Reviews NetSuite enterprise architecture decisions — SuiteCloud platform design, integration topology (REST/RESTlet/SOAP migration), OneWorld multi-subsidiary layout, SDF project…
Evaluates live NetSuite mutation requests against a structured authorization checklist covering blast-radius, rollback, human decision ownership, and integration posture.
Expert on Shelby Protocol network infrastructure, RPC servers, storage providers, Cavalier implementation, tile architecture, performance optimization, connection management, and…
Conception et déploiement de VPN incluant WireGuard, OpenVPN, IPSec pour les architectures site-to-site et remote access.
Stores and updates Neuland team documentation in Outline via the neuland-outline MCP. Writes clear, professional German prose without version numbers or excessive technical…
Use when automating model architecture design, optimizing hyperparameters, or exploring neural network configurations - covers NAS algorithms, search spaces, Bayesian…
Neural pattern training with SONA (Self-Optimizing Neural Architecture), MoE (Mixture of Experts), and EWC++ for knowledge consolidation.
Neural pattern training with SONA (Self-Optimizing Neural Architecture), MoE (Mixture of Experts), and EWC++ for knowledge consolidation.
Answer questions about a code repository in ~800 tokens instead of loading 50,000+ tokens of raw source.
Scaffold a new Architecture Decision Record in docs/adr/ with the repo's canonical format and the next available sequential number
Scaffold a new architecture document. TOGAF ADM phase-aware (Phase A, B, C-Data, C-Application, D) with per-phase detailed templates loaded on demand.
CQRS dikey dilim (vertical slice) üretir: Command/Query + Handler + Validator + Result + testleri, projenin Clean Architecture + MediatR konvansiyonlarına birebir uyumlu.
Expert guidance for state management in advanced Next.js (App Router) projects: where state should live (server, URL, cookies, server-state cache, store, reducer, local), how to…
Generate a persistent .nexus-map/ knowledge base that lets any AI session instantly understand a codebase's architecture, systems, dependencies, and change hotspots.
Aftermarket cybernetic network device framework. nhero is the umbrella for all pill-dispenser-as-network-device modifications — from Hero Health hardware RE to PyHole DNS-style…
States load-bearing decisions, invariants, and weak points. Use when judging a design change. Do not use for gating; use night-market-change-control.
Domain knowledge for the nightly main-to-dev sync workflow. Covers merge strategy, CI architecture, failure investigation, and known issues.
Neural Integrated Memory Architecture — Graph-based memory with LadybugDB, semantic search, dynamic affect, lazy recall. Production-ready for AI agents. Learn more at nima-core.ai
Implement the NIST Privacy Framework CONTROL function covering CT.DM data management, CT.DP data processing policies and procedures, and CT.PO disassociated processing.
Medical image segmentation with nnU-Net's self-configuring framework — auto-selects architecture, preprocessing, training for any modality.
NocoBase is the most extensible open-source no-code/low-code platform for building business applications.
Midnight node architecture, Substrate runtime, Polkadot SDK, pallets, consensus, AURA, GRANDPA, BEEFY, MMR, ledger storage, ParityDB, transaction lifecycle, ZK proof verification,…
MemPalace — Local AI memory with 96.6% recall. Semantic search, temporal knowledge graph, palace architecture (wings/rooms/drawers). Free, no cloud, no API keys.
Pre-implementation confidence assessment (≥90% required). Use before starting any implementation to verify readiness with duplicate check, architecture compliance, offici — from…
Norway's wealth tax plus dividend tax created Europe's most visible wealth exodus, and the rules were rewritten mid-flight: the old wait-out-five-years exit tax is gone, replaced…
Arquitectura del worker asincrónico de NotiChileC. 5 ciclos run-with-lock, FOR UPDATE SKIP LOCKED para concurrencia, saga coreografía vía DB, at-least-once delivery con dedup,…
Comprehensive procedures for implementing and maintaining Myco's notification system across all architectural layers.
Different Notion integration architectures: CMS (headless blog), task tracker (project management), knowledge base (wiki), form submission handler, and data pipeline source.
Design and implement a production-ready Notion integration architecture with proper layering, caching, error handling, and testing strategies.
