Workflow automation
16,955 rows from 1,135 repositories
Wiring steps together so they run without anybody present.
What Workflow automation skills agree on
920 skill files read, by 813 of the 1,214 authors on this shelf whose files we hold, 2026-09-06
The middle one of the 120 measured here is ~1.9k tokens long, counted with cl100k_base
Counted by distinct author, so one author publishing three of these counts once. Where a claim sits in fewer files than authors, that is said: a claim held by forty authors across three files is one file people copied, not forty people who agreed. Near-identical wordings are grouped and the other wordings are shown, so the grouping is yours to check.
What they tell the agent to do
- Use conventional commit message format38 of 813 in 34 filesalso worded as use conventional commits format; follow conventional commits format
- Write tests before implementing code26 of 813 in 12 filesalso worded as Write tests before production code; write one test before implementing code
- Achieve at least 80 percent test coverage24 of 813 in 11 filesalso worded as ensure minimum 80 percent test coverage; Ensure minimum 80 percent code coverage
- Mock external dependencies for unit tests22 of 813 in 10 filesalso worded as mock external dependencies in unit tests; Mock external dependencies for speed
- Read product marketing context before asking questions21 of 813 in 6 files
- Implement rollback plans for every deployment21 of 813 in 9 filesalso worded as Implement a rollback mechanism for every deployment; Establish a rollback mechanism for every deployment
- Follow the arrange-act-assert pattern20 of 813 in 9 filesalso worded as Follow the Arrange Act Assert pattern; Use Arrange-Act-Assert pattern for tests
- Delete branches after merging20 of 813 in 18 filesalso worded as Delete branch after merging; delete branch after merge
- Test all edge cases and error scenarios20 of 813 in 8 filesalso worded as test edge cases and error scenarios; test edge cases and error paths
- Use semantic selectors for UI tests19 of 813 in 7 filesalso worded as use semantic selectors for UI testing; use semantic selectors for e2e tests
- Define sequence type and audience context18 of 813 in 5 files
- Monitor feature drift and prediction distribution drift18 of 813 in 5 filesalso worded as Monitor model performance drift
- Ensure each email has one primary purpose18 of 813 in 5 filesalso worded as Ensure one primary purpose per email
- Ensure each test is independent18 of 813 in 7 filesalso worded as Ensure each test runs in isolation; Ensure tests are independent
- Include only one main call to action per email18 of 813 in 5 filesalso worded as Include one main call to action per email
What they tell it not to do
- Do not use brittle CSS selectors19 of 813 in 7 filesalso worded as do not use brittle CSS class selectors
- Do not force-push to shared branches19 of 813also worded as do not force-push to shared branches; never force-push to shared branch
- Do not try to do everything in one email18 of 813 in 5 files
- Do not create dependencies between tests18 of 813 in 6 filesalso worded as do not create dependent tests; Do not create interdependent tests
- Do not repeat the subject line in the preview text18 of 813 in 5 filesalso worded as do not repeat the subject line in preview text; Do not repeat subject line in preview text
- Do not commit secrets18 of 813 in 15 filesalso worded as never commit secrets or credentials; do not commit secrets or api keys
- Do not commit local environment files17 of 813also worded as do not commit build output or environment files; do not commit build artifacts or environment files
- Do not require notebook state for reproducibility17 of 813 in 4 files
- Do not leak future data into training sets17 of 813 in 4 files
- Do not tune thresholds on the test set17 of 813 in 4 files
What they expect to be installed
- git186 of 813 in 170 files
- npm75 of 813 in 59 files
- gh66 of 813
- Playwright53 of 813 in 39 files
- bash44 of 813
- docker36 of 813 in 25 files
- pytest35 of 813 in 23 files
- python334 of 813
- jq34 of 813
- grep33 of 813
What they ask it to produce
- Pull request70 of 813 in 63 filesalso worded as pull requests; github pull requests
- Screenshots41 of 813 in 36 filesalso worded as Browser screenshots; screenshot
- Coverage reports28 of 813 in 15 filesalso worded as Coverage report; Test coverage report
- Review findings27 of 813 in 14 filesalso worded as findings report; code review findings
- Git commits22 of 813 in 21 filesalso worded as git commit; initial git commit
- Test plan19 of 813 in 6 filesalso worded as test execution plan; test plans
- Failing test19 of 813 in 18 filesalso worded as failing tests; failing regression test
- Sequence overview18 of 813 in 5 files
When Workflow automation authors say to reach for one
The situations these authors wrote into their own files, counted out of the same 813 authors, with the skills that name each one
- Fixing bugs34 of 813 in 20 files
- Tdd workflow
- Tdd workflow skills sickn33 tdd workflow
- Ecc tdd workflow
- and 24 more on this shelf
- Refactoring existing code27 of 813 in 14 files
- Tdd workflow
- Ecc tdd workflow
- and 13 more on this shelf
- User asks about email automation or workflows25 of 813 in 10 files
- Zapier make patterns
- Emails
- Marketing emails
- Email sequence
- and 26 more on this shelf
- Writing new features22 of 813 in 9 files
- Tdd workflow
- Ecc tdd workflow
- and 13 more on this shelf
- Adding API endpoints20 of 813 in 8 files
- Tdd workflow
- Ecc tdd workflow
- and 12 more on this shelf
- Creating new components20 of 813 in 8 files
- Tdd workflow
- Ecc tdd workflow
- and 12 more on this shelf
- Planning a production ML feature17 of 813 in 4 files
- Mle workflow
- and 3 more on this shelf
- Converting notebook code into a pipeline17 of 813 in 4 files
- Mle workflow
- and 3 more on this shelf
How Workflow automation skills are built
15,062 skill directories by 993 authors, read from their repositories’ own file trees 2026-08-05
The middle bundle among those shipping files is 1 file, 7.9 KB beside SKILL.md
Counted by distinct author, same as above, so one author publishing forty template copies counts once. SKILL.md itself is not counted as a file, so a single-file skill is one where that file is the whole skill.
