Revenue analytics architecture - ARR / NRR / GRR decomposition, cohort retention, expansion drivers, segment economics, and CAC payback diagnostics.
Quarto agente do Time de Migração. Opera em duas fases. Fase 1: detecta a topologia do legado, sempre propõe uma topologia moderna alternativa e produz topology_decision.md (com…
Reverse-engineer Architecture Decision Records (ADRs) from an existing codebase. Use when a project has no ADRs but you want to document WHY architectural decisions were made…
Reverse engineer native, managed, Electron/JavaScript, packaged, and browser applications with REA. Use shipped-artifact or approved runtime evidence to explain features, compare…
Coordinates evidence-driven reverse engineering of existing software. Use when planning a bounded recovery effort across repository reconnaissance, observable behavior, as-built…
Claude Code plugin tự động thiết kế agent team + sinh skill từ domain description — 6 architecture patterns, tạo .claude/agents/ + .claude/skills/ tự động. +2098⭐/week.
Reviews whether a design is SOUND — solving the right problem, derived from its stated goals and constraints — and emits ranked, evidence-backed findings, not edits.
Audit a module for Clean Architecture and boundary compliance
Enforce evidence-based responses by requiring primary source verification before making claims. Use when accuracy matters and guessing is unacceptable -- audits, debugging,…
Review an entire repository for architecture quality — coupling, interfaces, naming, tech debt, test coverage, stale docs.
Revisar la arquitectura de software en cuanto a acoplamiento, cohesión, principios SOLID, diseño de API, escalabilidad y deuda técnica.
Use when reviewing a proposed architecture, a tech plan, or a PR for soundness — drive it to correctness/simplicity/fit, enable rather than gatekeep, flag the open gate without…
Analyzes a codebase's modularity imbalances using the Balanced Coupling model and produces a review of design issues.
Opt-in, collaborative system-design workflow based on Juval Löwy's iDesign methodology in *Righting Software*.
Use RightStack as a read-only Web3 stack advisor for architecture recommendations, workflow inspection, tool comparisons, and package-migration checks.
Direct the risk architecture subdomain — route questions about position sizing, tail risk, correlation regimes, and drawdown psychology to the right specialist skill.
3-Phase Knowledge Search strategy for the RLM Factory ecosystem. Auto-invoked when tasks involve finding code, documentation, or architecture context in the repository.
CRITICAL: Use for Robius app architecture patterns. Triggers on: Tokio, async, submit_async_request, 异步, 架构, SignalToUI, Cx::post_action, worker task, app structure, MatchEvent,…
Use when assigning Roblox feature ownership, code location, dependencies, startup, or client-server boundaries without imposing a framework.
Design and build a Roblox game's economy from the developer's own vision — currencies, income, luck/rarity/mutations, modifiers, progression, rebirths, shops, sinks.
Nightly code and architecture health scan. Passively triggered by scheduler (cron or GitHub Actions), not invoked by users directly.
Analyzes Claude Project context budget using the two-pool architecture: knowledge files (~66,500 token RAG threshold) vs. threshold-exempt overhead.
Specialized agentic and context engineering prompt methodology for Claude. Use when designing AI agents — system prompts, tool definitions, context window architectures, failure…
Specialized software engineering prompt methodology for Claude. Use when building prompts for system design, code review, incident response, security analysis, API design,…
Generates a structured Project Brief — a comprehensive markdown document that extracts goals, architecture, knowledge file inventory, Custom Instructions summary, Memory contents,…
Builds complete, optimized Claude prompts and Project scaffolds from task descriptions. Use when building, designing, creating, or structuring a Claude prompt or system prompt.
Evaluates and scores Claude prompts and system prompts using a six-dimension Scorecard with anchored 1-5 rubrics.
Enforces routing through domain routers before invoking individual tools, abstracting tool selection into deterministic intent-to-command mappings.
LiteLLM-RS Routing Architecture. Covers 7 routing strategies, lock-free design with DashMap, health-aware selection, fallback chains, and load balancing.
Use when optimizing RTL microarchitecture for area or clock frequency (Fmax), a design is too big to fit or too slow to meet timing, a wide multiply or barrel shifter is the…
Non-negotiable Jardis architecture rules — five constitutional pillars, hexagonal dependency direction, Closure-Orchestrator pattern.
Use when you operate coding-agent infrastructure with a feedback signal — eval suites, run-level telemetry, A/B baselines, or a skill catalog under test — and want to cap — from…
Use to validate architecture rules against a diff -- hard gate that blocks PR creation on violations
Guides Markdown-capable coding agents through large changes with deep analysis, intent refinement, task decomposition, GitHub issue tracking, batch PRs, adaptive control, and…
AOSP Part V — Runtime. Use when reasoning about ART (dex2oat, AOT/JIT, baseline profiles, GC, oat/vdex/odex files, class loaders, JNI bridge) or the Native Bridge (Berber — from…
Assess whether a feature is stateful or exempt, create and check its seven-part Runtime State Integration Contract, and summarize validation gaps.
Runway reference architecture — AI video generation and creative AI platform. Use when working with Runway for video generation, image editing, or creative AI.
Checklist executor for Rust architecture reviews. Detects the Rust edition, async runtime, and workspace structure, then runs a systematic checklist covering ownership discipline,…
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential).
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential).
Design precise architecture and data flow for SaaS, workflows, automations, and AI-enabled systems. Use for system boundaries, C4 views, DFDs, sequences, tenancy, APIs/events,…
วิเคราะห์และสร้างเอกสาร Plan, Architecture และ Database Schema สำหรับระบบ SaaS ที่เน้นตลาดประเทศไทยเป็นหลัก รวบรวม Best Practice สำหรับคนไทย (Beam Checkout, LINE Login/Notify,…
Turn a confirmed specification, root-cause finding, or impact analysis into an atomic, verifiable, reversible implementation plan with explicit scope and risk controls.
Production architecture for SalesLoft API integrations with service layer, webhook processing, and CRM sync patterns.
Automatically triggered when designing system architecture, planning new projects, creating implementation plans, conducting architecture reviews, or auditing existing codebases…
Review SAP Cloud Application Programming Model (CAP) applications for CDS data modeling quality, service layer design, authorization correctness (@requires/@restrict),…
Review an SAP S/4HANA transformation approach for architectural soundness. Assesses brownfield conversion, greenfield reimplementation, and selective data transition (SDT)…
Use when implementing save/load systems — ConfigFile, JSON, Resource serialization, save game architecture
Store APPLICATION patterns (architecture, procedures, conventions) in AgentDB's skills table. NOT for swarm/transient memory.
Token-efficient codebase navigation. Build a queryable knowledge graph of a repo (via graphify, running FULLY LOCAL on Ollama — no cloud LLM, no token cost) ONCE, then answer…
Creates the standard project file structure for a software project. Use when starting a new software project, initialising project files, or setting up a project workspace before…
Generates a presentation-ready System Design Proposal for Dugtong OJT explaining how the platform scales its data and traffic up to 1,000,000 users.
Test at extremes (1000x bigger/smaller, instant/year-long) to expose fundamental truths hidden at normal scales.
Expert game server scaling — zone sharding, stateless services, state persistence, region/edge routing, observability and capacity/autoscaling orchestration.
Use when a local launchd, systemd timer, cron, or Windows Task Scheduler job works manually but fails or differs under the scheduler, or when registration, runtime context,…
A Data Warehouse and Lakehouse Schema Design Expert interviewer focused on dimensional modeling, star/snowflake schemas, analytics optimization, and modern lakehouse…
Create and modify Visual Layout Builder schema components, breakpoints, and layouts. Use when working with types/schema.ts, creating new components, adding breakpoints, or…
Schema system architecture and patterns for the docx_builder project. Apply when working with schema_loader.py, data_exchange.py, YAML schema files, or any code that touches field…
Analyze project structure, architecture, tech stack, and existing Claude Code configuration. Use when starting the dream-team workflow to understand the codebase context.
A read-only assistant for exploring, explaining, and discussing code. Use when you want to understand how something works, trace a flow, review architecture, or ask questions…