claude-skill

Hung-yi-lee-skill: AI Insights

Get AI explainability with hung-yi-lee-skill, for founders working with complex models.
959 stars100 forksHTMLGuide quality 8/10Updated 8/11/2026100% free · open source
What it does

Provides AI explainability features for complex models, helping founders understand and interpret their model's decisions and outcomes.

When to use it
  • When working with black-box models that require transparency and interpretability
  • When needing to identify bias in AI decision-making processes
  • When requiring model explainability for regulatory or compliance purposes
Ready-to-paste prompt
Use the provided HTML template to create an explainability dashboard, such as `<div id='explainability-dashboard'></div>` and configure the skill to display model explanations
Heads up: Ensure you have the necessary dependencies and libraries installed, as specified in the `README.md` file, to avoid compatibility issues and errors during implementation
Saves to your device
Use with Claude
New

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

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install
Claude Code
mkdir -p ~/.claude/skills/hung-yi-lee-skill && curl -fsSL https://workflowstacks.com/api/skills/hung-yi-lee-skill/claude-skill -o ~/.claude/skills/hung-yi-lee-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 Hung-yi-lee-skill: AI Insights works
Codeflow
Free to inspect

Hung-yi-lee-skill: AI Insights is mostly documents (263 doc files, 2 small scripts) — something you read, not something you run. There is nothing to install. Last commit a month ago, no license file.

Size
Mostly documents
263 documents · 2 small scripts · days to read — use, don't read
Setup
No code to run
It's prompts / instructions. Copy them into your AI tool.
Runs on
Inside your AI tool
Helper scripts use Python
HTML 91%Python 9%
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
What's in each folder
agents/Prompts, skills & agent definitions1 files
wiki/Documentation224 files
raw/Folder29 files
references/Folder7 files
outputs/Folder2 files
scripts/Helper scripts2 files
assets/Images & static assets1 files
READMEDocumentedNo licenseUpdated this month
Quick Actions
Details
Creator
voidful
Language
HTML
Category
claude-skill
Published
4/8/2026

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