python-patterns
Pythonic ๆฏ็จๆณใPEP 8 ๆ ๅใ็ฑปๅๆ็คบ๏ผไปฅๅๆๅปบ็จณๅฅใ้ซๆไธๅฏ็ปดๆค Python ๅบ็จ็ๆไฝณๅฎ่ทตใ
Pythonic ๆฏ็จๆณใPEP 8 ๆ ๅใ็ฑปๅๆ็คบ๏ผไปฅๅๆๅปบ็จณๅฅใ้ซๆไธๅฏ็ปดๆค Python ๅบ็จ็ๆไฝณๅฎ่ทตใ
ๅปบ่ฎฎๅจ้ป่พ้ด้่ฟ่กๆๅจไธไธๆๅ็ผฉ๏ผContext Compaction๏ผ๏ผไปฅไพฟๅจไปปๅก้ถๆฎตไธญไฟ็ไธไธๆ๏ผ่ไธๆฏไพ่ตไปปๆ็่ชๅจๅ็ผฉใ
ๅปบ่ฎฎๅจ้ป่พ้ด้ๅค่ฟ่กๆๅจๅ็ผฉ๏ผManual Compaction๏ผ๏ผไปฅๅจๆดไธชไปปๅก้ถๆฎตไฟๆไธไธๆ๏ผContext๏ผ๏ผ่้้ๆ็่ชๅจๅ็ผฉใ
Orchestrates BMAD workflows for structured AI-driven development. Use when initializing BMAD in projects, checking workflow status, or routing between 4 phases (Analysis, Planning, Solutioning, Implementation). Manages project configs, tracks progress through project levels 0-4, and coordinates with specialized workflows. Trigger on /workflow-init, /workflow-status, or when users need BMAD setup.
Designs system architecture, selects tech stacks, defines components and interfaces, addresses non-functional requirements. Trigger words - architecture, system design, tech stack, components, scalability, security, API design, data model, NFR, patterns, microservices, monolith
System architecture and technical design specialist
Plan safe refactors using blast radius and dependency mapping
Creates or replans 3-7 Epics from scope using Decompose-First pattern. Use when initiative needs Epic-level breakdown or Epic scope changed.
Generates .NET Clean Architecture backend structure from entity definitions. Use when bootstrapping .NET backend projects.
Configures global exception handling middleware. Use when adding centralized error handling to .NET or Python backends.
quant.cpp์ ๋ค์ WBS ํญ๋ชฉ์ ์์จ์ ์ผ๋ก ๊ตฌํํ๋ค. Karpathy ๋ฃจํ ํจํด: score โ implement โ score โ commit/revert. '๊ฐ๋ฐํด์ค', '๋ค์ ํญ๋ชฉ ๊ตฌํ', '๋ค์ WBS', 'develop', ํน์ ๋ชจ๋๋ช (polar, qjl ๋ฑ) ์ธ๊ธ ์ ์ฌ์ฉ.
Scaffolds new React projects or restructures monoliths to component-based architecture. Use when setting up frontend structure.
Reduces JS/TS bundle size via tree-shaking, code splitting, and unused dependency removal. Use when optimizing frontend bundle size.
Creates, replans, or appends 5-10 Stories per Epic with standards research and multi-epic routing. Use when Epic needs Story decomposition.
Upgrades .NET NuGet packages with breaking change handling. Use when updating .NET dependencies.
Upgrades Python pip/poetry/pipenv dependencies with breaking change handling. Use when updating Python dependencies.
Upgrades dependencies across all detected package managers. Use when updating npm, NuGet, or pip packages project-wide.
Configures structured JSON logging with Serilog (.NET) or structlog (Python). Use when adding logging to backend projects.
Cancer Therapy Design - Design cancer therapy: identify targets, find drugs, check safety, and analyze differential expression. Use this skill for oncology tasks involving get associated targets by disease efoId get associated drugs by target name get adverse reactions by drug name tcga differential expression analysis. Combines 4 tools from 3 SCP server(s).
Computational Analysis via Code Execution - Execute custom computational analysis code, analyze software, and search for reference implementations. Use this skill for computational science tasks involving exec code software analysis search dataset search literature. Combines 4 tools from 2 SCP server(s).
Convert laboratory protocols to executable JSON format using Thoth-OP for automated lab equipment control.