Identifies and quantifies the compounding switching cost of an AI coding agent harness commitment before it becomes invisible.
Create new vision detector plugins following Bob The Skull's detector architecture. Use when adding new detectors like object detection, pose estimation, gesture recognition, or…
Canonical owner of module boundary rules, circular dependency detection/prevention, implicit coupling taxonomy, barrel/re-export discipline, and boundary-only defensive…
Context architecture skill for aligning work. Use when starting new features, making architectural decisions, or setting up implementation work.
Guide .NET Aspire pour l'orchestration d'applications cloud-native, le service discovery, la télémétrie et l'intégration de composants distribués.
Conception d'architectures événementielles avec messaging et event sourcing. Se déclenche avec "event driven", "événementiel", "RabbitMQ", "Kafka", "event sourcing", "CQR — from…
Patterns de conception spécifiques au développement de jeux vidéo. Se déclenche avec "game pattern", "game architecture", "ECS", "game loop", "state machine game", "compo — from…
Developer inquiry skill for technical investigation, validation, and decision-making. Use when exploring unfamiliar technology, validating approaches with spikes, comparing…
Conception et découpage d'architecture microservices. À utiliser pour concevoir ou migrer vers des microservices.
Server-authoritative multiplayer architecture principles. Use when designing multiplayer features.
System architecture patterns and coding conventions. Auto-apply when creating components, organizing files, structuring layers, refactoring code, or discussing architecture…
Patterns de messaging avec RabbitMQ — exchanges, queues, routing, dead letter, pub/sub et intégration avec MassTransit/.NET.
Aide à la conception de systèmes à grande échelle. Se déclenche avec "system design", "architecture système", "concevoir un système", "comment architecturer", "high avail — from…
Guide pour tech leads : architecture, code reviews, mentoring et décisions techniques. Se déclenche avec "tech lead", "lead technique", "décision technique", "mentoring" — from…
Rédaction technique claire pour documentation, ADR et RFC. Se déclenche avec "documentation technique", "technical writing", "rédiger une doc", "ADR", "RFC", "architectur — from…
FIX conflicting undo/redo implementations with VueUse + Pinia and DESIGN robust patterns for complex applications.
FIX conflicting undo/redo implementations with VueUse + Pinia and DESIGN robust patterns for complex applications.
Create or update system design documents. Supports initial design and incremental design modes. Use when users need technical architecture, API design, data models, design…
Creates an Architecture Decision Record following the Nygard format to document significant technical decisions, their context, and consequences.
Advanced developer onboarding — Architecture Tour (codebase walkthrough by request), anchor files, domain glossary, GitHub Issue onboarding checklist template, knowledge sharing…
Build OpenCode plugins, agents, hooks, and tools. Use when creating, reviewing, or debugging OpenCode extensions.
Specialized Preact development skill for standards-based web applications with native-first architecture and minimal dependency footprint.
Use when planning software development tasks, before writing code or implementation plans - refines rough technical ideas into fully-formed designs through collaborative…
AOSP Part XIV — Device Support. Use when reasoning about per-architecture support (ARM 32/64, x86_64, RISC-V, ABI matrix, toolchains), the QEMU-based Android emulator (AV — from…
Authentication and authorization for Ruby on Rails — Devise + Pundit as the default monolith combo, Rodauth when Devise hits its limits (MFA, WebAuthn, advanced password…
Enter codebase mastery mode before implementation. Use when the user asks to DEVOUR a repo or codebase, learn everything, deeply onboard, map architecture, trace runtime flows,…
Dexie IndexedDB caching layer with Convex sync for local-first architecture. Covers sync hooks, optimistic updates (React state only), cascade deletes, orphan detection, SSR…
Generate Mermaid architecture diagrams from your codebase. Produces C4 context and container diagrams, sequence diagrams for key flows, ER diagrams from database schemas, and…
Identify the scope, boundary context, and necessary components before drawing an architecture diagram.