Activate when: user says 'nudge,' 'default,' 'opt-in vs opt-out,' 'choice architecture,' or 'why do people know they should but don't?'; user has a behavior gap between intent and…
Guides agents through working with the NVIDIA/SkillSpector codebase (Python, TypeScript, Shell). Use when extending, debugging, or navigating SkillSpector, or when the user…
Architectural style selection decision matrices, trade-off analysis, structural enforcement rules, and combination patterns. Load when choosing or evaluating architecture styles.
Comprehensive architecture patterns, methodologies, quality frameworks, and evaluation methods for solution architects.
25 real-world system design case studies condensed from Alex Xu's System Design Interview Vol 1 and 2 - requirements, architecture, deep dive insights, key takeaways
Structured thought partner for consequential decisions, running John Boyd's OODA loop plus the prescriptive decision corpus: decision theory, game theory, mechanism design,…
LiteLLM-RS Observability Architecture. Covers Prometheus metrics, OpenTelemetry tracing, structured logging, health checks, and alerting integration.
Record an Architecture Decision Record (ADR) in the Vault Core Obsidian vault (vault-obsidian/Architecture Decisions).
Programmatically create and manipulate Obsidian Canvas (.canvas) files using JSON Canvas Spec 1.0. Enables agents to generate visual flowcharts, architecture diagrams, and…
Set up, migrate, or operate an Obsidian vault as an LLM Wiki — a persistent, compounding knowledge base maintained by Claude Code.
Implement Obsidian reference architecture with best-practice project layout. Use when designing new plugins, reviewing project structure, or establishing architecture standards…
Guide to OpenConstructionERP: architecture, modules, API surface and quick start. Use when starting any OpenConstructionERP work, onboarding a user to the platform, or deciding…
OCI Design and operate Exadata Database Service across OCI Dedicated Infrastructure, Exadata Cloud@Customer, Oracle Database@Azure, Oracle Database@Google Cloud, and Oracle…
Drafts FAR 9.5-compliant Organizational Conflict of Interest mitigation plans for federal government contractors.
Design and review OCI multi-cloud architectures connecting Oracle Cloud Infrastructure with AWS, Azure, Google Cloud, on-premises, or SaaS through VPN, FastConnect, Direct…
Build OCI resource inventories and dependency maps using Resource Search, compartments, tags, and cross-service discovery.
Design, review, and stress-test Oracle Cloud Infrastructure solution architectures across identity, compartments, networking, compute, database, storage, observability, security,…
Structured codebase exploration with OCO-backed code intelligence. Auto-activates when the user asks to explore, understand, explain how a module works, a feature, an…
System architecture and API design with multi-AI consensus — use for design reviews and new subsystems
Apply, review, improve, or maintain a repository's Copilot customization with the Ownership-Driven AI Customization Architecture and the latest official GitHub Copilot docs.
Use when building features for the OdontoFlow dental clinic CRM. Covers project patterns, conventions, architecture, and implementation rules.
Expert guidance for Odoo ERP development including Python ORM, XML views, and module architecture
Use when working with OGE task data — creating/editing JSON task files, working with TaskDataService, adding new topics, or debugging task display.
System and solution architecture diagrams in Mermaid for technical audiences - C4 model (Context/Container/Component/Code), architecture-beta cloud/infrastructure diagrams, block…
Foundation skill for ALL Mermaid diagram work. Load this first for any task involving Mermaid syntax, diagrams, flowcharts, process maps, architecture sketches, or visualizing…
Execute Replit-planned tasks with an external coding agent while Replit remains project manager and designer.
Compare a SharePoint library's accessible tags, folders, and views with a supplied information architecture and report drift.
OverKill Hill P³ SharePoint List database architecture reviewer. Use when designing, reviewing, or hardening SharePoint Online Lists used as lightweight databases, contro — from…
Use when reviewing or refactoring React code in pre-RSC projects (classes, hooks, Redux/MobX/observable, Reselect, Immer).
Architecture specialist for software/system design, module and service boundaries, tradeoff analysis, and stakeholder synthesis.
Database specialist for SQL, NoSQL, and vector database modeling, schema design, normalization, indexing, transactions, integrity, concurrency control, backup, capacity planning,…