Use when defining, reviewing, or hardening the routing topology and client rendering strategy of a standalone React SPA after the app scaffold exists and frontend architecture has…
Use when creating, restructuring, or reviewing the Terraform repository and module layout after infrastructure-platform has decided the environment ladder, module boundaries, and…
Use when wiring the navigation graph, deep links, back-stack behavior, auth-gate routing, or OS-interruption state restoration into a Flutter application after the app scaffold…
Use when designing, reviewing, or hardening PostgreSQL backup, point-in-time recovery, and day-2 operational readiness against stated RPO/RTO targets.
Use when tuning or hardening a Spring Boot service for latency, throughput, and resilience after backend architecture has defined per-path SLOs, dependency criticality, and…
Use when designing, reviewing, or hardening Terraform module reuse and dependency supply chain after the repo scaffold exists and security and operations have decided versioning…
Use when selecting the AWS compute primitive for a workload and designing its load balancing, autoscaling, and deployment mechanics after the network/identity foundation exists…
Use when implementing retrieval-augmented generation with OpenAI from an approved ai-architecture.md and retrieval design.
Use when creating, modernizing, or production-hardening a Spring Boot service after backend architecture is approved or intentionally deferred.
Use when designing, reviewing, or hardening Terraform remote state and secret handling after the repo/module scaffold exists and security and infrastructure-platform have decided…
Use when designing, reviewing, or evolving a MongoDB data model for a production system. Produces collection and document modeling decisions (embed vs reference), `$jsonSchema`…
Use when designing, reviewing, or evolving a PostgreSQL schema for a production system. Produces normalized schema design, integrity constraints, indexing strategy, Flyway or…
Use when making a scaffolded FastAPI service production-observable after reliability SLO targets are approved or deferred.
Use when creating, modernizing, or production-hardening a Node.js backend service after backend architecture is approved or intentionally deferred.
Use when a user needs to develop an idea through discovery, refinement, validation, specification, and execution readiness for a product, feature, workflow, SaaS, AI tool,…
Use when creating, modernizing, or production-hardening a standalone React SPA after frontend architecture is approved or intentionally deferred.
Use when hardening a scaffolded FastAPI service for load and failure after performance budgets and SLO targets are approved or deferred.
Use when authoring or hardening the Kubernetes network and workload-identity policy for a service after security and infrastructure-platform have decided the trust zones, identity…
Use when adding, reviewing, or hardening Kafka producers, consumers, or event-driven flows in a Spring Boot service after backend architecture has defined the event contracts.
Use when an Anthropic Claude capability from an approved ai-architecture.md must make cache_control, cache TTL, extended-thinking budget, or long-context packing deliberate…
Use when defining, reviewing, or hardening the performance and delivery posture of a React app against Web Vitals budgets after the other react archetypes exist and performance…
Use when designing, reviewing, or hardening Terraform apply orchestration and environment promotion after the gate exists and infrastructure-platform and reliability have decided…
Use when designing, reviewing, or hardening the pre-merge Terraform gate and policy-as-code after the repo scaffold and state backend exist and operations and security have…
Use when wiring state management, the network layer, caching, offline behavior, auth-token plumbing, push-notification delivery, or background sync into a Flutter application…
Review or assess a data architecture, data model, or data platform design. Evaluates six data-specific quality attributes (DAMA-DMBOK aligned), topology choice, data contracts,…
Use when designing or hardening MongoDB backup, point-in-time recovery, and operational readiness after the replica topology exists and reliability and operations have set RPO/RTO…
Use when designing, reviewing, or hardening the AWS Organizations and account topology for a system after infrastructure-platform and security have decided the org structure and…
Use when integrating, reviewing, or hardening the design system and accessibility posture of a React app after the app scaffold exists and frontend architecture has defined the…
Use when an approved ai-architecture.md defines an Anthropic Claude retrieval-augmented capability. Produces a retrieval adapter, context packing, grounding prompt, Citations-API…
Use when wiring AWS observability and cost readiness for a workload or account after the runtime exists and operations and performance have decided the observability substrate and…
Use when authoring or hardening the Kubernetes workload manifest set for a service after infrastructure-platform and backend-architecture have decided the runtime substrate,…
Use when hardening the container image and enforcing supply-chain integrity for a Kubernetes workload after security and operations have decided the image-trust, scanning, and…
Use when an approved system design exists and a system or service needs a production-grade testing strategy before merge approval, release, or production promotion.
