⚙️工作流自动化 MCP 推荐

Ultimate toolbox to connect your LLM to popular productivity tools such as Monday, AirTable, Slack

An MCP server that provides lets you make outbound phone calls using your own phone number

Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."

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.

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

Orchestrates macro-level UI architecture, complex Jetpack Compose structures, and screen-to-screen flows. Use this skill to implement adaptive layouts (WindowSizeClass), migrate to type-safe Navigation Compose graphs, design cross-module Design Systems, wire complex screen-level state (MVI/MVVM), or orchestrate deep links and multi-screen workflows.

Implements a custom automation process action in Xperience by Kentico. Reviews project conventions and the action API, confirms the action's behavior and properties with the user, then emits the action class, the optional properties class with form-component annotations, and the assembly-level RegisterAutomationAction registration.

Jest testing patterns, factory functions, mocking strategies, and TDD workflow. Use when writing unit tests, creating test factories, or following TDD red-green-refactor cycle.

Reviews UI/frontend code and tells you exactly why it "looks AI-generated" — then how to fix it. Use it when a React/Tailwind/HTML interface looks off, generic, or unfinished, when you want a design score before shipping, or when asked to make UI look more professional, polished, or...

Structures git workflow practices. Use when making any code change. Use when committing, branching, resolving conflicts, or when you need to organize work across multiple parallel streams.

Agentic end-to-end testing for LobeHub: backend verification via the CLI, frontend verification via agent-browser (Electron), full-stack verification in the browser, and bot-channel verification via osascript. Local-first today, designed to extend to cloud automation. Triggers on 'cli test', 'test with cli', 'verify with cli', 'backend test with cli', 'local test', 'test in electron', 'test desktop', 'test bot', 'bot test', 'test in discord', 'test in telegram', 'test in slack', 'test in wechat', 'test in weixin', 'test in lark', 'test in feishu', 'test in qq', 'manual test', 'osascript', 'test report', or any local end-to-end verification task.

MUST USE for frontend/web UI/UX/visual work: building, styling, redesigning pages/components, React setup, performance audits, visual QA, taste, and polish. Routes four rulesets: design taste router and brand references; perfection for Playwright/Chromium Lighthouse/Core Web Vitals; ui-ux-db palettes/fonts/guidelines; designpowers personas/accessibility/critique/handoff. Triggers: frontend, UI, UX, design, redesign, styling, layout, animation, motion, premium, luxury, minimal, brutalist, Awwwards, DESIGN.md, mockup, React, Lighthouse, accessibility, WCAG, Core Web Vitals, looks generic, make it pretty, like X brand.

MUST USE for frontend/web UI/UX/visual work: building, styling, redesigning pages/components, React setup, performance audits, visual QA, taste, and polish. Routes four rulesets: design taste router and brand references; perfection for Playwright/Chromium Lighthouse/Core Web Vitals; ui-ux-db palettes/fonts/guidelines; designpowers personas/accessibility/critique/handoff. Triggers: frontend, UI, UX, design, redesign, styling, layout, animation, motion, premium, luxury, minimal, brutalist, Awwwards, DESIGN.md, mockup, React, Lighthouse, accessibility, WCAG, Core Web Vitals, looks generic, make it pretty, like X brand.

Audit and fix visual hierarchy, spacing, color, and depth in web UIs. Use when the user mentions "my UI looks off" (or amateur/unprofessional), "fix the design", "Tailwind styling", "color palette", "visual hierarchy", "design system", "spacing scale", or "component styling". Also trigger when building consistent design tokens, creating dark mode themes, improving data-visualization clarity, or polishing UI details before launch. Covers grayscale-first workflow, constrained design scales, shadows, and component styling. For typeface selection, see web-typography. For usability audits, see ux-heuristics.

Use when extracting, formatting, refreshing, or investigating a read-only formatted snapshot of the installed Cursor.app bundle under .cursor-app-formatted; includes git-ignore rules, snapshot generation workflow, and the rule to inspect formatted code without patching either the snapshot code or the installed app.

caddy-security repository testing and CI workflow guidance, including Go test command selection, Makefile report targets, Caddyfile parser/adapt fixture tests, runtime resolution fixtures, coverage artifacts, and GitHub Actions build/release/CLA behavior. Use when choosing or running tests, adding or updating test coverage, interpreting CI failures, reproducing GitHub Actions locally, or documenting validation for this Go/Caddy module.

Review a GitHub PR's UI/UX changes by launching the MLflow web app, driving a headless agent-browser over the changed surfaces, and writing a Markdown UI-review comment body (findings + screenshots) for the workflow to post.

SQLiteCpp CI workflow patterns. Use for GitHub Actions, AppVeyor, Travis, matrices, or test steps.

