Use when encountering bugs, test failures, unexpected behavior, errors, or performance problems - dispatches systematic-debugging-agent that enforces 4-phase process (root cause…
For 2D debugging: visualize grid/board state, show puzzle progress, make algorithm behavior visible.
A five-director adversarial board that deliberates on plans, architecture decisions, and high-stakes proposals.
Perform controlled dismantling of rigid system structures while preserving essential capabilities (imaginal discs).
Compute evolutionary distances and build phylogenetic trees using Biopython Bio.Phylo.TreeConstruction.
Use when working on, debugging, or extending the Distill backend (FastAPI Python). Covers architecture, conventions, file structure, and how to run tests.
Conventions for independently deployable microservices over messaging or HTTP/gRPC. Use when .claude/HARNESS.toml selects web/distributed-backend, or when working on a…
Expert skill for distributed cache design, implementation, and optimization using Redis and Memcached.
You are a debugging expert specializing in setting up comprehensive debugging environments, distributed tracing, and diagnostic tools.
Advanced distributed event patterns for ABP microservices including idempotent handlers, cross-tenant events, event sourcing lite, and saga patterns.
RFC-44 compliant distributed locking patterns for Java services. Covers PostgreSQL advisory locks and Redis-based locking, migration workflows, and common patterns.
RFC-44 compliant distributed locking patterns for Java services. Covers PostgreSQL advisory locks and Redis-based locking, migration workflows, and common patterns.
Distributed systems architecture expert covering CAP theorem application, consensus algorithms (Raft, Paxos, PBFT), partition tolerance strategies, distributed transactions (2PC,…
Implement distributed tracing with Jaeger and Tempo for request flow visibility across microservices.
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
Distributed tracing for Rails — OpenTelemetry SDK + auto-instrumentation, trace + span model, context propagation across HTTP / Sidekiq / Kafka, baggage, sampling strategies,…
Expert review pass for distributed-systems footguns in changed code -- retries without idempotency, unbounded queues, fire-and-forget calls without dedup, missing fencing tokens,…
Dive is a CLI tool for exploring Docker image layers, analyzing file system changes, and estimating wasted space.
Alpha and beta diversity analysis for microbiome data. Calculate within-sample richness, evenness, and between-sample dissimilarity with phyloseq and vegan.
Drafts a board of directors resolution authorizing a cash, stock, or property dividend to shareholders.
Django access control and IDOR security review. Use when reviewing Django views, DRF viewsets, ORM queries, or any Python/Django code handling user authorization.
Django authentication - local accounts, social OAuth, registration, email verification, MFA, session management
Debug Django REST Framework API issues including serializers, viewsets, permissions, pagination, filtering, and response formatting.
Implementar endpoints DRF em `api/views/` e roteamento em `api/routers.py` e `base/urls_api.py`. Usar quando criar ou ajustar ViewSets/ReadOnlyViewSets, permissões, filtros e…
Develop production-grade Django applications with models, views, ORM queries, authentication, and admin interfaces.
Django 5 + DRF + SimpleJWT 백엔드 개발 가이드라인. AbstractBaseUser 커스텀 유저 모델, DRF ModelViewSet/APIView, SimpleJWT 인증(access+refresh+blacklist), settings/ 환경 분리, 커스텀 예외 핸들러 패턴.
Django Bolt - Rust-powered high-performance API framework, 60k+ RPS, decorator routing, built-in auth, async ORM
Django Celery integration - distributed tasks, periodic scheduling with django-celery-beat, monitoring, best practices
Use when the user asks about Django at specialist level - models/ORM, QuerySets, URLs, views (FBV/CBV), templates, forms, auth, migrations, transactions, security, middleware.
Deploy Django on Google App Engine Standard with Cloud SQL PostgreSQL. Covers Unix socket connections, Cloud SQL Auth Proxy for local dev, Gunicorn configuration, and pro — from…
Deploy Django on Google App Engine Standard with Cloud SQL PostgreSQL. Covers Unix socket connections, Cloud SQL Auth Proxy for local dev, Gunicorn configuration, and pro — from…
트리거: "django 코드 생성", "django rest", "drf 만들어줘", "django 모델 생성", "django viewset 만들어줘" 수행: Python Django REST Framework 기반 Model·Serializer·ViewSet·URL패턴·Permission을 일괄 생성한다.
Build Django applications with models, views, forms, templates, REST APIs, and modern Django 5.x patterns.
Comprehensive reference for all 33 Django framework components with Python 3.10+ and Django 6.0 patterns.
Comprehensive Django best practices covering project structure, models (field choices, Meta options, managers, QuerySets, migrations), views (CBVs vs FBVs, generic views), Django…
Expert Django developer mastering Django 4+ with modern Python practices. Specializes in scalable web applications, REST API development, async views, and enterprise patt — from…
Expert Django developer specializing in Async Views, Django Ninja (FastAPI-like), and HTMX patterns for modern full-stack apps.
Django REST Framework patterns. Trigger: When implementing generic DRF APIs (ViewSets, serializers, routers, permissions, filtersets).
Django REST Framework patterns. Trigger: When implementing generic DRF APIs (ViewSets, serializers, routers, permissions, filtersets).
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 project file — from…
Use when building Django web applications or REST APIs with Django REST Framework. Invoke for Django models, ORM optimization, DRF serializers, viewsets, authentication w — from…
django-filter - Django filtering library for querysets with Django REST Framework integration
Build production-ready web applications with Django MVC, ORM, authentication, and REST APIs
Django full-featured Python web framework with batteries included (ORM, admin, auth)
Développement d'applications Python Django avec models, views, templates, ORM, admin et Django REST Framework.
Build modern dynamic web applications with Django and htmx - partial rendering, HTMX-specific responses, and seamless frontend integration
Diagnóstico de saúde para projetos Django: performance, segurança e arquitetura.
Creating Django models following Counterpart's patterns. Use when building new models, working with audit fields, implementing relationships, or using PydanticJSONEncoder.
Generates Django models with proper field types, relationships, and migrations. Use when creating Django models or database schemas.
Fast Django REST framework with Pydantic validation, type hints, and automatic OpenAPI documentation for building type-safe APIs
Django Ninja 项目标准。用于新建、改造或评审 Django/Django Ninja/Python API 后端项目，以及可选的配套 frontend-admin 管理前端；默认采用 Django + Django Ninja + Celery + Redis + PostgreSQL + Docker Compose + uv +…
Realizar checklist de validação inicial de um novo projeto Django gerado pelo template CookieCutter. Verificar configuração de INSTALLED_APPS, AUTH_USER_MODEL, banco de dados,…
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
Advanced Django patterns — service layer, caching, signals, middleware, performance optimization (N+1, bulk ops), and DDD patterns (fat models, bounded contexts, domain events).
Django performance code review. Use when asked to "review Django performance", "find N+1 queries", "optimize Django", "check queryset performance", "database performance", "Django…
Master Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing, and deployment.
Comprehensive guidelines for building scalable Django REST APIs with proper architecture, authentication, and performance optimization.
WHEN: Django project review, ORM queries, views/templates, admin customization WHAT: ORM optimization + View patterns + Template security + Admin config + Migration safet — from…