@jeffallan

laravel-specialist covers modern laravel 10+ development with emphasis on eloquent models, api resources, queued jobs, and comprehensive testing. provides concrete templates and validation checkpoints but lacks specific trigger phrases for discrete tasks.

postgres-pro guides query optimization via explain analysis, index design across b-tree/gin/gist/brin types, replication setup, and maintenance routines. covers jsonb operations, vacuum tuning, and monitoring via pg_stat views.

microservices-architect guides decomposition of monoliths into independently deployable services using domain-driven design, with explicit validation checkpoints for data ownership, communication patterns, resilience, observability, and deployment strategies.

fullstack-guardian enforces security-first development across frontend, backend, and infrastructure by requiring design review against a layered security checklist before implementation and explicit three-perspective validation on all features.

cpp-pro covers modern c++20/23 development with emphasis on zero-overhead abstractions, memory safety via raii and smart pointers, and performance verification through sanitizers and profiling. targets senior systems work.

code-documenter covers inline docs, api specs, and developer guides across python, typescript, and node frameworks. validates examples before output and generates coverage reports.

react-expert provides structured guidance for building modern react applications with typescript, server components, and react 19 patterns. covers state management, performance optimization, and testing workflows with concrete examples and reference materials.

flutter-expert covers cross-platform app development with flutter 3 and dart, spanning widget composition, riverpod/bloc state management, routing via gorouter, and performance profiling via devtools. includes before/after patterns and troubleshooting tables.

rag-architect structures production rag systems through requirements analysis, vector store design, chunking, hybrid retrieval pipelines, and ragas-based evaluation. covers five major workflow steps with vendor-specific database guidance and reranking integration.

cli-developer addresses command-line tool construction with emphasis on ux validation, framework selection, and cross-platform testing. covers argument parsing, subcommands, help text, and startup performance.

secure-code-guardian provides actionable defense-in-depth patterns for authentication, authorization, input validation, and owasp top 10 prevention. covers threat modeling, code examples, and explicit validation checkpoints but lacks outcome signals and recovery procedures.

debugging-wizard provides a five-phase systematic methodology for isolating and fixing bugs, covering tool usage across python, javascript, and go, with explicit constraints on safe debugging practices.

java-architect guides enterprise spring boot 3.x development across architecture analysis, domain design, implementation, data optimization, and security configuration, with explicit verification checkpoints using maven and gradle tooling.

monitoring-expert provides assessment, instrumentation, collection, visualization, and alerting workflows for observability systems using prometheus, grafana, and structured logging patterns.

atlassian-mcp provides workflows for jira querying, confluence page management, and sprint automation via mcp protocol, with reference guides for authentication and common operations.

nextjs-developer covers architecture planning, app router configuration, server component setup, data layer optimization, and production deployment for next.js 14+ applications, with validation anchored to type checking and core web vitals thresholds.

mcp-developer covers building and debugging mcp servers that bridge ai systems with external tools, from project init through deployment with emphasis on schema validation and transport configuration.

golang-pro guides concurrent go development through goroutines, channels, and microservices patterns with emphasis on idiomatic code, performance profiling, and production-grade testing practices.

spring-boot-engineer covers end-to-end service creation from requirements analysis through deployment, emphasizing layered architecture, spring security integration, and health-check validation with explicit recovery paths for test and deployment failures.

ml-pipeline covers design and execution of production ml infrastructure, including data validation, feature engineering, distributed training orchestration, experiment tracking, and safe model deployment gates.

prompt-engineer guides design and optimization of llm prompts using patterns like chain-of-thought and few-shot learning, with structured workflows through testing and production deployment. covers evaluation metrics, structured output schemas, and cross-model migration.

react-native-expert covers cross-platform mobile development with react native and expo, including navigation setup, feature-based architecture, platform-specific testing, and performance profiling. handles common build failures and native module resolution.

vue-expert handles vue 3 composition api patterns and component architecture with emphasis on type safety and test validation, but lacks concrete decision trees and ecosystem coverage details.

kotlin-specialist guides idiomatic coroutine and multiplatform code design through checkpoint validation and linting, but lacks concrete trigger scenarios and example implementations.

fastapi-expert covers async rest api construction, pydantic v2 validation, jwt/oauth2 auth, and websocket endpoints. lacks concrete procedures and failure mode handling.

angular-architect provides a workflow skeleton for enterprise angular development covering standalone components, ngrx state management, and performance optimization. execution lacks specificity and edge case coverage.

rust-engineer covers idiomatic rust authoring focused on memory safety, ownership patterns, and trait design. provides a five-phase workflow for analysis, design, implementation, error handling, and validation. lacks specific trigger phrases and actionable decision trees.

architecture-designer frames architectural decisions and pattern selection but lacks actionable step-by-step procedures, concrete examples, and failure mode guidance. role-play and context-setting replace actual method.

security-reviewer identifies vulnerabilities through sast scans and dependency audits, producing severity-rated findings with remediation guidance. lacks concrete procedural steps and error handling.

spark-engineer outlines a generic optimization workflow for distributed data processing, but lacks concrete actionable steps, specific trigger patterns, and failure recovery logic.

Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runbooks, experiment…

Use when designing GraphQL schemas, implementing Apollo Federation, or building real-time subscriptions. Invoke for schema design, resolvers with DataLoader,…

Creates Vue 3 components, builds vanilla JS composables, configures Vite projects, and sets up routing and state management using JavaScript only — no…

Reverse-engineering specialist that extracts specifications from existing codebases. Use when working with legacy or undocumented systems, inherited projects,…

Use when building Django web applications or REST APIs with Django REST Framework. Invoke when working with settings.py, models.py, manage.py, or any Django…

Use when challenging ideas, plans, decisions, or proposals using structured critical reasoning. Invoke to play devil's advocate, run a pre-mortem, red team, or…

Designs incremental migration strategies, identifies service boundaries, produces dependency maps and migration roadmaps, and generates API facade designs for…

Use when fine-tuning LLMs, training custom models, or adapting foundation models for specific tasks. Invoke for configuring LoRA/QLoRA adapters, preparing…

Conducts structured requirements workshops to produce feature specifications, user stories, EARS-format functional requirements, acceptance criteria, and…

Builds iOS/macOS/watchOS/tvOS applications, implements SwiftUI views and state management, designs protocol-oriented architectures, handles async/await…

Writes and debugs Apex code, builds Lightning Web Components, optimizes SOQL queries, implements triggers, batch jobs, platform events, and integrations on the…

Designs cloud architectures, creates migration plans, generates cost optimization recommendations, and produces disaster recovery strategies across AWS, Azure,…

Defines service level objectives, creates error budget policies, designs incident response procedures, develops capacity models, and produces monitoring…

Use when building C# applications with .NET 8+, ASP.NET Core APIs, or Blazor web apps. Builds REST APIs using minimal or controller-based routing, configures…

Use when building .NET 8 applications with minimal APIs, clean architecture, or cloud-native microservices. Invoke for Entity Framework Core, CQRS with…

Rails 7+ specialist that optimizes Active Record queries with includes/eager_load, implements Turbo Frames and Turbo Streams for partial page updates,…

Generates test files, creates mocking strategies, analyzes code coverage, designs test architectures, and produces test plans and defect reports across…

Use when writing E2E tests with Playwright, setting up test infrastructure, or debugging flaky browser tests. Invoke to write test scripts, create page…

Use when implementing infrastructure as code with Terraform across AWS, Azure, or GCP. Invoke for module development (create reusable modules, manage module…

Builds and debugs Shopify themes (.liquid files, theme.json, sections), develops custom Shopify apps (shopify.app.toml, OAuth, webhooks), and implements…

Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing execution plans, or…

Use when building game systems, implementing Unity/Unreal Engine features, or optimizing game performance. Invoke to implement ECS architecture, configure…

Creates and configures NestJS modules, controllers, services, DTOs, guards, and interceptors for enterprise-grade TypeScript backend applications. Use when…

Performs pandas DataFrame operations for data analysis, manipulation, and transformation. Use when working with pandas DataFrames, data cleaning, aggregation,…

Writes, debugs, and refactors JavaScript code using modern ES2023+ features, async/await patterns, ESM module systems, and Node.js APIs. Use when building…

Use when designing REST or GraphQL APIs, creating OpenAPI specifications, or planning API architecture. Invoke for resource modeling, versioning strategies,…

Analyzes code diffs and files to identify bugs, security vulnerabilities (SQL injection, XSS, insecure deserialization), code smells, N+1 queries, naming…

Optimizes SQL queries, designs database schemas, and troubleshoots performance issues. Use when a user asks why their query is slow, needs help writing complex…

Use when developing firmware for microcontrollers, implementing RTOS applications, or optimizing power consumption. Invoke for STM32, ESP32, FreeRTOS,…

Use when building Python 3.11+ applications requiring type safety, async programming, or robust error handling. Generates type-annotated Python code,…

Use when building real-time communication systems with WebSockets or Socket.IO. Invoke for bidirectional messaging, horizontal scaling with Redis, presence…

Implements advanced TypeScript type systems, creates custom type guards, utility types, and branded types, and configures tRPC for end-to-end type safety. Use…

Develops custom WordPress themes and plugins, creates and registers Gutenberg blocks and block patterns, configures WooCommerce stores, implements WordPress…

Creates Dockerfiles, configures CI/CD pipelines, writes Kubernetes manifests, and generates Terraform/Pulumi infrastructure templates. Handles deployment…

Use when deploying or managing Kubernetes workloads. Invoke to create deployment manifests, configure pod security policies, set up service accounts, define…

Use when building PHP applications with modern PHP 8.3+ features, Laravel, or Symfony frameworks. Invokes strict typing, PHPStan level 9, async patterns with…