Design and derive Program Derived Addresses (PDAs) and account layouts across the Pump ecosystem's four Solana programs — global singletons, per-token accounts, per-user…
PVM-Schema-Validator — prüft Struktur (Pflichtfelder, ID-Konsistenz, ZGPM-Code-Gültigkeit). Trigger durch reviewer-agent und architecture-agent nach PVM-Update.
Build and debug Pydantic AI agents using best practices for dependencies, dynamic system prompts, tools, and structured output validation.
Activate when creating new modules, refactoring class hierarchies, introducing design patterns, or making changes spanning 3+ files in the APM CLI codebase.
Use when planning, implementing, or reviewing code for any Python project — designing architecture, writing classes or functions, organizing business logic, or reviewing pull…
QECTOR architecture overview: the Rust core / Python layer FFI boundary, the module map, the threading and memory models, the layering of services, and the bit-determinism…
Review best practices and architecture guidelines. Use when user types 'qnew' OR when starting new work and needing to understand project patterns.
Interpret a fine-mapped QTL / introgression interval for a stated trait in tomato. Given an interval (SL4.0 coordinates) and the trait it was mapped for, lists the genes in the…
Use when a problem under exploration needs its quality attributes (non-functional requirements) identified and prioritized before architecture and design begin.
QuickNode reference architecture — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake.
Ultimate RabbitMQ expertise skill for production-grade message broker architecture, implementation, and operations.
Ultimate RabbitMQ expertise skill for production-grade message broker architecture, implementation, and operations.
Patterns de messaging avec RabbitMQ — exchanges, queues, routing, dead letter, pub/sub et intégration avec MassTransit/.NET.
Radicale is a lightweight, self-hosted CalDAV and CardDAV server written in Python. It shares calendars, to-do lists, journal entries, and contacts over standard protocols with…
프론트엔드 기능과 화면, 시스템을 코드 작성 전에 설계하는 RADIO 방법론이다. Requirements(무엇을 보장할까), Architecture(상태의 원천과 데이터 흐름), Data Model(화면을 위한 모델), Interface(경계의 계약), Optimization(설계에 내장된 성능과 장애 대응, 운영)…
Automated plan-implement loop with expert review. Orchestrator dispatches subagents for planning/implementation and self-review, Codex for external review. The human steers.
Ramp reference architecture — corporate card and expense management API integration. Use when working with Ramp for card management, expenses, or accounting sync.
Load, configure, run pipelines and read module source files to understand RAVE module architecture
Comprehensive knowledge of the Raya programming language, its architecture, and development practices
Systems-theoretic approaches to root cause analysis for complex socio-technical systems where linear causal chains fail.
Generate real estate, architecture, and interior design showcase video prompts for Seedance 2.0 on Higgsfield.
Use when: validating whether design documents and page requirements fit real user work scenarios before architecture or implementation.
Two-phase architecture and implementation planning with ADR direction, affected files, and must-pass test scenarios.
Use BEFORE answering analytical, diagnostic, planning, or multi-step reasoning questions. Trigger phrases include "should I X or Y", "why is X happening", "what's the bes — from…
Define structural design foundation — information architecture, user flows, content model, brand direction, and AI interaction model — from validated opportunities and hypotheses
Use when the user asks to create, write, update, amend, supersede, or evaluate an ADR, architecture decision record, durable architecture decision, decision log, or baseline sync…
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Reduce total mechanism in a selected existing system or behavior path while conserving its agreed observable behavior and non-functional guarantees.
Skill para decomposição segura de arquivos monolíticos. Análise estrutural profunda, mapeamento exaustivo de dependências, extração incremental com zero quebra de lógica.
Use when a task needs the judgment of a Refractory Materials Repairer — selecting a refractory class for a furnace or kiln zone's actual temperature and atmosphere, building a…
strategies for managing tool and agent assets at scale. Use this to design discovery systems, implement curated lists, and facilitate cross-team reusability through Tool and Agent…
Use when you have trained two or more regression models (e.g., original vs. alternative GNN architectures) on the same training set and need to evaluate which generalizes better…
Use rekipedia to instantly understand any codebase. Scan a repo to generate a structured wiki, then query it with natural language instead of reading hundreds of source files.
Use when designing or implementing relay-baton, a local Codex-to-Claude Code handoff harness with token diet, compact state, fallback detection, and CLI/TUI architecture.
Release orchestrator — the whole-release control plane. Takes a milestone and drives it through the pipeline by composing the stage skills; owns sequencing and readiness-gating,…
Produces a production-ready release specification document (Full or Lean format) including current-state audit, technical architecture with code examples, implementation plan, and…
AI intuitive exploration for approaching unknown codebases, problems, or systems without preconceptions.
Software architecture and UI/UX principles for building genuinely new solutions, not derivative work.
Plans the stack, database schema and API for an app clone, from the recon map replica-recon wrote. Picks boring, managed tech, turns the inferred data model into real SQL with…
Choose and implement Replit architecture blueprints: single-file script, modular app, and multi-service.
Implement Replit reference architecture with best-practice project layout, data layer, and deployment.
Analyse code repositories and generate comprehensive architecture documentation. Use when the user asks to: analyse a codebase, understand project structure, document…
Generate a layered HTML architecture diagram from a real GitHub repo URL. Walks the tree, classifies modules into semantic layers (user / application / ai / data / infra /…
Verifies claims from repo-bfs-architecture. Three passes: (A) code-first grep of all claims, (B) DFS traversal of ARCH_GRAPH to verify component relationships, (C) targeted web…
Create, update, or consolidate adopted current-state documentation under docs/context/. Use for durable implemented architecture, ownership, runtime, domain, flow, terminology, or…
Use when the task is to understand an unfamiliar codebase, locate key entry points, or summarize architecture before editing.
Onboard quickly to this repository. Use when asked to understand architecture, locate ownership, choose the right module, or identify the correct commands and verification…
Six-layer governance hierarchy (Vision → Principles → Conventions → Development → Agents → Workflows).
Wayfind repository documentation by tracing real tasks to code-owned authority. Use when the user wants to audit scattered, stale, duplicated, or mixed-role docs; decide whether…
Use after architecture design to define the on-disk repository layout — single-repo vs monorepo, app/package boundaries, directory conventions, and shared-code placement.
Master orchestration for repository governance, North Star impact, sub-Star boundaries, and repair-first or evidence-first drift checks.
处理 BK-CI 代码库接入、代码库授权、Webhook、SCM 集成、PAC 开关与仓库类型差异时使用。当用户提到 Git/SVN/GitHub/TGit、Webhook、仓库认证、PAC 代码库或提交记录时优先使用。
Design and implement the Repository pattern in a TypeScript DDD clean architecture project — define repository interfaces in the domain layer and implementations in the…
Manage architecture requirements throughout the TOGAF ADM cycle. Produces Requirements Impact Assessments, maintains Architecture Requirements Repository entries, and builds a…
Use when your task requires a pretrained convolutional encoder (ResNet18) to produce fixed-size representation vectors of a specific dimensionality (e.g., 512 dimensions) rather…
Frameworks for designing agents that must reason and act under time pressure, limited computational resources, and changing environments — based on Bratman, Israel, and Pollack's…
Use when a layout must adapt across screen sizes — breakpoints, container queries, fluid type, touch targets, zoom, or mobile overflow bugs.
Restyle a supplied room while preserving architecture, spatial layout, camera, and declared keep-items.
Retell AI reference architecture — AI voice agent and phone call automation. Use when working with Retell AI for voice agents, phone calls, or telephony.