The shape
- SKILL.md is the whole skill374 of 993 authors, 11,895 of 15,062 skills
- files ship beside it619 of 993 authors, 3,167 of 15,062 skills
- executable scripts ship inside249 of 993 authors, 653 of 15,062 skills
The folders they converge on
- references/394 of 993 authors, 1,179 of 15,062 skills
- scripts/183 of 993 authors, 536 of 15,062 skills
- agents/137 of 993 authors, 319 of 15,062 skills
- assets/94 of 993 authors, 147 of 15,062 skills
- templates/66 of 993 authors, 120 of 15,062 skills
- evals/59 of 993 authors, 123 of 15,062 skills
shanraisshan/claude-code-best-practice/.claude/skills/agent-browser Skill
64,157★ repofrom vibe coding to agentic engineering - practice makes claude perfect
citrolabs/ego-lite/skills/ego-browser Skill
9,516★ repoThe fastest browser for AI agents to run web automation, built for sharing your logged-in browser state with your AI agents, like Codex or Claude Code, without disturbing you. Zero cost, zero config.
refly-ai/refly/packages/cli/skill Skill
no license7,484★ repoThe first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are infrastructure, not prompts.
browser-act/skills/browser-act-skill-forge Skill
5,304★ repoBrowser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.
OpenSenseNova/SenseNova-Skills/skills/sn-da-excel-workflow Skill
4,914★ repoModular SenseNova skills for building AI-powered office assistants and productivity workflows
lackeyjb/playwright-skill/skills/playwright-skill Skill
3,026★ repoClaude Code Skill for browser automation with Playwright. Model-invoked - Claude autonomously writes and executes custom automation for testing and validation.
countbot-ai/CountBot/workspace/skills/agent-browser Skill
762★ repo更适配中文用户的轻量开源AI Agent | 国产大模型Coding plan支持 | 兼容OpenClaw Skills生态| 已接入微信ClawBot/微博龙虾/飞书/钉钉/QQ/小智AI/Telegram/deepseek-v4。
mxyhi/ok-skills/agent-browser Skill
472★ repoCurated AI coding agent skills and AGENTS.md playbooks for Codex, Claude Code, Cursor, OpenClaw, and other SKILL.md-compatible tools.
leiting-eric/DailyBrief/.claude/skills/daily-brief Skill
320★ repoAI 每日新闻简报 · GitHub 热门 + X 热门文章 + 行情技术分析 · 23 个数据源聚合 + LLM 中文摘要 · 本地或 GitHub Actions 部署
Masriyan/Claude-Code-CyberSecurity-Skill/skills/01-recon-osint Skill
303★ repoA comprehensive collection of 15 Claude Code Skills for cybersecurity professionals ,covering offensive security, defensive operations, reverse engineering, threat hunting, CSOC automation, and more
nicepkg/ai-workflow/.claude/skills/add-new-skills-to-workflow Skill
277★ repo🚀 170+ pre-built skills for Claude Code, Cursor, Codex & 14+ AI tools. Stop re-teaching your AI the same things. One command → instant domain expertise. Marketing, SEO, Trading, Video, PM workflows included.