Generate, validate, and refresh @brainwav/diagram architecture artifacts when repo diagrams, context packs, PR impact, or CI drift evidence is needed.
Create professional diagrams using Mermaid, PlantUML, and other text-based diagram tools. Generate flowcharts, sequence diagrams, architecture diagrams, and more.
Use when user requests diagrams, flowcharts, architecture charts, or visualizations. Also use proactively when explaining systems with 3+ components, complex data flows — from…
Generate Mermaid diagrams from your codebase. Use when you need architecture visualizations.
Multi-format diagram generation from text descriptions. Create Mermaid, PlantUML, D2, and Graphviz diagrams including flowcharts, sequence diagrams, architecture diagrams (C4),…
Render clean blueprint-style SVG diagrams from JSON specs. Use when users ask to draw, sketch, or diagram a request flow, neural net, transformer block, system architecture, state…
Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more.
Master of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation.
Use when drawing architecture diagrams, flowcharts, sequence diagrams, ER diagrams, state machines, network/cloud topologies, system overviews.
Creates Architecture Decision Records for significant architectural decisions. Use when the user wants to create an ADR, make an ADR, record an architecture decision, document…
PR size-based review depth, performance review checklist, architecture conformance checks, and framework-specific review patterns.
Map mission threads and digital dependencies to expose fragility in command-and-control systems. Use when evaluating architecture readiness and failure propagation risk.
Router skill for DiPeO runtime Python code (execution handlers, service architecture, domain models, LLM infrastructure).
Direction Technique pour pilotage stratégique des choix techniques et de l'architecture. Utilise ce skill quand: (1) décisions d'architecture système, (2) choix de stack…
Expert in building and managing thriving Discord communities. Covers server architecture, role systems, bot ecosystems, engagement features, and moderation at scale.
Automatically discover diagram and visualization skills when working with flowcharts, sequence diagrams, architecture diagrams, ER diagrams, Gantt charts, mindmaps, or an — from…
Perform controlled dismantling of rigid system structures while preserving essential capabilities (imaginal discs).
Advanced distributed event patterns for ABP microservices including idempotent handlers, cross-tenant events, event sourcing lite, and saga patterns.
Distributed systems architecture expert covering CAP theorem application, consensus algorithms (Raft, Paxos, PBFT), partition tolerance strategies, distributed transactions (2PC,…
Deep DL-training operational intuition — initialization, optimizer choice (AdamW/Muon/Schedule-Free), decoupled weight decay, LR schedules (cosine/WSD), μP transfer, mixed…
DNA memory system for AI agents: three-layer architecture (working/short-term/long-term) with active forgetting, pattern summarization, reflection loops, and memory associations.
Update DESIGN.md with architecture decisions — the single source of truth for project design
Create Architecture Decision Records (ADR) - Layer 5 artifact documenting architectural decisions with Context-Decision-Consequences format
Periodieke audit van het kennissysteem — los van het taakproces. Voert systeem-checks uit (CLAUDE.md, verwijzingen, drift, verouderde docs) plus brede checks die doc-review niet…
Generate Architecture Decision Records (ADRs) to document significant architectural decisions. Use when making important technical decisions that need documentation.
Generate and update AI-friendly documentation for services following RFC-37 templates. Produces concepts/, features/, getting-started/ content with Mermaid diagrams and C4…
Stress-test a plan, feature, or design against the repo's existing docs, domain language, ADRs, and context files.
Gera e mantém documentação técnica completa de projetos de software: README, architecture.md, flows.md, conventions.md, contributing.md, ADRs e diagramas Mermaid (C4, ERD,…
Token-efficient documentation search using Serena Document Index. 90%+ token savings vs reading full files. Use BEFORE reading README.md or docs/ files.
Synchronizes CLAUDE.md navigation indexes and README.md architecture docs across a repository. Use when asked to "sync docs", "update CLAUDE.md files", "ensure documentation is in…
Render an architecture-review film — a whole system, or one named subsystem, at depth (components, how control and data flow, the idioms, the failure modes, and the trade-offs).