Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities.
Comprehensive procedures for authoring, configuring, and maintaining Myco's PowerManager infrastructure and scheduled task system.
Electrical power distribution design for infrastructure: load calculations (NEC 220), conductor sizing (NEC 310.16), transformer/UPS/PDU selection, redundancy architectures (N…
Use when deciding whether a parallel/concurrent-computing project belongs at PPoPP or should be routed to PLDI, CGO, POPL, ASPLOS, HPCA, SC, SPAA, or OOPSLA, and when…
Use when asked to handle, harden, or shepherd one or more external contributor PRs. Checks out PRs in a worktree or main workspace, updates them against origin/main, resolves…
Use when reviewing a Sessions Chronicle PR or local diff and the user wants an interactive A/B quiz focused on architecture, data safety, and Rust/Relm4 trade-offs.
Gate 1.5/2.5: Design Validation - verifies UX specifications are complete before proceeding to technical architecture.
Gate 3 (Full Track) / Gate 2 (Small Track): Technical architecture document - defines HOW/WHERE with technology-agnostic patterns before concrete implementation choices.
Guides users through pre-project planning phase. Auto-activates when users ask about starting new projects, planning architecture, choosing tech stacks, or creating project plans.
Skill do używania biblioteki preboot-eventbus. Użyj tego skilla zawsze gdy użytkownik chce implementować event bus, event-driven architecture, publishować eventy, obsługiwać…
Establish the enterprise architecture capability for a new engagement. Develops Architecture Principles (Name/Statement/Rationale/Implications), tailors the TOGAF framework,…
Generiert handgezeichnete Sketchnote-Diagramme aus Textbeschreibungen. Zweistufig: erst Plan zur Freigabe, dann SVG + Rendering via Kie.ai.
Use when onboarding to the Valor AI codebase, understanding the system architecture, or when the user asks 'how does this work'. Comprehensive codebase orientation guide.
Quickly understand and load a codebase by examining repository structure, README, and AI documentation.
You MUST use this for system design and architecture decisions - designing systems, choosing patterns, defining boundaries, data modeling, and making structural decisions that are…
Operate as a principal architect who owns the boundaries between systems, curates the technology set, and spends veto power sparingly.
Domain-Driven Design (DDD) — bounded contexts, aggregates, entities, value objects, ubiquitous language, domain events, context map, anti-corruption layer, and repository pattern.
Event-driven architecture — event sourcing, CQRS, sagas, choreography vs orchestration, schema evolution, consumer groups, partitions, ordering, idempotent handlers, outbox…
Apply during planned rewrites and migrations with explicit phase boundaries. Converge on the target architecture; don't preserve smooth intermediate states with throwaway — from…
Validate an architecture document or decision against a set of Architecture Principles using the TOGAF quality criteria (Completeness, Robustness, Understandability, Consistency,…
Design and enforce privacy and data protection controls across application, API, and database layers.
Build privacy-preserving data sharing platforms using synthetic data generation with the SDV library, data clean rooms, secure enclaves, and utility measurement.
Comprehensive knowledge base and design pattern manual from \"Pro Python\" by Marty Alchin (Apress), fully modernized for Python 3.10–3.13+.
Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns.
Procore reference architecture — construction management platform integration. Use when working with Procore API for project management, RFIs, or submittals.
Design production-ready AI agents using a loop-based architecture with explicit tools, context, memory, permissions, observability, evaluation, and rollout planning.
Autonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade, corporate-level professional…
Gebruik bij complexe componenten, bugfixes in grote files, nieuwe interactielogica, services, dataflows of herhaalde helpers om code klein, testbaar en goed gestructureerd te…
Semantic validation patterns for PROJECT.md alignment (GOALS, SCOPE, CONSTRAINTS, ARCHITECTURE)
Analisi iniziale o aggiornamento completo del progetto. Produce o aggiorna CLAUDE.md e ARCHITECTURE.md con diagrammi Mermaid embedded.
Multi-phase iterative project analysis with Mermaid diagrams. Generates architecture reports, design reports, method analysis reports.
Scans codebases to generate architecture documentation (ARCHITECTURE.md). Use when joining an existing project, understanding codebase structure, exploring project architecture,…
Multi-phase iterative project analysis with Mermaid diagrams. Generates architecture reports, design reports, method analysis reports.
Overview of the project's tech stack, directory structure, and architectural patterns.
Evidence-backed architecture audit and profile setup for one repository. Use when initializing `.architecture`, onboarding to a codebase, reviewing architecture health, preparing…
Explain project-specific concepts, technical terms, models, algorithms, configuration items, dataset fields, architecture decisions, and codebase terminology while working in a…
Scaffolds per-repository agent context so coding agents share the same issue tracker rules, triage label vocabulary, domain glossary, ADR layout, and handoff conventions.
Produces an Exploration Brief rating a project GREEN/YELLOW/RED for collaboration fit, with architecture snapshot, resonance map, and ranked entry points.
Obtains detailed project information including framework, architecture, technologies, patterns, and dependencies.
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.
Use when a company planning to issue a stablecoin needs a legal framework memo covering reserve requirements, regulatory classification, redemption rights, audit obligations,…
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…