실제 n8n 워크플로우에서 추출한 검증된 워크플로우 아키텍처 패턴입니다. 새 워크플로우를 구축하거나, 구조를 설계하거나, 성능 최적화가 필요할 때 사용하세요.
이 스킬은 실제 n8n 워크플로우에서 수집한 검증된 워크플로우 아키텍처 패턴을 제공하는 개발자 도구입니다. 사용자가 새 워크플로우를 만들거나, 워크플로우 구조를 설계하거나, 특정 패턴(웹훅 처리, HTTP API 통합, 데이터베이스 연산, AI 에이전트 워크플로우, 배치 처리, 예약 작업)에 대해 질문할 때 자동으로 참조됩니다. 특히 사용자가 명시적으로 '패턴'이라는 단어를 언급하지 않더라도, n8n 워크플로우 생성, 프로세스 자동화, 서비스 연결과 관련된 모든 요청에서 활성화됩니다. 또한 느린 워크플로우 최적화나 대용량 항목 처리 속도 향상(노드 수, 배치 크기, 모든 항목 vs. 항목별 처리)에도 활용할 수 있습니다. Claude Code, Cursor, Codex 등 다양한 AI 에이전트 플랫폼에서 지원되며, SKILL.md 문서에 상세 패턴 설명이 포함되어 있습니다.
npx skills add https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-workflow-patterns실제 n8n 워크플로우에서 추출한 검증된 워크플로우 아키텍처 패턴입니다. 새 워크플로우를 구축하거나, 워크플로우 구조를 설계하거나, 패턴을 선택하거나, 아키텍처를 계획할 때 사용하세요. 웹훅 처리, HTTP API 통합, 데이터베이스 연산, AI 에이전트 워크플로우, 배치 처리, 예약 작업에 대한 질문이 있을 때도 활용하세요. 사용자가 n8n 워크플로우를 생성, 구축, 설계하거나, 프로세스를 자동화하거나, 서비스를 연결하라고 요청할 때 — 명시적으로 '패턴'을 언급하지 않더라도 — 항상 이 스킬을 참조하세요. 웹훅, API, 데이터베이스, AI, 배치 처리, 예약 자동화 아키텍처를 다룹니다. 느린 워크플로우를 최적화하거나 대용량 항목 처리(노드 수, batchSize, 모든 항목 vs. 항목별 처리) 속도를 높일 때도 사용하세요.
This repo contains 6 individual skills — each has its own dedicated page.
Write JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with this.helpers / the $helpers global, working with dates using DateTime, troubleshooting Code node errors, choosing between Code node modes, or doing any custom data transformation in n8n. Always use this skill when a workflow needs a Code node — whether for data aggregation, filtering, API calls, format conversion, batch processing logic, or any custom JavaScript. Covers SplitInBatches loop patterns, cross-iteration data, pairedItem, and real-world production patterns. Also use when asked why a Code node or workflow is slow, which execution mode is faster, or how to cut per-item overhead on large datasets. EXCEPTION — for the AI-agent-callable Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode, a tool attached to an AI Agent), use the n8n-code-tool skill instead; it has a different runtime contract.
Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes. Use this skill when the user specifically requests Python for an n8n Code node. Note — JavaScript is recommended for 95% of use cases — only use Python when the user explicitly prefers it or the task requires Python-specific standard library capabilities (regex, hashlib, statistics). EXCEPTION — for Python in the AI-agent-callable Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode), use the n8n-code-tool skill instead (input is _query, return must be a string).
Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting expression errors, mapping data between nodes, or referencing webhook data in workflows. Use this skill whenever configuring node fields that reference data from previous nodes — expressions are how n8n passes data between nodes, and getting the syntax wrong is the most common source of workflow errors. Also use when asked whether a complex expression hurts performance.
Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides tool selection guidance, parameter formats, and common patterns. IMPORTANT — Always consult this skill before calling any n8n-mcp tool — it prevents common mistakes like wrong nodeType formats, incorrect parameter structures, and inefficient tool usage. If the user mentions n8n, workflows, nodes, or automation and you have n8n MCP tools available, use this skill first.
Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning common configuration patterns by node type. Always use this skill when setting up node parameters — it explains which fields are required for each operation, how displayOptions control field visibility, and when to use patchNodeField for surgical edits vs full node updates.
Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, or need help understanding validation results. Also use when asking about validation profiles, error types, the validation loop process, or auto-fix capabilities. Consult this skill whenever a validate_node or validate_workflow call returns errors or warnings — it knows which warnings are false positives and which errors need real fixes.
ElevenLabs text-to-speech with mac-style say UX.
Oracle CLI second-model review/debug/refactor/design with selected files, dry-run token checks, API or browser engine.
Capture and automate macOS UI with the Peekaboo CLI.
Generate multiple radically different interface designs for a module using parallel sub-agents. Use when user wants to design an API, explore interface options, compare module shapes, or mentions "design it twice".
Build a throwaway prototype to flesh out a design — a runnable terminal app for state/business-logic questions, or several radically different UI variations toggleable from one route.
Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".