automation

YAO Meta‑Skill: Build Reusable AI Agent Skills with Proven Governance

Leverage YAO’s engineering, evaluation and portability framework to create reliable AI agent skills fast. Ideal for founders automating AI workflows. 2.7k+ GitHub stars

From the repo · “YAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.”

intermediate⏱ 30 minutes💵 Free, but may incur paid costs for external services like Stripe, Notion, or Gmail.
2,707 stars+3★ this week251 forksPythonGuide quality 8/10 · reviewed Oct 12Updated 8/17/2026100% free · open source
What it is

Create reusable workflows using Python code.

Real use case example

"A founder needs to automate the onboarding process for new customers. They can create a workflow with ya-meta-skill to send a welcome email to new Stripe customers, create a new customer note in Notion, and track the customer's information in a Google Sheets spreadsheet. After 10 minutes of setup, the founder's new workflow is up and running, saving them 2 hours of manual work each week."

Best insideClaude DesktopClaude CodeSelf-hosted
When to use it
  • •When building a workflow automation system that requires reusable components
  • •When needing to integrate multiple AI models into a single workflow
  • •When requiring a rigorous engineering and evaluation system for agent skills
Ready-to-paste prompt
python -m yao.run my_skill --input 'example_input' --output 'example_output'
Heads up: Ensure Python 3.8 or later is installed, as Yao-meta-skill requires this version for its type hinting and other features
Saves to your device
Use with Claude
New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install
Claude Code
mkdir -p ~/.claude/skills/yao-meta-skill && curl -fsSL https://workflowstacks.com/api/skills/yao-meta-skill/claude-skill -o ~/.claude/skills/yao-meta-skill/SKILL.md
Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)
claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How YAO Meta‑Skill: Build Reusable AI Agent Skills with Proven Governance works
Codeflow
Free to inspect

YAO Meta‑Skill: Build Reusable AI Agent Skills with Proven Governance is a large Python project (~57k lines across 178 code files, plus 85 test files). It is a full software project: use it through its install path rather than reading it end to end. Last commit 2 months ago, MIT license, has a test suite.

Size
Large codebase
~57k lines · 178 code files · ~8 h to skim
Setup
Developer setup
A real software project. Use it via its install path; don't expect to read it all.
Runs on
Python
No API keys detected
Python 78%HTML 21%CSS 1%
Where to start reading
  1. 1
    README.md
    Start here — what it does and how to install it
  2. 2
    AGENTS.md
    The instructions the AI actually follows
  3. 3
    manifest.json
    Where the program starts running
  4. 4
    examples/README.md
    A worked example — copy this to get going
What's in each folder
agents/Prompts, skills & agent definitions1 files
examples/Examples you can copy61 files
docs/Documentation9 files
templates/Templates2 files
reports/Folder195 files
scripts/Helper scripts174 files
references/Folder39 files
evals/Evaluations & benchmarks34 files
READMEHas testsDocumentedCI checksExamples includedMIT licenseUpdated 2 mo ago
Quick Actions
Details
Creator
yaojingang
Language
Python
Category
automation
Published
3/31/2026

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Featured on WorkflowStacks
[![Featured on WorkflowStacks](https://workflowstacks.com/api/badge/yao-meta-skill.svg)](https://workflowstacks.com/skills/yao-meta-skill?utm_source=github&utm_medium=badge)
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Do this with a working workflow

Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.