Use when designing, reviewing, or hardening the in-account AWS network and identity foundation after account topology exists and security and infrastructure-platform have decided…
Use when making a scaffolded Node.js service production-observable — replacing the no-op telemetry seam with OpenTelemetry tracing, prom-client RED metrics, and trace-correlated…
Use when creating, modernizing, or production-hardening a Flutter mobile application after mobile architecture is approved or intentionally deferred.
Use when auditing or optimizing MongoDB query and aggregation performance for an existing data model after data-architecture and the data model exist and performance has set the…
Use when an approved ai-architecture.md needs eval or observability coverage for an Anthropic Claude capability.
Use when sizing and hardening the scaling and resilience posture of a Kubernetes workload after reliability and performance have decided SLOs, replica floors, and disruption…
Use when an approved ai-architecture.md defines a multi-agent workflow and CrewAI is the chosen framework.
Use when hardening MongoDB authentication, authorization, encryption, and audit after the data model and PII classification exist and security and data-architecture have set the…
Use when an approved system design exists and the team needs production-grade platform and infrastructure architecture before IaC implementation.
Use when scaffolding or production-hardening a FastAPI service shell after backend architecture is approved or deferred.
Use when an approved system design exists and the product includes LLM, agent, retrieval, classifier, extractor, or model-driven automation components that need architectural…
Use when designing or hardening MongoDB replica-set topology and high-availability posture after the data model exists and reliability and data-architecture have set the…
Use when a product requires native or cross-platform-native mobile application architecture after an approved system design and before mobile implementation begins.
Use when enforcing startup, frame, memory, and battery budgets, instrumenting performance and reliability telemetry, or adding performance-regression and crash-free/ANR CI gates…
Electron Main Process backend geliştirme rehberi. Repository-Service-IPC katmanlı mimari, modül oluşturma, veritabanı işlemleri, hata yönetimi ve güvenlik kalıpları.
Use when implementing OpenAI tool or function calling from an approved ai-architecture.md tool surface.
Use when defining, reviewing, or hardening client state and data fetching for a standalone React SPA after the app scaffold and routing exist and frontend architecture has decided…
Use when reviewing or hardening authentication and authorization in a Spring Boot service that uses Spring Security, JWT, OAuth2, sessions, refresh tokens, or service-to-service…
Use when designing, reviewing, or hardening PostgreSQL access control and data protection against the security architecture and data classification.
Use when an approved ai-architecture.md defines an Anthropic Claude capability whose model calls tools or takes side-effecting actions.
Use when hardening a scaffolded Node.js service for load and failure — enforcing event-loop discipline, clustering or worker threads for CPU work, backpressure and bounded…
Use when adding auth/authz, HTTP-surface hardening, or an OWASP review to a scaffolded FastAPI service after the auth provider decision is approved or deferred.
Use when reviewing or remediating PostgreSQL query and index performance against a stated performance budget.
Use when adding authentication and authorization to a Node.js service, hardening its HTTP surface, or running an OWASP-style security review after the service scaffold exists and…
Use when an approved ai-architecture.md defines CrewAI tasks or callable tools. Produces task decomposition, tool schemas, an auth-enforcing execution adapter, idempotency, audit…
Use when designing, reviewing, or hardening PostgreSQL replication and high-availability posture against stated reliability targets.
Use when an approved ai-architecture.md defines a tool surface and AutoGen is the chosen framework. Produces tool schemas, an authorization-enforcing execution adapter,…