Zaloog/kanban-tui/src/kanban_tui/assets Skill
269★ repoTask Manager with a TUI written in Python and usable by agents
gokapso/agent-skills/skills/automate-whatsapp Skill
no license147★ repoKapso agent skills for WhatsApp.
jtrackingai/analytics-tracking-automation Skill
133★AI-powered GA4 + GTM event tracking — automates site analysis, event schema, GTM sync, preview verification, and publishing. Works with Cursor, Codex, and any AI agent.
avibebuilder/claude-prime/.claude/skills/agent-browser Skill
116★ repoYou've heard Claude Code can do amazing things. Skills, hooks, agents, memory systems — but who has time to figure all that out? Claude Prime sets it up for you in one command.
ruvnet/flow-nexus/io.github.ruvnet/flow-nexus MCP server
no license100★ repoCloud-powered AI platform with multi-agent swarms, sandboxes, and workflow automation
molefrog/moi/.agents/skills/agent-browser Skill
no license66★ repo💾 MOI: agent-agnostic generative UI workspace
eth0izzle/security-skills/plugins/fusion-workflows/skills/fusion-workflows Skill
51★ repoA collection of Claude Code skills that help security teams stay secure
invincible04/awesome-loop-engineering/skill/loop-engineering Skill
49★ repoBuild the system that prompts your agents. A teaching repo for loop engineering: chapters, an annotated reading list, copy-paste prompts, a runnable example, and a portable agent skill
ubie-oss/n8n-cli/.claude/skills/n8n-cli Skill
45★ repoA standalone CLI tool for n8n
ooples/mcp-console-automation/io.github.ooples/mcp-console-automation MCP server
44★ repoMCP server for AI-driven console application automation and monitoring
keysersoose/claude-agent-builder/agent-builder Skill
41★ repoBuild production-ready AI agents in Claude Code from natural language. Analyzes your problem, researches best practices, and generates subagents, skills, hooks, commands & MCP configs.
SpillwaveSolutions/automating-mac-apps-plugin/plugins/automating-mac-apps-plugin/skills/automating-calendar Skill
40★ repoAgents, Skills and Commands for automating Keynote, Notes, Reminders, Numbers and more using AppleScript and PyXA (JXA too).
netresearch/git-workflow-skill/skills/git-workflow Skill
no license38★ repoAgent Skill for Git workflow best practices - branching, commits, PR workflows | Claude Code compatible
alexei-led/cc-thingz/dist/claude/browser/skills/browser-automation Skill
35★ repoPortable skills, agents, hooks, and Pi extensions for Claude Code, Codex CLI, Copilot, Cursor, Grok, and Pi.
Browser harness ats automation
arimanyus/hermes-merchant/browser-harness-ats-automation Skill
34★ repoA collection of portable agent skills that scrape ML/AI jobs, score them against your profile, and auto-fill Greenhouse applications.
ibrews/ue5-mcp Skill
no license32★Cowork/Claude Code skill for Unreal Engine 5 development via MCP, pixel streaming, and Python editor scripting
LessieAI/lessie-skill/lessie-email Skill
no license29★ repoA Claude Code/Codex skill for searching, qualifying, and enriching people and companies. Supports candidate sourcing, B2B lead generation, contact enrichment (email, phone, LinkedIn), company research (industry, funding, tech stack, hiring), and background intelligence on people or organizations.
Airflow and workflow orchestration
vaquarkhan/data-engineering-agent-skills/skills/airflow-and-workflow-orchestration Skill
29★ repoProduction-grade Agent Skills for data engineering AI agents: 73 workflows, platform presets, safe backfill/replay, Kafka & Spark reliability, MCP observability, and VS Code/JetBrains installers.
Power Automate MCP Server by Flow Studio
ninihen1/power-automate-mcp-skills/io.github.ninihen1/flowstudio-mcp MCP server
28★ repoDebug, build, and manage Power Automate cloud flows with AI agents
brycewang-stanford/Paper-WorkFlow Skill
22★经管/社科实证论文 · 从一句话 idea 到可投稿全文的 AI 全流程总编排器 — an end-to-end meta-orchestrator that turns a research idea into a submission-ready empirical paper.
kaael1/mcp-power-automate/io.github.kaael1/mcp-power-automate MCP server
22★ repoLocal MCP for Power Automate with browser-backed auth, target locking, review diff, and rollback.
Akabane71/dify-workflow-cli/.github/skills/dify-workflow Skill
no license21★ repo让AI使用的Dify-WorkFlow-CLI工具
MLOps-Courses/mlops-coding-skills/mlops-automation Skill
20★ repoAgent skills based on the MLOps Coding Course
JobGPT - Job Search Automation & Auto Apply
6figr-com/jobgpt-mcp-server/io.github.6figr-com/jobgpt-mcp-server MCP server
19★ repoJob search automation, auto apply, resume builder, application tracking, and recruiter outreach
archubbuck/workspace-architect Skill
18★Workspace Architect is a zero-friction CLI tool that provides curated collections of specialized agents, instructions, and prompts to supercharge your GitHub Copilot experience.
