AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale. Use when working with any AgentCore service including Gateway, Runtime, Memory, Identity,…
AWS serverless and event-driven architecture expert based on Well-Architected Framework. Use when building serverless APIs, Lambda functions, REST APIs, microservices, or async…
Identifies dependencies at heightened risk of exploitation or takeover. Use when assessing supply chain attack surface, evaluating dependency health, or scoping security…
Use when planning git branching strategies or managing branches for development. Helps create clear development narratives through effective branch organization and workflow…
AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, querying logs, auditing…
Orchestrates multi-agent task execution using a Royal Navy squadron metaphor — from mission planning through parallel work coordination to stand-down.
Objectives and Key Results planning, tracking, and alignment capabilities
Master Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices.
Production-ready patterns for dbt (data build tool) including model organization, testing strategies, documentation, and incremental processing.
Master microservices architecture patterns including service boundaries, inter-service communication, data management, and resilience patterns for building distributed systems.
Kubernetes deployment workflow for container orchestration, Helm charts, service mesh, and production-ready K8s configurations.
Bash scripting workflow for creating production-ready shell scripts with defensive patterns, error handling, and testing.
Comprehensive guide to optimizing database queries, understanding EXPLAIN plans, indexing strategies, and eliminating N+1 queries
Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering.
Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing.
Create effective data visualizations with Python (matplotlib, seaborn, plotly). Use when building charts, choosing the right chart type for a dataset, creating publication-quality…
React and Next.js 14+ application development with App Router, Server Components, TypeScript, Tailwind CSS, and modern frontend patterns.
Generate comprehensive, maintainable unit tests across languages with strong coverage and edge case focus.
Master modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and design real-time systems.
When the user wants to audit or optimize an App Store or Google Play listing. Also use when the user mentions 'ASO audit,' 'app store optimization,' 'optimize my app listing,'…
Modélisation des menaces pour applications et systèmes — identification des surfaces d'attaque, classification STRIDE, arbres d'attaque et stratégies de mitigation.
PostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management.
Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization.
Write idiomatic Elixir code with OTP patterns, supervision trees, and Phoenix LiveView. Masters concurrency, fault tolerance, and distributed systems.
Design and implement microinteractions, motion design, transitions, and user feedback patterns. Use when adding polish to UI interactions, implementing loading states, or creating…
Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled templates and run the helper…
Expert patterns for Kotlin Coroutines and Flow, covering structured concurrency, error handling, and testing.
You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for batch and streaming data processing.
Next.js App Router principles. Server Components, data fetching, routing patterns.
Comprehensive Snowflake development assistant covering SQL best practices, data pipeline design (Dynamic Tables, Streams, Tasks, Snowpipe), Cortex AI functions, Cortex Agents,…
Expert in threat modeling methodologies, security architecture review, and risk assessment. Masters STRIDE, PASTA, attack trees, and security requirement extraction.
Use when debugging regressions or identifying which commit introduced a bug - provides systematic workflow for git bisect with automated test scripts, manual verification, or…
Marketplace product management — liquidity, supply/demand balance, take rate, and network effects; use when building two-sided or multi-sided platforms.
When the user wants to create, generate, edit, or optimize images for marketing — blog heroes, social graphics, product mockups, profile banners, listing visuals, or brand assets.
Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization for LLM applications.
Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event-sourced…
Expert database administrator specializing in modern cloud databases, automation, and reliability engineering.
Automate Figma tasks via Rube MCP (Composio): files, components, design tokens, comments, exports. Always search tools first for current schemas.
Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management.
Generate Terraform HCL code following HashiCorp's official style conventions and best practices. Use when writing, reviewing, or generating Terraform configurations.
Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks.
Use when building apps that collect user data. Ensures privacy protections are built in from the start—data minimization, consent, encryption.
Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization.
Cross-language patterns for memory-safe programming including RAII, ownership, smart pointers, and resource management.
Patterns for managing distributed transactions and long-running business processes.
Master Flutter development with Dart 3, advanced widgets, and multi-platform deployment.
Apply Clean Architecture + DDD + Hexagonal patterns to backend services. Use when designing APIs, microservices, domain models, aggregates, repositories, bounded contexts, or…
Android development guidelines for Kotlin with clean architecture, MVI pattern, Material Design, and best practices for building robust mobile applications
Linux system troubleshooting workflow for diagnosing and resolving system issues, performance problems, and service failures.
Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation…
Terraform infrastructure as code workflow for provisioning cloud resources, creating reusable modules, and managing infrastructure at scale.
Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural…
Python data structure conventions for this codebase. Apply when choosing between Pydantic models, dataclasses, and other data containers.
Plan and route Domain-Driven Design work from strategic modeling to tactical implementation and evented architecture patterns.
Effective patterns for on-call shift transitions, ensuring continuity, context transfer, and reliable incident response across shifts.
Review Go code for adherence to Go Style Guide. Use when the user requests a code review of completed work, pull requests, or feature branches in Go projects.
Google Cloud Platform (GCP) development best practices for Cloud Functions, Cloud Run, Firestore, BigQuery, and Infrastructure as Code.
Expert service mesh architect specializing in Istio, Linkerd, and cloud-native networking patterns. Masters traffic management, security policies, observability integration, and…
Expert in Cloudflare Workers and the Edge Computing ecosystem. Covers Wrangler, KV, D1, Durable Objects, and R2 storage.
Provides platform engineering best practices for Internal Developer Platforms (IDPs), golden paths, service catalogs, and developer experience.