Use when working with *.excalidraw or *.excalidraw.json files, user mentions diagrams/flowcharts, or requests architecture visualization - delegates all Excalidraw operations to…
Analyze control flow, concurrency models, and event architectures in agent frameworks. Use when (1) understanding async vs sync execution patterns, (2) classifying execution…
Executor package architecture for ChainGraph flow execution engine. Use when working on packages/chaingraph-executor, execution services, DBOS workflows, event bus, task queues,…
Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a…
Production-ready LINE bot with AI-powered expense tracking using TypeScript, Prisma, and Google Gemini.
Expert du module PkgApprentissage — architecture de données, calculs de notes/progression en cascade, et affichage Blade.
Interface admin sur desk.oraclelumira.com — routing par sous-domaine, architecture, rôles, et gestion des commandes expert.
Expertise de l'architecture modulaire de la couche Service, des Traits et des règles de modification (gapp).
Comprehensive guidance for understanding, designing, and implementing expert systems using rule-based inference, knowledge representation, and the complete development lifecycle.
Translates complex deep learning architectures (VQ-VAE, Transformers, Neural ODEs) into standard biological manuscript text, focusing on the biological rationale for the…
Systematically explore unfamiliar codebases and document findings using Julie's code intelligence, Sherpa's exploration workflow, and Goldfish's documentation.
Deep contextual grep for codebases. Expert at finding patterns, architectures, implementations, and answering "Where is X?", "Which file has Y?", and "Find code that does — from…
Provides project architecture overview including directory structure, module responsibilities, and tech stack.
Enforces open-closed design, plugin architectures, stable interfaces, and versioning
Build library extensions for systemprompt.io with Rust - architecture, traits, schemas, API routes, jobs, and code review
Codebase intelligence for JavaScript and TypeScript. Free static layer finds unused code (files, exports, types, dependencies), code duplication, circular dependencies, complexity…
Expert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge.
Reference architecture for Fathom meeting intelligence integrations. Trigger with phrases like "fathom architecture", "fathom design", "fathom integration pattern".
前端架构演进技能包，涵盖框架大版本升级、微前端架构、TypeScript 迁移、CSS 架构迁移。 当需要升级框架版本（Vue2→3、React Class→Hooks、Angular 升级）、引入微前端、迁移到 TypeScript、或重构 CSS 架构时触发此技能。 支持 Angular、Vue、React、原生 JS、Node.js 技术栈。
Design network-based software architectures using Roy Fielding's REST principles. Emphasizes the constraints of the web—statelessness, cacheability, uniform interfaces, and…
Choose between Figma integration architectures: CLI script, webhook service, or plugin. Use when deciding how to integrate with Figma, comparing REST API vs Plugin API, or…
Reference architecture for production Figma API integrations. Use when designing a new Figma integration, planning project structure, or establishing patterns for design-to-code…
Audit Figma variable collections against token architecture best practices. Trigger when someone says: audit my Figma variables, check my Figma tokens, are my variables structured…
Use when creating flowcharts, architecture diagrams, or conceptual diagrams - generates prompts for image AI
Use whenever the user wants to find, shortlist, vet, or enrich US engineering firms — civil, structural, MEP, mechanical, electrical, geotechnical, transportation, environmental,…
Guide for building FinFocus cost plugins using the pluginsdk and gRPC protocol. Use when creating a new plugin, implementing CostSourceService methods, setting up plugin…
Reference architecture for fundraising operations with Finta CRM. Trigger with phrases like "finta architecture", "finta fundraising stack".
Expert in financial technology systems, double-entry ledger design, high-precision math, and regulatory compliance.
