Coordinate context sweep before coding - gather relevant files, patterns, and tooling summaries. Use when preparing to implement a feature, fix, or refactor and need comprehensive…
Resume a phased learning project in a fresh chat from a given phase and task. Use when the user points at spec, architecture, and plan docs and wants continuation without…
Use when a saved implementation plan should be adversarially reviewed before coding, especially for small, medium, or large tasks that may contain architecture flaws, scope gaps,…
Create controller classes with dependency injection that expose clean public interfaces for use cases following clean architecture patterns.
Technical conversation log with factual accuracy and precision tailored specifically for DEVELOPER and ENGINEER profiles.
Stateless conversation management with database-backed history, message persistence, and scalable architecture.
Convert Roc code to idiomatic Erlang. Use when migrating Roc projects to Erlang/OTP, translating functional patterns to process-based architectures, or refactoring Roc codebases.
Apply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
Documents and explains the CookMode V2 codebase as it exists. Use this when the user needs factual information about the current implementation, architecture, file locations, or…
Use MetaGPT to turn a product requirement into coordinated product, architecture, project, and engineering agent outputs that an operator can review and iterate.
Apply collective intelligence coordination patterns — stigmergy, local rules, and quorum sensing — to organize distributed systems, teams, or workflows without centralized…
Fundamental principles of AI Agent cognitive loops, contrasting ReAct and Plan-and-Solve paradigms.
Development guide for the lemline-core module. Use when working with workflow execution (orchestrators, processors), node tree navigation (Node, NodePosition), task states…
Highest-authority engineering rules - priority hierarchy, modular architecture, code reuse, naming, language/output conventions, and the harness map that routes work to…
Reference architecture for CoreWeave GPU cloud deployments. Use when designing ML infrastructure, planning multi-model serving, or establishing CoreWeave deployment standards.
Match Apple binaries, dSYMs, BCSymbolMaps when applicable, crash reports, IPS logs, panic excerpts, and static-analysis databases by UUID, architecture, load address, and exact…
Write a scoped AGENTS.md brief for a part of a repo that earns one, and wire it into a root routing table, so an agent loads narrow context for the area it is touching instead of…
Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate.
Search and retrieve memories from Cortex persistent memory. Use when the user asks 'what did we decide about X', 'do you remember', 'what was the fix for', 'find that thing…
Search and retrieve global memories — knowledge that applies across all projects. Use when the user asks 'what are our coding standards', 'what conventions do we follow', 'what's…
Store important decisions, patterns, errors, lessons, and context into Cortex persistent memory. Use when the user says 'remember this', 'save this', 'store this for later', 'note…
Infrastructure and development cost estimation for technical projects. Use when planning budgets, evaluating build vs buy decisions, or projecting TCO for architecture choices.
Get parallel second opinions from multiple AI coding agents. Use when the user wants independent reviews, architecture feedback, or a sanity check from other AI models.
Expert in designing and structuring online courses - curriculum architecture, learning outcomes, module design, and assessment strategies.
Apply covenant principles as design constraints across all core systems. Use when building agents, prompts, recipes, artifacts, or multi-agent architectures.
Expert guidance on writing in Chamath Palihapitiya's communication style across 5 formats (Annual Letters, Customer Briefs, Emails, Policy Ideas Briefs, Learn with Me…
Drafts Corporate Practice of Medicine (CPOM) compliance structure documents for healthcare entities. Covers compliant organizational models (PC/PA, MSO, friendly PC), MSA…
CPQ solution architecture covering bundle design, pricing engine performance, multi-currency strategy, and integration patterns.
Understand caches, branches, and pipelines well enough to explain why equivalent code differs in speed by an order of magnitude.
Expert on K1810VM86 (Intel 8086) CPU architecture for ES-1841. Provides guidance on registers, instruction decoding, memory segmentation, interrupts, bus cycles, and x86-16…
CQRS - Command Query Responsibility Segregation. Use when implementing DDD patterns, separating read/write models, event sourcing, or building scalable architectures with…
CQRS pattern, event stores, projections, eventual consistency. Activate on: CQRS, event sourcing, event store, read model, projection, aggregate, domain event, command handler.
CQRS (Command Query Responsibility Segregation) architecture guide for building features in React 19 + TypeScript + Zustand.
Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event- — from…
Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event- — from…
Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event- — from…
CQRS (Command Query Responsibility Segregation) patterns with MediatR for .NET Clean Architecture projects. Covers commands, queries, handlers, validation, and pipeline behaviors.
Use when evaluating whether CQRS is worth adopting, especially tradeoffs among consistency, availability, scalability, operational complexity, and event sourcing.
Command Query Separation (CQS) and CQRS patterns for .NET. Use when designing methods, handlers, and application architecture. Ensures predictable, testable code.
Create, critique, and operationalize engineering strategy documents using diagnosis, tradeoff exploration, guiding policy, coherent actions, and operating cadence.
Create a new ABP.IO project using CLI commands with proper template selection, configuration, and setup.
Gerencia o ciclo de vida dos ADRs (Architecture Decision Records) no repositório. Executa arqueologia de software, análise de gaps, proposta de decisões e escrita de ADRs em…
Create Architecture Decision Records (ADRs) documenting strategic technical decisions while acknowledging ecosystem E(t) constraints.
Creates Application Slash Command definition and handler following clean architecture
Analyze a codebase and draft stakeholder-focused architecture description documents in Swedish from a supplied template, architecture brief, or output path.
Creates a comprehensive architecture documentation file for the current project. Analyzes the codebase and produces a structured ARCHITECTURE.md covering structure, components,…
Generate comprehensive architecture documentation for a project or subsystem. Use when the user asks for architecture docs, C4 or arc42 outputs, ADR scaffolding, diagrams, or…
Create and validate one dimensioned parametric CAD part, returning STEP as the primary artifact rather than a render-only image.
Generate an engaging STARTHERE.md codebase guide that explains architecture, decisions, and lessons in plain language with Mermaid diagrams.
Create architecture diagrams from a local codebase or system description. Use when the user asks to diagram a repo, map system architecture, show component relationships, create…
Sets up RabbitMQ event publishers and consumers following ModuleImplementationGuide.md Section 9. RabbitMQ only (no Azure Service Bus).
Create an execution plan for a feature or technical initiative. Creates a Confluence page under the Execution Plans parent, then links it from the Jira ticket description.
Create a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.
Step-by-step guide for scaffolding a new microservice with Clean Architecture, Hexagonal, and DDD integration.
Use when the task is to create or update an ARCHITECTURE.md document that explains system structure, key modules, data flow, and major technical decisions.
MANDATORY skill creation framework for ALL skill creation requests. USE WHEN user wants to create, validate, update, or canonicalize a skill, OR user mentions skill creation,…
Structured ADR creation in MADR format. Triggers: ADR, Architecture Decision, 決定記録, 技術選定, アーキテクチャ決定, design decision, 技術的決定, 設計判断, deprecation, 非推奨化, process change, プロセス変更
Creates, reviews, and interprets C4 software architecture diagrams (System Context, Container, Component, Dynamic, Deployment).
Creates GORM entity structs for go-kratos microservices with BaseModel embedding, proper field tags, relationships (one-to-one, one-to-many), indexing strategies, and soft delete…
Use when creating OpenCode plugins that hook into command, file, LSP, message, permission, server, session, todo, tool, or TUI events - provides plugin structure, event API…