Creative project memory management system — Three-tier memory architecture / Knowledge base maintenance / Summary generation
Cria um bloco de quiz interativo para uso em conceitos ou trilhas do Software Architecture Lab. Use quando o usuário pedir para adicionar um quiz, exercício de fixação ou…
Cria uma nova trilha de aprendizado no Software Architecture Lab. Use sempre que o usuário pedir para criar, adicionar ou escrever uma nova trilha — mesmo que ele não use a…
Crop planning data model and architecture. Use when working with crops.json, bed-plan.json, TimelineCrop, or plan data structures for: (1) Understanding entity relationships (Crop…
Cross-compilation with GCC skill for embedded and multi-architecture targets. Use when setting up cross-gcc toolchains, configuring sysroots, building for ARM/AArch64/RISC-V/MIPS…
Use when designing new high-level system architecture, reviewing existing designs, or making architectural decisions.
Technical leadership advisor for CTOs covering technology strategy, team scaling, architecture decisions, and engineering excellence
Use when building .NET 8 applications with minimal APIs, clean architecture, or cloud-native microservices.
Provides idiomatic Kotlin implementation patterns including coroutine concurrency, Flow stream handling, multiplatform architecture, Compose UI construction, Ktor server — from…
Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams an — from…
Reverse-engineering specialist that extracts specifications from existing codebases. Use when working with legacy or undocumented systems, inherited projects, or old code — from…
Apply these opinionated C# conventions when writing C#/.NET 8+ code: modern C# 12 (records, primary constructors, pattern matching), ASP.NET Core minimal and controller APIs,…
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy.
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy.
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy.
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy.
Expert methodology for making and documenting critical architectural decisions using ADRs, trade-off analysis, migration planning, and technical debt management.
Perform deep, expert-level codebase and architecture audits to identify technical strengths, weaknesses, risks, and opportunities.
Technical architecture review agent for execution plans. Uses cto-advisor skill to evaluate technical decisions, architecture patterns, tech debt implications, and technology…
Architecture rules and validation patterns for Claude Code marketplace components ensuring self-contained skills, proper skill usage, and clean reference patterns
Write measurable learning objectives using Bloom's Taxonomy and design curriculum architecture with scope, sequence, and assessment blueprints.
Map the epistemic structure of a subject to determine knowledge types and inform curriculum sequencing.
Use for token-expensive operations requiring multi-file analysis - codebase exploration, broad searches, architecture understanding, tracing flows, finding implementations across…
Orchestrate a fleet of Cursor CLI (cursor-agent) workers to execute a large or multi-part job, while Claude does the architecture, UX/UI decisions, decomposition, review, and…
Guide to using Convex components for feature encapsulation. Learn about sibling components, creating your own, and when to use components vs monolithic code.
Plugin architecture specialist. Use when deciding the right component mix, structure, and metadata for a new Cursor plugin.
Use for \"how does X work\", code walkthroughs before changing something, and placement / ownership / layering questions (\"where should this live\", \"which package owns this\",…
Apply during planned rewrites and migrations with explicit phase boundaries. Converge on the target architecture; don't preserve smooth intermediate states with throwaway — from…
Reference architecture for Cursor IDE projects: directory structure, rules organization, indexing strategy, and team configuration patterns.
Building custom CRM systems with careful architecture planning, database design, core features including contact management, deal pipeline, activity tracking, and implementation…
Use when creating, assigning, or checking custom permissions to control feature access beyond CRUD and FLS.
Customer advocacy program design - advocate identification, reference orchestration, case study pipeline, community amplification, and influence-to-revenue attribution.
Implement Customer.io enterprise reference architecture. Use when designing integration layers, event-driven architectures, or enterprise-grade Customer.io setups.
Use when adding, modifying, optimizing, or debugging CuTile autotuning code. Trigger signals: `exhaustive_search` / `replace_hints` / `hints_fn` / `cuda.tile.tune` in cod — from…
Best practices for object detection tasks. Use when working on COCO, VOC, or detection architectures like YOLO and DETR.
Agent system taxonomy (A/B/C/D) based on capabilities - Type A (pure AI), Type B (AI+database context), Type C (AI+web grounding), Type D (AI+database+web).
Overview of Clojure + Google ADK + Vertex AI development environment. Comprehensive lab for building production AI agents using Clojure as primary language, integrating Google ADK…
Run a prompt-only cynical architecture review over a branch, diff, subsystem, plan-backed implementation, or code area by assuming the architecture was not intentionally designed…
Create and adapt Dynamic Agentic Architecture agents that learn and evolve
Expert on building decentralized applications with Shelby Protocol storage on Aptos. Helps with dApp architecture, wallet integration (Petra), browser SDK usage, React/Vue…
Integrate Dapr building blocks for event-driven microservices - Pub/Sub, State Management, Secrets, Service Invocation, and Jobs API.
Expert in building distributed systems using Dapr. Use this for implementing pub/sub, state management, jobs, and secrets abstraction.
Use when implementing dark mode — prefers-color-scheme detection, theme persistence, flash-of-unstyled-theme prevention, color token mirroring, image and asset variants, and meta…
Hybrid cognitive architecture combining Darwinian evolution with Gödel Machine self-improvement for maximum reasoning power.
Use to decide where an admin dashboard lives — inside the customer web app, as a route group, as a separate application, or in a separate repository — weighing user roles,…
Next.js dashboard patterns including chat-first UI, D3.js visualizations, and API proxy architecture
Use to plan dashboard data tables — server-side vs client-side pagination/sorting/filtering by data size, column architecture, virtualization for large sets, row selection for…
Review or assess a data architecture, data model, or data platform design. Evaluates six data-specific quality attributes (DAMA-DMBOK aligned), topology choice, data contracts,…
Single source of truth patterns, facts.ts structure, type safety, and data helper functions. Use when working with project data or adding new facts.
Use when designing or evaluating a Data Cloud implementation architecture — covering data lake strategy (DSO/DLO/DMO layers), identity resolution rule design, activation target…
Use when choosing or explaining how Salesforce Data Cloud (Data 360) and CRM Analytics (Tableau CRM / Einstein Analytics) fit together versus overlap — unified data platform vs…
Design an end-to-end B2B data enrichment architecture — provider selection, waterfall design, cost modeling, and CRM hygiene.
LobeHub data-fetching pipeline guide. Use for service layer, Zustand store, SWR, lambdaClient, useClientDataSWR, useFetchXxx hooks, or migrating useEffect fetches.
Use when planning, reviewing, or troubleshooting Salesforce data imports, migrations, and bulk updates.
Implements data classification labels and tagging systems including metadata tagging, DLP integration, automated label propagation, user-applied labels, and label inheritance…
Database schema design and data modeling patterns including normalization principles (1NF-5NF), denormalization trade-offs, entity relationship design, indexing strategies, schema…
Enforce consistent structure, formatting, and placement for static data objects (catalogs, config, content, lookup tables, enums-as-data) in TypeScript/JavaScript codebases.
Guide Blumark24 OS data storage decisions, tenant-bound data, sensitive-data handling, and avoiding localStorage for business data.
Use when designing databases for data-heavy applications, making schema decisions for performance, choosing between normalization and denormalization, selecting storage/indexing…
Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures.