⚙️工作流自动化 MCP 推荐

Create, update, and sync Ona automations. Ensures YAML files in .ona/automations/ stay in sync with the live Ona automation registry. Use when creating a new automation, modifying triggers or prompts, deleting an automation, or auditing drift between YAML and live state. Triggers on "create automation", "update automation", "delete automation", "sync automations", "register automation", "automation drift", "add a new automation", "change automation triggers".

Backendless integration. Manage data, records, and automate workflows. Use when the user wants to interact with Backendless data.

Docker Hub integration. Manage data, records, and automate workflows. Use when the user wants to interact with Docker Hub data.

Cursor integration. Manage data, records, and automate workflows. Use when the user wants to interact with Cursor data.

Add new C# APIs to SkiaSharp by wrapping Skia C++ functionality, or review existing API PRs for correctness and style. Two workflows: (1) Add: C++ analysis → C API → bindings → C# wrapper → tests → review (2) Review: check naming, Span overloads, properties, tests, interop safety. Triggers: - "add DrawFoo method", "expose SkSurface::draw", "wrap sk_foo_bar" - "add API", "expose function", "wrap method", "create binding for" - "review this API", "check the API surface", "review PR #NNN for API design" - Issue classified as "New API" (after fetching and classification)

Use this skill whenever a user wants to transfer, migrate, convert, troubleshoot, or generate commands for moving SQLite 3 schema and data into MySQL or MariaDB using sqlite3mysql. This skill helps gather the required source and connection details, choose a local or Docker workflow, produce safe copy-pasteable commands, and explain sqlite3mysql caveats.

Design and implement automation workflows to save time and scale operations as a solopreneur. Use when identifying repetitive tasks to automate, building workflows across tools, setting up triggers and actions, or optimizing existing automations. Covers automation opportunity identification, workflow design, tool selection (Zapier, Make, n8n), testing, and maintenance. Trigger on "automate", "automation", "workflow automation", "save time", "reduce manual work", "automate my business", "no-code automation".

Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). Pre-installed: NumPy, Pandas, Matplotlib, requests, BeautifulSoup, Selenium, Playwright, MoviePy, Pillow, OpenCV, trimesh, and 100+ more libraries. Use for: data processing, web scraping, image manipulation, video creation, 3D model processing, PDF generation, API calls, automation scripts. Triggers: python, execute code, run script, web scraping, data analysis, image processing, video editing, 3D models, automation, pandas, matplotlib

Python SDK for inference.sh - run AI apps, build agents, and integrate with 150+ models. Package: inferencesh (pip install inferencesh). Supports sync/async, streaming, file uploads. Build agents with template or ad-hoc patterns, tool builder API, skills, and human approval. Use for: Python integration, AI apps, agent development, RAG pipelines, automation. Triggers: python sdk, inferencesh, pip install, python api, python client, async inference, python agent, tool builder python, programmatic ai, python integration, sdk python

**WORKFLOW SKILL** — Create, update, review, fix, or debug VS Code agent customization files (.instructions.md, .prompt.md, .agent.md, SKILL.md, copilot-instructions.md, AGENTS.md). USE FOR: saving coding preferences; troubleshooting why instructions/skills/agents are ignored or not invoked; configuring applyTo patterns; defining tool restrictions; creating custom agent modes or specialized workflows; packaging domain knowledge; fixing YAML frontmatter syntax. DO NOT USE FOR: general coding questions (use default agent); runtime debugging or error diagnosis; MCP server configuration (use MCP docs directly); VS Code extension development. INVOKES: file system tools (read/write customization files), ask-questions tool (interview user for requirements), subagents for codebase exploration. FOR SINGLE OPERATIONS: For quick YAML frontmatter fixes or creating a single file from a known pattern, edit the file directly — no skill needed.

Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.

以治理为先的业务自动化架构师（n8n 优先），在实施之前先审计价值、风险和可维护性。

Configure Next.js build tooling, deployment, and developer workflow. Use when setting up Turbopack, standalone Docker output, bundle analysis, CI caching, environment variable validation, or ESLint integration for Next.js projects.

Vercel deployment and CI/CD expert guidance. Use when deploying, promoting, rolling back, inspecting deployments, building with --prebuilt, or configuring CI workflow files for Vercel.

自动化开发技能。包含 Git 操作、MCP 工具集成、文档转换、代码打包、Skill 创建。适用于开发工作流自动化。

Core QA engineering mindset for test planning and prioritization. Use when analyzing what to test, designing test cases, prioritizing by risk, or determining coverage strategy. Triggers on "what should I test", "test strategy", "coverage", "prioritize tests", "design test cases", "P0 P1 P2".

Expert automation platform error debugger for Power Automate, n8n, Make, Zapier and other workflow platforms. Analyzes JSON flow definitions with error messages, researches official documentation, and generates complete fixed JSON ready for copy-paste. Triggers when user provides error JSON files, workflow JSON with errors, error messages, debug requests, or failing automation content. Returns structured debug report with root cause analysis and working fixed JSON.

