugins, reviewing project structure, or establishing architecture standards for Obsidian development. Trigger with phrases like "obsidian architecture", "obsidian project structure", "obsidian best practices", "organize obsidian plugin".

Validate production readiness of your OpenRouter integration. Use before launching to production or during operational reviews. Triggers: 'openrouter production', 'openrouter launch', 'production checklist openrouter', 'openrouter deploy'.

Track and analyze OpenRouter API usage patterns, costs, and performance. Use when building dashboards, optimizing spend, or reporting on AI usage. Triggers: 'openrouter analytics', 'openrouter usage', 'openrouter metrics', 'track openrouter spend'.

Optimize Sentry costs, reduce event volume, and manage quota spend. Use when analyzing Sentry billing, reducing error/transaction volume, configuring sampling rates, or preventing overage charges. Trigger: "reduce sentry costs", "sentry billing optimization", "sentry quota management", "optimize sentry spend", "sentry sampling".

Implement Juicebox reference architecture. Trigger: "juicebox architecture", "recruiting platform design".

Implement enterprise role-based access control with Linear. Use when setting up team permissions, OAuth scopes, SAML SSO, SCIM provisioning, or audit logging. Trigger: "linear RBAC", "linear permissions", "linear SSO", "linear enterprise access", "linear role management", "linear SCIM".

Production-grade architecture patterns for MaintainX integrations. Use when designing system architecture, planning integrations, or building enterprise-scale MaintainX solutions. Trigger with phrases like "maintainx architecture", "maintainx design", "maintainx system design", "maintainx enterprise", "maintainx patterns".

Implement vault data backup, sync, and recovery strategies. Use when building backup features, implementing data export, or handling vault synchronization in your plugin. Trigger with phrases like "obsidian backup", "obsidian sync", "obsidian data export", "vault backup strategy".

Create debug bundles for troubleshooting OpenRouter API issues. Use when diagnosing failures, unexpected responses, or latency problems. Triggers: 'openrouter debug', 'openrouter troubleshoot', 'debug openrouter request', 'openrouter issue'.

Avoid common OpenRouter integration mistakes and gotchas. Use proactively when starting a new integration or reviewing existing code. Triggers: 'openrouter pitfalls', 'openrouter gotchas', 'openrouter mistakes', 'openrouter best practices'.

Integrate Sentry into CI/CD pipelines for automated release creation, source map uploads, and deploy notifications. Use when setting up GitHub Actions, GitLab CI, or CircleCI to automate Sentry releases, upload source maps, or associate commits with deploys. Trigger with phrases like "sentry github actions", "sentry CI pipeline", "automate sentry releases", "sentry source map upload CI", "sentry gitlab ci", "sentry circleci".

Configure GDPR-compliant data handling, PII scrubbing, and data retention policies in Sentry. Use when implementing beforeSend filters, server-side data scrubbing rules, IP anonymization, data subject deletion requests, or SOC 2 audit controls. Trigger with phrases like "sentry pii scrubbing", "sentry gdpr", "sentry data privacy", "scrub sensitive data sentry", "sentry data retention", "sentry compliance".

Manage Sentry releases with versioning, commit association, and source map uploads. Use when creating releases, linking commits to errors, uploading release artifacts, monitoring release health, or cleaning up old releases. Trigger with phrases like "sentry release", "create sentry version", "sentry source maps", "sentry suspect commits", "release health".

Avoid common Cursor IDE pitfalls: AI feature mistakes, security gotchas, configuration errors, and team workflow issues. Triggers on "cursor pitfalls", "cursor mistakes", "cursor gotchas", "cursor issues", "cursor problems", "cursor tips".

Optimize Cursor IDE performance: reduce memory usage, speed up indexing, tune AI features, and manage extensions for large codebases. Triggers on "cursor performance", "cursor slow", "cursor optimization", "cursor memory", "speed up cursor", "cursor lag".

Apply Customer.io advanced debugging and incident response. Use when diagnosing complex delivery issues, investigating campaign failures, or running incident playbooks. Trigger: "debug customer.io", "customer.io investigation", "customer.io troubleshoot", "customer.io incident", "customer.io not delivering".

Execute comprehensive Documenso migration strategies for platform switches. Use when migrating from other signing platforms, re-platforming to Documenso, or performing major infrastructure changes. Trigger with phrases like "migrate to documenso", "documenso migration", "switch to documenso", "documenso replatform", "replace docusign".

Apply production-ready Documenso SDK patterns for TypeScript and Python. Use when implementing Documenso integrations, refactoring SDK usage, or establishing team coding standards for Documenso. Trigger with phrases like "documenso SDK patterns", "documenso best practices", "documenso code patterns", "idiomatic documenso".

Configure Lokalise CI/CD integration with GitHub Actions and automated sync. Use when setting up automated translation sync, configuring CI pipelines, or integrating Lokalise into your build process. Trigger with phrases like "lokalise CI", "lokalise GitHub Actions", "lokalise automated sync", "CI lokalise", "lokalise pipeline".

Configure enterprise role-based access control, SSO/SAML2, and SCIM provisioning in Sentry. Use when setting up organization hierarchy, team permissions, identity provider integration, API token governance, or audit logging for compliance. Trigger: "sentry rbac", "sentry permissions", "sentry team access", "sentry sso setup", "sentry scim", "sentry audit log".

Migrate to Sentry from other error tracking tools like Rollbar, Bugsnag, or New Relic. Use when replacing an existing error tracker with Sentry, running tools in parallel during a transition, or mapping API calls between providers. Trigger with phrases like "migrate to sentry", "switch from rollbar to sentry", "replace bugsnag with sentry", "sentry migration plan".