PHY041/claude-agent-skills/composite/content-flywheel Skill
no license18★ repoCollection of Claude Code Agent Skills for founders, indie hackers, and growth engineers
IvoryCanvas/QAMap/skills/qamap-pr-qa Skill
17★ repoLocal zero-LLM PR QA designer: turns commits and diffs into behavior lifecycles, QA scenarios, and deterministic automation drafts.
EXIST-D/spss-academic-workflow/skills/spss-academic-workflow Skill
17★ repo基于SPSS进行自动实证分析,并且输出latex编译的PDF格式论文的自动化skill
ToruAI/toru-claude-agents/skills/branch-workflow Skill
15★ repoMulti-agent team for Claude Code: 7 AI specialists (strategy, dev, security, sales, design, data, research) that collaborate and challenge you. Dev-cycle workflow with machine-verifiable completion.
zapier/agent-skills/skills/workflows/create Skill
15★ repoAgent skills for working with Zapier, maintained by Zapier teams. Indexed by skills.sh.
pessini/langgraph-skills-agent/graphs/skills_agent/skills/n8n-skills Skill
14★ repoSource repo for the blog post Stop Stuffing Your System Prompt: Build Scalable Agent Skills in LangGraph
cis2042/product-design-harness/skills/product-design-harness Skill
14★ repoAgentic Design Process with Designer-in-the-Loop product judgment across User, Evidence, and Business flows.
runkids/my-skills/agent-browser/agent-browser Skill
no license12★ repoMy AI agent skills — managed with skillshare
javded-itres/Holix/core/skills/bundled/holix-cron Skill
12★ repoHelix is a powerful self-learning AI agent with memory, skills, and the ability to recall tools. It learns from successful tasks and creates reusable skills for the future.
ckorhonen/claude-skills/skills/agent-browser Skill
12★ repoA curated collection of skills for Claude Code and Codex — specialized capabilities across development, design, AI, security, and more. Part of the cdd.dev/skills family.
ratamaha-git/n8n-mcp/io.github.ratamaha-git/n8n-mcp MCP server
12★ repoMCP server for n8n: generate, lint, explain failed executions, drive live n8n via REST.
Power automate action configuration
Wals-pro/claude-power-automate/skills/power-automate-action-configuration Skill
10★ repoA Claude Code suite for Microsoft Power Automate development — Agent Skills + a local CLI (Dataverse/Power Platform APIs, Azure CLI auth, no stored secrets). Beta.
broomva/symphony/.agents/skills/symphony Skill
9★ repoRust orchestration daemon for coding agents — polls Linear/GitHub/Markdown, creates isolated workspaces, dispatches agent sessions with EGRI self-improvement.
alphaparkinc/nexad-ai-skill Skill
no license9★GenPark skill: Automate campaign analysis, GTM simulation, and cross-platform optimization using Nexad.
24kchengYe/desktop-controller-skill Skill
9★AI Computer Use for Claude Code — The open-source alternative to OpenAI Codex's playwright-interactive. Dual-engine: Win32 API + Playwright. Control WeChat, DingTalk, Feishu, QQ, Slack, Teams, and any web/Electron app. Automated QA, viewport testing, visual feedback loops.
alphaparkinc/shopvidi-automation-skill Skill
no license9★GenPark skill: Automate ShopVidi wholesale tasks, product scraping, and bulk orders.
alphaparkinc/shopvidi-us-skill Skill
no license9★GenPark skill: Automate ShopVidi US wholesale tasks, product scraping, and bulk orders.
alphaparkinc/trooly-ai-skill Skill
no license9★GenPark skill: Automate qualitative user research using Trooly.ai's Empathy Engine.
alphaparkinc/gtm-simulation-skill Skill
no license9★GenPark skill: Automate campaign analysis, GTM simulation, and cross-platform optimization.
powabase-ai/agent-skills/skills/powabase Skill
9★ repoAgent Skills that help AI coding assistants build on Powabase — the AI Backend-as-a-Service (RAG, agents, orchestration, workflows) plus a Supabase-style BaaS layer.
Genpark wukong workflow automator
alphaparkinc/genpark-wukong-workflow-automator Skill
no license9★GenPark Distilled Skill: wukong-workflow-automator
muend/geoai-skills/skills/arcgis-pro-automation Skill
8★ repoProduction-grade Agent Skills for GeoAI and geospatial data science—remote sensing, spatial statistics, PostGIS, Earth Engine, LiDAR, routing, and reproducible ML.
danishashko/make-mcp/io.github.danishashko/make-mcp MCP server
8★ repoUnofficial MCP server for Make.com automation - build, validate & deploy scenarios via AI
keez97/claude-architecture-skills/skills/architecture-workflow Skill
7★ repo7 Claude Code skills for software architecture review (Python, web, cloud, microservices). Includes A/B benchmarks against unskilled baseline, assertion-graded eval suite, and interactive dashboards.