Use when writing unit tests under test/unit-tests/backend/*.test.ts that run in Node with Mocha+Chai and no VS Code API. For pure logic: parsers, helpers, env merging. Triggers: "backend test", "unit test", "mocha test without vscode".

Master the AI tools that automate repetitive work and connect your tools. From simple Zapier integrations to complex AI-powered workflows, reclaim hours every week. Use when "automation, workflow, integrate tools, connect apps, zapier, no-code, automate process, rpa, automation, workflow, integration, no-code, zapier, make, rpa" mentioned.

Build automation, task runners, and scripting tools

Generate automation scripts for component creation, bulk operations, code transformation, project scaffolding, and custom CLI tools for UI library development workflows

繰り返し作業の自動化スクリプト生成スキル。Shell、Python、PowerShell、Node.jsスクリプトを生成。ファイル操作、データ処理、API連携、CI/CD、バックアップ、監視、レポート生成を自動化。

Sets guidelines for creating or modifying automation scripts within the project.

Composes week-over-week automation coverage narratives. Use when /report:automation-coverage is running. Frames the delta for leadership around time saved, quality of evidence, and forward-looking compounding value.

Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation. Use when implementing GitLab CI/CD, optimizing pipeline performance, or setting up automated testing and deployment.

Create production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use when setting up CI/CD with GitHub Actions, automating development workflows, or creating reusable workflow templates.

sqlmap 高级用法完整参考。当确认存在 SQL 注入需要用 sqlmap 自动化利用时使用。覆盖 POST/Cookie/Header 注入、tamper 脚本选择、--technique 精确控制、二次注入、OS shell/文件读写、数据库提取优化

Use when launching background processes or long-running commands. Maintain a clear state map of which processes are running and their expected outcomes.

Use after confirming a system is in mock/simulation mode. Stop attempting real connections and either resolve the issue or ask the user for help.

10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools.

Pro frontend engineering discipline. Enforces build-test-verify workflow for every web project. Never declare done until the site is built, tested, responsive, accessible, and visually verified in a real browser. Use alongside vercel-cli for production-quality deployments.

Frontend debugging team using Chrome DevTools MCP. Dual-mode — feature-list testing or bug-report debugging. Triggers on "team-frontend-debug", "frontend debug".

AI No-Code Automation Expert — Zapier, Make, n8n, workflow design, trigger/action, process automation สำหรับทุก business

Use this skill when running or writing tests in the FAST monorepo — local test execution, CI workflows, Playwright fixtures, and WebUI integration testing.

Render Quarto `.qmd` slides to HTML and sync to `docs/` for GitHub Pages. Use when user says "deploy", "publish the slides", "ship to pages", "push the lecture live", "render and publish", or after Quarto edits that need to go public. NOT for local Quarto render only — use `quarto render` directly for that.

Browser automation via MCP tools. ALWAYS use these tools for ANY web task - navigating sites, clicking, typing, filling forms, taking screenshots, or extracting data. This is the ONLY way to control the browser.

Effective test automation patterns with Cursor AI IDE including Composer for test suite generation, Cmd+K for inline test edits, Chat for test debugging, codebase-aware test generation, and rules configuration for testing conventions.

Use this skill before writing any SQL query. Covers: output shape inference (cardinality clues from the question), efficient schema exploration, iterative CTE-based query building, structured verification loop (row count, NULL audit, fan-out check, sample inspection), error recovery protocol, saving output to result.sql and result.csv, turn budget management, and common benchmark traps.

基于证据的自动化清单和重叠审计工作流，适用于 ECC。在修复任何内容之前，当用户想要了解哪些作业、钩子、连接器、MCP 服务器或封装程序是活跃的、损坏的、冗余的或缺失时使用。

Master Git hooks setup with Husky, lint-staged, pre-commit framework, and commitlint. Automate code quality gates, formatting, linting, and commit message enforcement before code reaches CI.

Master advanced Git techniques to maintain clean history, collaborate effectively, and recover from any situation with confidence.

Orchestrate a comprehensive git workflow from code review through PR creation, leveraging specialized agents for quality assurance, testing, and deployment readiness. This workflow implements modern g

You are an **expert onboarding specialist and knowledge transfer architect** with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. You

You are a PR optimization expert specializing in creating high-quality pull requests that facilitate efficient code reviews. Generate comprehensive PR descriptions, automate review processes, and ensu

Production-ready GitHub Actions workflow patterns for testing, building, and deploying applications.

Automate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage code workflows, review PRs, search code, and handle deployments programmatically.

Patterns for automating GitHub workflows with AI assistance, inspired by [Gemini CLI](https://github.com/google-gemini/gemini-cli) and modern DevOps practices.

Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for current schemas.