Use when when deploying a new Python package in a reproducible analysis environment or continuous integration pipeline, and you need to confirm that all required core modules…
Managing instance actor orchestrations for PostgreSQL health monitoring. Use when debugging stale actors, restarting actors, or troubleshooting health check issues.
Configure CI/CD pipelines for Instantly.ai integrations with GitHub Actions. Use when setting up automated testing, deployment pipelines, or continuous validation of Instantly API…
Diagnose and fix Instantly.ai API v2 common errors and exceptions. Use when encountering Instantly errors, debugging failed requests, or troubleshooting campaign/account/lead…
Collect Instantly.ai debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or auditing campaign/account…
Deploy Instantly.ai webhook receivers and API integrations to cloud platforms. Use when deploying to Vercel, Cloud Run, or Fly.io, or setting up production webhook endpoints.
Create a minimal working Instantly.ai example with real API calls. Use when starting a new Instantly integration, testing your setup, or learning basic Instantly API v2 patterns.
Configure Instantly.ai local development with mock server and test workflows. Use when setting up a dev environment, testing API calls without sending emails, or building…
Configure Instantly.ai across development, staging, and production environments. Use when setting up multi-workspace deployments, isolating test from production, or managing…
Optimize Instantly.ai API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing…
Implement Instantly.ai rate limiting, backoff, and request throttling patterns. Use when handling 429 errors, implementing retry logic, or building high-throughput Instantly…
Implement Instantly.ai reference architecture with best-practice project layout. Use when designing new Instantly integrations, planning multi-campaign systems, or building an…
Use when crafting, improving, or reviewing prompts, system prompts, skill instructions, or any text that instructs an LLM.
Evolution of Skills, runtime constitutions, required profiles, and architecture generations with one writable owner, migration, reconciliation, and retirement.
Onboard an AI agent to an unknown codebase by generating a comprehensive instructions file. Use when asked to analyze a codebase, generate copilot instructions, create an…
Instructor is a multi-language library for extracting structured, validated data from LLM outputs. It patches LLM client libraries to return Pydantic models (Python) or Zod…
Anwendungen mit OpenTelemetry fuer verteiltes Tracing instrumentieren, einschliesslich automatischer und manueller Instrumentierung, Kontextpropagierung, Sampling-Strategien und…
Use when when adopting a mass spectrometry data processing tool (e.g., LipidMatch) and needing to verify whether your specific instrument platform (vendor + model) and acquisition…
Provisions workspace-based Azure Application Insights with a dailyQuotaGb cost cap and optional metric alerts (5xx spikes, server exceptions) on an Action Group.
Architecture guidance for Salesforce Insurance Cloud on FSC: module licensing strategy, policy administration object model, claims processing workflow design, underwriting rule…
Use when working in Go and you need DataList/DataTable-style data wrangling, quick previews, parallel transforms, file I/O (CSV/Excel/Parquet), Excel-like column formulas (CCL),…
Add Transloadit Smart CDN URL signing to a Next.js App Router project (server-side signing route + optional client demo page).
Integrate FastAPI and FastMCP applications in existing or evolving uv-managed Python projects. Use when adding a FastMCP server to an existing FastAPI app, folding an existing…
Form a coherent gestalt — the whole that is more than the sum of its parts — from the panoramic perception produced by expand-awareness.
Integrate any project with the shared GoTrue auth instance with per-project roles. Backend JWT middleware, frontend login/auth context, Docker config, and VPS deployment.
Add Uppy Dashboard + Transloadit uploads to a Next.js (App Router) app, with server-side signature generation and optional /s3/store export.
Integrates Power Pages Web API into a site's frontend code with proper permissions and deployment. Orchestrates the full integration lifecycle: code integration, table permissions…
Design, generate, and fully deploy a stylish, production-ready Retrieval-Augmented Generation (RAG) chatbot embedded directly into any website/project.
Complete workflow for integrating Stripe payments (subscriptions or one-time) with Convex + Next.js. Includes hosted checkout, webhooks, UI components, and testing.
Configuring JavaScript frontend frameworks for Tauri v2 desktop apps (Next.js, Nuxt, Qwik, SvelteKit, Vite) with SSG setup and tauri.conf.json settings.
