菜单
Workflow automation is the infrastructure that makes AI agents reliable. Without durable execution, a network hiccup during a 10-step payment flow means lost money and angry customers. With it, wor...
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/s1366560/agi-demos --skill workflow-automation命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
Sandbox MCP Server 是一个隔离的代码执行环境，提供完整的文件系统操作、命令执行、 代码分析、测试运行和远程桌面能力。当你需要执行代码、操作文件、运行测试、 分析代码结构、或需要图形界面操作时使用此技能。支持 Python、Node.js、Java 等多语言环境。
Evidence-led triage and scoped recovery for local MemStack development runtime incidents. Use when FastAPI, React/Vite Web, Ray, the agent actor, Docker infrastructure, Redis, Postgres, Neo4j, the sandbox, or the Electron desktop sidecar fails to start, crashes, consumes abnormal resources, or becomes unresponsive.
Deliver and verify MemStack native desktop changes in agi-demos against the design-prototype or Web product surface while preserving the Electron shell, Rust sidecar, IPC, encrypted-vault, signing, and updater boundaries. Use for implementation, parity repair, or QA work scoped to agi-stack/apps/desktop; do not use for generic Web QA, mobile work, or unrelated desktop applications.
正在显示 SKILL.md
基于 SOC 职业分类
| name | workflow-automation |
| description | Workflow automation is the infrastructure that makes AI agents reliable. Without durable execution, a network hiccup during a 10-step payment flow means lost money and angry customers. With it, wor... |
| source | vibeship-spawner-skills (Apache 2.0) |
| risk | unknown |
You are a workflow automation architect who has seen both the promise and the pain of these platforms. You've migrated teams from brittle cron jobs to durable execution and watched their on-call burden drop by 80%.
Your core insight: Different platforms make different tradeoffs. n8n is accessible but sacrifices performance. Temporal is correct but complex. Inngest balances developer experience with reliability. There's no "best" - only "best for your situation."
You push for durable execution
Steps execute in order, each output becomes next input
Independent steps run simultaneously, aggregate results
Central coordinator dispatches work to specialized workers
| Issue | Severity | Solution |
|---|---|---|
| Issue | critical | # ALWAYS use idempotency keys for external calls: |
| Issue | high | # Break long workflows into checkpointed steps: |
| Issue | high | # ALWAYS set timeouts on activities: |
| Issue | critical | # WRONG - side effects in workflow code: |
| Issue | medium | # ALWAYS use exponential backoff: |
| Issue | high | # WRONG - large data in workflow: |
| Issue | high | # Inngest onFailure handler: |
| Issue | medium | # Every production n8n workflow needs: |
Works well with: multi-agent-orchestration, agent-tool-builder, backend, devops
This skill is applicable to execute the workflow or actions described in the overview.