Optimize Sentry performance monitoring for lower overhead and higher signal. Use when tuning tracesSampleRate vs tracesSampler, configuring continuous profiling, fixing high-cardinality transaction names, adding custom span measurements, reducing SDK overhead, or setting Web Vitals thresholds. Trigger: "sentry performance optimize", "tune sentry sampling", "reduce sentry overhead", "sentry web vitals", "sentry profiling setup".

Production deployment checklist for Sentry integration. Use when preparing a production deployment, auditing an existing Sentry setup, or running a go-live readiness review. Trigger: "sentry production checklist", "deploy sentry", "sentry go-live", "audit sentry config", "production readiness sentry".

Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules, or setting up distributed tracing. Trigger: "sentry architecture", "sentry project structure", "sentry reference design", "sentry distributed tracing".

Track and analyze Cursor usage metrics via admin dashboard: requests, model usage, team productivity, and cost optimization. Triggers on "cursor analytics", "cursor usage", "cursor metrics", "cursor reporting", "cursor dashboard", "cursor ROI".

Production reference architecture for Kling AI video generation platforms. Use when designing scalable systems. Trigger with phrases like 'klingai architecture', 'kling ai system design', 'video platform architecture', 'klingai production setup'.

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 Linear. Trigger: "linear webhooks", "linear events", "linear real-time", "handle linear webhook", "linear webhook setup", "linear webhook payload".

Configure Lokalise across development, staging, and production environments. Use when setting up multi-environment deployments, configuring per-environment secrets, or implementing environment-specific Lokalise configurations. Trigger with phrases like "lokalise environments", "lokalise staging", "lokalise dev prod", "lokalise environment setup", "lokalise config by env".

Configure auto-configure Ollama when user needs local LLM deployment, free AI alternatives, or wants to eliminate hosted API costs. Trigger phrases: "install ollama", "local AI", "free LLM", "self-hosted AI", "replace OpenAI", "no API costs". Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Monitor OpenRouter model availability and implement health checks. Use when building systems that depend on specific models being online. Triggers: 'openrouter model status', 'is model available', 'openrouter health check', 'model availability'.

Run local Appium test scripts against Kobiton devices. Guides you through app upload, device selection, script capability parsing, and local execution.

Troubleshoot common Sentry integration issues and fixes. Use when encountering Sentry errors, missing events, source map failures, rate limits, or configuration problems. Trigger: "sentry not working", "sentry errors missing", "fix sentry", "sentry troubleshoot", "sentry 429", "source maps not resolving", "sentry events not showing", "sentry flush", "sentry CORS".

Configure Sentry across development, staging, and production environments with separate DSNs, environment-specific sample rates, per-environment alert rules, and dashboard filtering. Use when setting up Sentry for dev/staging/production, managing environment-specific configurations, isolating data between environments, or configuring .env files for per-environment DSNs. Trigger: "sentry environments", "sentry staging setup", "multi-environment sentry", "sentry dev vs prod", "sentry DSN per env".

Best practices for using Sentry SDK in TypeScript and Python. Use when implementing structured error context with scopes, breadcrumb strategies, beforeSend/beforeBreadcrumb filtering, custom fingerprinting, user context, or performance span creation. Trigger: "sentry best practices", "sentry patterns", "sentry sdk usage", "sentry scope", "sentry breadcrumbs", "sentry beforeSend", "sentry fingerprint".

Build Shopify Plus B2B features with companies, catalogs, and wholesale pricing. Use when setting up wholesale accounts, creating price lists, or configuring B2B checkout with purchase orders. Trigger with phrases like "shopify b2b", "shopify wholesale", "shopify company api", "shopify price lists", "shopify catalog api".

Avoid and fix the most common Supabase mistakes: exposing service_role key in client bundles, forgetting to enable RLS, not using connection pooling in serverless, .single() throwing on empty results, missing .select() after insert/update, not destructuring { data, error }, creating multiple client instances, and not using generated types. Use when reviewing Supabase code, onboarding developers, auditing an existing project, or debugging unexpected behavior. Trigger with phrases like "supabase mistakes", "supabase anti-patterns", "supabase pitfalls", "supabase code review", "supabase gotchas", "supabase debugging", "what not to do supabase", "supabase common errors".

Comprehensive Apollo.io migration strategies. Use when migrating from other CRMs to Apollo, consolidating data sources, or executing large-scale data migrations. Trigger with phrases like "apollo migration", "migrate to apollo", "apollo data import", "crm to apollo", "apollo migration strategy".

Reference architecture for Cursor IDE projects: directory structure, rules organization, indexing strategy, and team configuration patterns. Triggers on "cursor architecture", "cursor project structure", "cursor best practices", "cursor file structure".

Set up Customer.io monitoring and observability. Use when implementing metrics, structured logging, alerting, or Grafana dashboards for Customer.io integrations. Trigger: "customer.io monitoring", "customer.io metrics", "customer.io dashboard", "customer.io alerts", "customer.io observability".

Iterate on Gosu rules and configuration without paying the full 5–15 minute runServer rebuild every time. Use when standing up Guidewire Studio against a local InsuranceSuite instance, attaching an IntelliJ remote debugger to runServer, distinguishing changes that hot-reload from changes that force restart, or building a GUnit-driven TDD cycle for rule logic. Trigger with "guidewire studio", "gosu hot reload", "gosu debugger", "gunit", "guidewire runServer".

Production SDK patterns for Kling AI: client wrapper, retry logic, async polling, and error handling. Use when building robust integrations. Trigger with phrases like 'klingai sdk', 'kling ai client', 'klingai patterns', 'kling ai wrapper'.

Optimize Linear API queries, caching, and batching for performance. Use when improving response times, reducing API calls, or implementing caching strategies for Linear data. Trigger: "linear performance", "optimize linear", "linear caching", "linear slow queries", "speed up linear", "linear N+1".