Post-implementation review orchestrator. Launches 5 parallel background sub-agents: Oracle (goal/constraint verification), Oracle (code quality), Oracle (security), unspecified-high (hands-on QA execution), unspecified-high (context mining from GitHub/git/Slack/Notion). All must pass for review to pass. MUST USE after completing any significant implementation work. Triggers: 'review work', 'review my work', 'review changes', 'QA my work', 'verify implementation', 'check my work', 'validate changes', 'post-implementation review'.

Use when 下流チャンネルリポジトリで youtube-channels-automation を upstream 最新リリースに追従させたいとき。「追従」「アップグレード」「最新版に上げて」「v5.x.y に上げて」「automation-update」「automation を更新」「skills sync 含めて更新」など、`pyproject.toml` の pin bump → `uv lock` → `yt-skills sync` → 動作確認 → コミットまでを 1 コマンドで回したい場面で使用する。GitHub Release 本文と `CHANGELOG.md` から累積影響を要約し、local fix 衝突や破壊的操作の前で人間に確認を求める AI 主導 wizard。

SQLiteCpp change workflow checklists for API, tests, build files, and CHANGELOG updates. Use when adding a method or class, editing build files, or writing a CHANGELOG entry for a PR.

Audit Docker images and Dockerfiles for security vulnerabilities, bloat, and best-practice violations using hadolint, Trivy, and Grype. Produces a structured severity report with actionable fixes. Use this skill whenever the user wants to check a Docker image for security issues, scan a container for vulnerabilities, audit a Dockerfile, harden a Docker image, reduce image size, minimize attack surface, check for CVEs in a container, or says things like "is this Dockerfile secure?", "scan my image", "check my container for vulnerabilities", "how can I make this image smaller?", "audit my Docker setup", or "harden this container". Also trigger when the user has just created or modified a Dockerfile and wants validation before shipping it.

Generate production-ready Dockerfiles from project source code. Detects language/framework automatically and produces multi-stage builds with minimal, distroless, or slim base images. Use this skill whenever the user wants to containerize an application, create a Dockerfile, dockerize a project, build a Docker image, or says things like "make this run in Docker", "create a container for this app", "I need a Dockerfile", "package this for deployment", or "containerize this service". Also trigger when the user has an existing Dockerfile and wants it rewritten for production use, or when they ask about Docker best practices for their project.

Select and run Python SDK verification with nox, Makefile targets, Ruff, mypy, pytest markers, sanity tests, type inference checks, and build checks. Use when adding Python tests, diagnosing Python CI, or validating Python SDK/provider changes. Do not use for TypeScript-only checks.

Handle Python SDK release, build, bump, packaging metadata, PyPI client pin, uv.lock, nox/build workflow, and publish verification changes. Use for Python release process work or dependency pin bumps; do not use for ordinary Python feature implementation.

Create, inspect, edit, archive, delete, run, and search scheduled or executable automation assets.

Monitoring und Automatisierungen für laufende M&A-Mandate einrichten: Anwendungsfall Deal-Team benoetigt automatisierte Überwachung von Datenraum-Neuzugaengen Q&A-Deadlines CP-Fristen Registerupdates und MAR-Signalen: Monitoring und Automatisierungen für la...

Monitoring und Automatisierungen für laufende M&A-Mandate einrichten: Anwendungsfall Deal-Team benoetigt automatisierte Überwachung von Datenraum-Neuzugaengen Q&A-Deadlines CP-Fristen Registerupdates und MAR-Signalen. Paragraf 35 ff. GWB Kartellrechtsfristen, Paragraf 55 ff. AWV FDI-Fristen, Art. 17 MAR Ad-h...

Use this skill when you need to control a Chrome browser via CDP (Chrome DevTools Protocol) to reuse existing login sessions. Covers: launching Chrome in debug mode, opening URLs, waiting for page load, evaluating JavaScript, taking snapshots, and extracting auth tokens. Trigger phrases: browser automation, CDP, agent-browser, 浏览器操作, 操作浏览器, Chrome CDP, 复用登录态, extract token from browser.

Generate Salesforce Flows using the MCP tool execute_metadata_action. Use when the user asks to create, build, or generate a flow — including Screen, Autolaunched, Record-Triggered (before/after-save), Scheduled. Also trigger for flow-like requests such as "when a record is created", "trigger daily at", "send an email when", "update the field when", "automate", "workflow", or "flow XML/metadata". This is the only skill for Salesforce Flow generation.

Specialized skill for diagnosing, analyzing, and fixing failing GitHub Actions workflows by parsing run logs and pipeline definitions.

