Load project architecture and structure knowledge. Use when you need to understand how this project is organized.
When working in a codebase you've touched before, consult and update the persistent project model maintained by presence.
Background knowledge about WeReply project architecture, features, and context. Automatically loaded for AI reference, not directly user-invocable.
Background knowledge about CaCrFeedFormula project architecture, features, and context. Automatically loaded for AI reference, not directly user-invocable.
Unity project reconnaissance advisor. Load this FIRST in existing projects before proposing architecture changes — inspects Unity version, packages, asmdefs, folders, coding…
Two-pass first-principles project seeding methodology for greenfield or brownfield work. Trigger when the user is kicking off a new project, starting significant work on an…
Use for PocketTorch architecture, phase alignment, repository structure, dependency decisions, broad planning, and keeping the project small, honest, and aligned with AGENTS.md.
Design or audit durable agent instructions, runtime constitutions, Skill metadata, agent-to-agent and subagent briefs, bootstrap/install prompts, and instruction hierarchy without…
Design, review, or refactor prompt assembly systems with static and dynamic prompt boundaries, section registries, cache-aware composition, feature-gated overlays, and…
Write and refine production-grade prompts and tool definitions for Claude. Use when the user needs to craft a system prompt, improve an existing prompt, design tool schemas (ACI),…
Master the Arcanean Prompt Language - advanced prompt engineering using mythological frameworks, constraint architecture, and the Centaur Principle for human-AI co-creation
A Senior AI Engineer interviewer that simulates a technical interview focused on prompt engineering and LLM architecture at scale.
Pricing proposal high-ticket (R$ 30k+) com objection handling embedded. Estrutura de 7 seções (problema reformulado, mechanism, escopo, prova, investimento, garantia, próximo…
Canonical session and importer rules for prosa. Use when changing pkg/session, pkg/importer, docs/architecture/canonical-session.md, or any agent importer implementation under…
LiteLLM-RS Provider Architecture Guide. Covers 66+ provider integration, trait object design, unified error handling, connection pooling, and LLMProvider trait implementation…
Creates new Prowler cloud providers or adds services to existing providers. Trigger: When extending Prowler SDK provider architecture (adding a new provider or a new service to an…
pstack: create a new Architecture Decision Record. Use this whenever I make or record a significant technical or architectural decision — choosing or rejecting a library,…
Practical Software Engineering Principles — a controlled reasoning system for architecture, design, review, and refactoring decisions.
Paraplyprincip — varje skill som exponeras mot agenter (FlowPilot/MCP/A2A) har ett kontrakt mot DB/handler som MÅSTE vara verifierat av guardrail-test innan release.
Use when investigating how a specific pull request (e.g., PR #72 introducing MS2Query''s two-branch workflow split) modified the codebase architecture, control flow, or data…
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.
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.
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.