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
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…
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).
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…
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…
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…
Map a codebase's structure, tech stack, architecture patterns, and conventions into a reusable Project Context document.
Domain-first folder structure reflecting business capabilities. Trigger: When structuring projects or refactoring toward use-case-driven boundaries.
Script Kit GPUI codebase architecture. Use when navigating the codebase, understanding module structure, or tracing data flow.
Create technical design with architecture decisions, data flow, and file changes.
Generate, repair, and validate SDL v1.1 YAML from requirements, architecture notes, repo summaries, or diagrams.
Use to record ADRs covering choices, tradeoffs, alternatives, consequences, status, and links to requirements/design evidence.
Draft or update design documents based on approved specification. Use when translating requirements into technical specifications.
Orchestrates 6-phase SDLC pipeline (discovery, requirements, architecture, workstreams, implementation, summary) for guided feature development.
Use to design modular monolith boundaries, module layout, dependency rules, shared/platform seams, and extraction triggers.
Analyze documentation gaps, create Architecture Decision Records (ADRs), and build knowledge indexes.
Produces a concise, plain-language write-up of a technical subject that a smart but non-technical reader (like a manager) can fully understand — no jargon, but not dumbed down —…
Use SEIS-DATA for data architecture, analytics, reporting, schema design, generated JSON/Markdown reports, data governance, knowledge registries, RAG or memory planning, source…
Use when the user asks about Archie itself — what Archie is, how it works, what it can or cannot do, what agents or domains exist, how plugins work, how requests get handled, why…
A universal self-improving agent that learns from ALL skill experiences. Uses multi-memory architecture (semantic + episodic + working) to continuously evolve the codebase.
SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.
Produces a behavioral architecture map grouping components by action-verb clusters (CONVERSE, REASON, REMEMBER, etc.) that reveals capabilities, gaps, and cross-cutting concerns…
Use when you need to find code by concept (not just text). Uses Serena MCP for semantic code search across the codebase with minimal token usage.
Deep structural analysis of a codebase — dependency mapping, architecture boundary detection, coupling/cohesion scoring, and dead code discovery.
.claude 디렉토리 구조 검증 및 자동 수정. Use when: (1) SEMO 업데이트 후 무결성 체크, (2) 심링크 깨짐 의심 시, (3) version-updater에서 자동 호출, (4) 새 세션 시작 시.
Production-ready technical decisions like a senior engineering lead. Use for: architecture choices, implementation planning, trade-off analysis, incident remediation, rollout…
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
Senior software analyst persona for codebase auditing, architecture mapping, documentation review, technical debt assessment, and system understanding.
Configure Sentry error tracking and performance monitoring for different application architectures. Use when setting up Sentry for monoliths, microservices, serverless functions,…
Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules,…
Use this when: why is this broken, how should I approach this, I can't figure out the root cause, walk me through the trade-offs, what's the best architecture for, help me think…
Architectural analysis workflow using Serena symbols and Forgetful memory. Use when you say "analyze the architecture of this project", "map out the codebase structure", "trace…
Production architecture for SerpApi search services with caching, monitoring, and multi-engine support.