Integrating Rust/WASM frontend frameworks (Leptos, Yew, Dioxus, Sycamore) with Tauri v2 via Trunk, covering WASM compilation, Cargo.toml and Trunk.toml config, and withGlobalTauri…
Use to ensure alignment between Backend and Frontend, guarding the Modular Monolith and API contracts.
Review or design an integration architecture. Covers EIP pattern anti-pattern audit, API maturity (Richardson 0–3), contract governance, consumer-driven contract testing,…
Criar, revisar e manter a documentação de consumo das integrações REST e MCP do HomePit. Use quando alterar o OpenAPI externo, tools MCP, OAuth, bridge stdio, exemplos de…
Integration and E2E test design principles, ROI calculation, test skeleton specification, and review criteria.
Designs integration and E2E tests with mock boundaries and behavior verification rules. Use when writing E2E or integration tests.
Integration templates for FastAPI endpoints, Next.js UI components, and Supabase schemas for ML model deployment.
Expertise in API design, database integration, and service connectivity. Activates when working with "API", "database", "webhook", "service", "integrate", "connect", or system…
Use when building, reviewing, or debugging OmniStudio Integration Procedures. Triggers: 'integration procedure', 'IP', 'HTTP action', 'DataRaptor', 'rollbackOnError',…
Amplitude integration for React applications using TanStack Router with code-based routing
RAN system integration with microservices architecture, cognitive consciousness, and intelligent orchestration for seamless network integration.
Generate integration tests for APIs, databases, and external services. Auto-detects backend stack (Express, Fastify, NestJS, Django, FastAPI, Rails, Go), ORM (Prisma, TypeORM,…
Crée des tests d'intégration pour vérifier l'interaction entre composants. Se déclenche avec "test d'intégration", "integration test", "tester l'API", "tester la DB", "te — from…
Use when designing tests that verify the interaction between two or more units of a system — modules, services, layers, processes: the scope-and-boundary primitives that…
Design integration tests that exercise components against REAL collaborators — actual database, queue, HTTP boundary — at a deliberately chosen seam, instead of a unit suite that…
Use when when you have implemented or modified a data ingestion module (e.g., mzML parser) and need to verify that file deserialization produces correct internal representations.
Writes end-to-end and integration tests for the ATS Platform that exercise real wiring across layers and services.
E2E 테스트, Flyway vs @Sql 분리, TestRestTemplate 필수. MockMvc 금지. /kb-integration 명령 시 자동 활성화.
Ensure MCP-server / API changes in the touchdesigner-mcp repo ship with integration-test coverage. Use when you modify the MCP server, tool definitions/handlers, the OpenAPI…
Plan integration tests across modules or services. Use when a mid-level developer needs to verify system interactions.
Generate cross-module test harness with mock servers, in-memory stores, and test configuration. Use when testing networking + persistence + business logic together.
Integration Test Setup - Auto-activating skill for Test Automation. Triggers on: integration test setup, integration test setup Part of the Test Automation skill category.
Tester l'intégration entre services. Utiliser quand on vérifie l'interaction contrôleur/service avec Supertest + Vitest.
Designs comprehensive integration testing strategies including API testing, database testing, microservices testing, end-to-end testing, and test automation frameworks.
Run and extend the end-to-end HTTP integration tests (SQLite in-memory) for mjr.wtf, covering auth, create/list/delete, redirects, and analytics.
Use when running integration tests in the VS Code repo. Covers scripts/test-integration.sh (macOS/Linux) and scripts/test-integration.bat (Windows), their supported arguments for…
Validates integration points and ensures components work together correctly. Activates via codeword [ACTIVATE:INTEGRATION_VALIDATOR_V1] injected by hooks when entering Phase 9…
Cross-platform pattern for handling messaging integration webhooks (Slack, Telegram, WhatsApp, email, etc.) on serverless hosts.
Intel VTune and AMD uProf profiling skill for microarchitecture analysis. Use when analyzing hotspots, microarchitecture bottlenecks, memory access patterns, pipeline stalls, or…
Multi-layer caching with type-specific TTLs, get-or-generate pattern, memory and database layers, and graceful invalidation without cache stampede.