Front door for agent automation — decide the

Migrate browser-use (Python) browser-automation scripts to Stagehand v3 (TypeScript) on Browserbase. Use when the user wants to convert, port, rewrite, or migrate a browser-use Agent script to Stagehand, map browser-use features/APIs to Stagehand primitives (act/extract/observe/agent), or move agentic browser automation onto Browserbase with more determinism. Triggers on "browser-use", "browser_use", or "Agent(task=...)".

Scraping + AI-provider standards — the Scraper trait & SCRAPERS registry, selector resilience, rate-limiting/cancellation, and the provider-abstraction (zero-change) rule for embeddings/streaming/prompts. Load for changes under scraping/, ai_provider/, packages/prompts, documents/embed.

Proma 内嵌自动任务与定时任务 Skill，属于 Proma 自带能力而不是用户临时安装的外部 Skill。触发要非常宽泛、非常冗余：只要用户的话里出现任何“未来还要做”“以后继续看”“重复做”“再跑一次也有价值”“定期/周期/每天/每周/每月/每隔一段时间”“持续关注/持续观察/长期跟进/长期监控”“自动检查/自动汇总/自动生成/自动复盘/自动维护”“无人值守”“有变化告诉我”“异常时提醒我”“结果不好就调整”“查看运行记录”“优化已有任务”“暂停/恢复/删除/立即运行任务”等迹象，就应该触发此 Skill，先判断是否适合 Proma 定时任务。也要覆盖一次性与有限次的延时执行信号：“X 小时/天后跑一次”“过一会儿/晚点/稍后自动做”“到某个具体时间点执行一次”“跑几次/连续观察 N 次就停”——这类未来无人值守的延时任务现在同样适合 Proma 定时任务（用 once 或 maxRuns），不要再一概当成不支持。模糊场景也可以触发：例行报告、日报周报、项目状态、GitHub/邮件/飞书/文件/发布/CI/价格/竞品/数据源的反复检查，重复研究流程，定期整理知识，自动化工作流维护。高频触发不代表必须创建任务；纯提醒/闹钟/倒计时、需要用户实时参与判断、或结果没有任何留存价值的事，要明确说明不推荐创建 Proma 定时任务，并给出替代做法。

Deploy Databricks jobs and pipelines with Declarative Automation Bundles. Use when deploying jobs to different environments, managing deployments, or setting up deployment automation. Trigger with phrases like "databricks deploy", "asset bundles", "databricks deployment", "deploy to production", "bundle deploy".

Reviews a GitHub pull request like a thoughtful human reviewer and writes the feedback to a markdown file. Prioritizes context, architecture fit, solution complexity, bugs, security edge cases, and missing tests. Use when given a PR URL to review, or when the user says /human-like-code-review.

Reference for writing and editing skills well — the vocabulary and principles that make a skill predictable.

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.

Design a ThinkWork Automation from a prompt by interviewing for goal, Space, trigger, verification, judge settings, stop guards, and privacy boundaries, then emit a reviewable AutomationDraft.

Use when config_manager creates or updates Nova automation task JSON through automation tools.

Working on the RomM Python backend (backend/) — a FastAPI app with SQLAlchemy 2.0, Alembic, RQ/Redis, and Socket.IO. Use when adding or changing API endpoints, handlers, ORM models, response schemas, metadata-provider adapters, background tasks, database migrations, or backend tests. Covers the layered architecture, conventions, auth/scopes, the OpenAPI→frontend type pipeline, and the uv/pytest/alembic/trunk workflow. Trigger on any work under backend/.

Mandant oder Kanzlei will Deal-Aktivitaeten automatisch tracken: Datenraum-Neuzugaenge Fristen Q&A MAR-Signale PMI-Aufgaben. Normen MAR VO 596/2014 §§ 35-44 GWB Insiderlisten. Prüfraster Datenraum-Monitor CP-Deadline-Kalender Register-Update-Check News-Screening PMI-Task-Tracking. Output Monitori...

Build SQLiteCpp with CMake. Use for CMake builds, tests, options, or build scripts.

Ensures UI feature work ships with desktop and mobile parity, responsive behavior, and mobile Playwright E2E coverage. Use when implementing, planning, reviewing, or testing any new feature, page, component, workflow, form, dialog, sidebar, navigation, dashboard, or visual UI change; if work touches frontend or user-facing UI, this skill must run even when user mentions only desktop or says "new feature".

Use BEFORE running any automation loop. Requires stating the observable success output (PR, fixed test, push); rejects prediction-only loops.

Use when adding automation scripts. Requires a caller (CI/cron/hook); watchdog scripts need launchd plist template + deploy.sh install step.

Always use browser-harness for any web interaction: automation, scraping, testing, or site/app work.