claude-skill

hung-yi-lee-skill – Boost Claude explainability with LLM insights

Name: hung-yi-lee-skill – Boost Claude explainability with LLM insights
Author: voidful

Leverage distilled expertise from Hung‑Yi Lee, powered by Karpathy’s LLM and Fable 5, to make Claude’s outputs transparent. Ideal for founders building AI‑driven products. 1.3k+ GitHub stars.

From the repo · “蒸餾李宏毅老師的skill，結合Karpathy的LLM，Fable 5加持以及本人親自訪談”

1,311 stars+8★ this week131 forksHTMLGuide quality 8/10 · reviewed Oct 14Updated 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 – Boost Claude explainability with LLM insights works

Codeflow

Free to inspect

Hung-yi-lee-skill – Boost Claude explainability with LLM insights is mostly documents (263 doc files, 2 small scripts) — something you read, not something you run. There is nothing to install. Last commit 2 months 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
README.md
Start here — what it does and how to install it
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 3 mo ago

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.

Quick Actions

Details

Creator

voidful

Language

HTML