Choose and implement Firecrawl architecture patterns for different scales and use cases. Use when designing new Firecrawl integrations, choosing between…
Implement Firecrawl reference architecture with scrape/crawl/map/extract pipelines. Use when designing new Firecrawl integrations, reviewing project structure, or building content…
Design meeting intelligence architecture with Fireflies.ai GraphQL API, webhooks, and CRM sync. Use when designing new integrations, planning transcript pipelines, or establishing…
Use when the user explicitly asks for first principles, first-principles review, Occam's razor, 第一性原理, 奥卡姆剃刀, or when a complex decision has ambiguous goals, competing…
Guided fixing of architectural flaws from an agentic-architecture report — validates findings, writes tests, applies fixes with developer approval, and tracks status in the report
Use when after loading a specXplore session data object file from the hard drive and instantiating a dashboard session layer with it, validate that the architecture layer has…
Hot-reloadable Flecs modules as Rust dylibs. Covers module architecture, component vs system modules, and inter-module dependencies.
Use when designing, building, or reviewing OmniStudio FlexCards — including data source selection, card states, actions, conditional visibility, flyout configuration, and child…
Implement Flexport reference architecture for supply chain integrations with best-practice project layout, service boundaries, and data flow.
Visual flow connection patterns for generative UI agent workflows. jsPlumb anchor point architecture, connector routing, endpoint management, and dynamic flow diagram generation…
Guide architectural decisions and PLAN.md updates using Flow framework. Use when user discusses "architecture", "how should we architect", "design patterns", "how should we…
Orchestrate architecture evolution workflow with ADR management, architecture review, breaking change analysis, and migration planning
Architecture guide for building DeFi protocols on the Flow blockchain. Covers Flow's DeFi-specific advantages (MEV-free EVM, cross-VM atomic transactions, on-chain automation),…
Design features through brainstorming and make architectural decisions. Use when user wants to brainstorm, design approach, make architecture choices, or update PLAN.md.
Use when embedding or exposing Salesforce Flows in Experience Cloud, especially for guest or external users, `lightning-flow` usage, site runtime differences, and data-access…
Orchestrate Inception→Elaboration phase transition with architecture baselining and risk retirement
Carmack-level plan review via rp-cli context builder + chat. Use when reviewing implementation plans, architecture docs, or design specs.
Expert on FLUI's three-tree architecture (View-Element-Render), widget composition, and Flutter-inspired patterns.
Implement Fly.io reference architecture with multi-region apps, Postgres, Redis, background workers, and private networking.
Reference architecture for startup financial operations using Fondo as the bookkeeping backbone with complementary tools for banking, payroll, and reporting.
Use when planning architecture refactoring, understanding cross-module dependencies, discovering hidden dependencies, finding shotgun surgery patterns, or identifying files that…
Use when team reorganization planning, identifying coordination inefficiencies, validating Conway's Law, assessing team-architecture fit, or planning service splits - analyzes…
Analyse the current project and generate project-customised forge-kit agents, skills, and commands tailored to its stack, domain, and architecture.
Create or update an Architecture Decision Record for a durable technical decision. Use when the user asks to record a decision, alternatives matter, reversal is costly, or future…
Analyze vague user ideas and recommend architecture based on actual needs, not predefined categories.
Use when creating isometric architecture diagrams, infrastructure visualizations, system topology diagrams, or when the user mentions FossFLOW, Isoflow, or asks for isometric…
Design systems using Martin Fowler's principles of refactoring, continuous integration, and patterns of enterprise application architecture.
Use when when you have 1D NMR spectra (1H and/or 13C) of an unknown compound with up to ~19 heavy atoms and need to predict both molecular formula and connectivity without manual…
Implement Framer reference architecture with best-practice project layout. Use when designing new Framer integrations, reviewing project structure, or establishing architecture…
Reference manual for framework methodology throughout session. Provides guidance on cognitive architecture that replaces default AI assistant behaviors with systematic patterns…
Create a Frappe Framework v15 DocType with proper controller, service layer, repository, and test files.
Synthesize and maintain front-end-design-spec.md as a living Visual Source of Truth. Anchor every design decision in the brand mental model and moat.