claude-skill

Prompt_Engineering: Master LLM Prompts with 22 Notebook Guides

Name: Prompt_Engineering: Master LLM Prompts with 22 Notebook Guides
Author: NirDiamant

Founder? Accelerate your AI product with 22 practical prompt‑engineering techniques in ready‑to‑run Jupyter notebooks. Ideal for teams building with Claude, ChatGPT or any LLM. 7.9k+ GitHub stars.

intermediate⏱ 30 minutes💵 Free

7,889 stars1,034 forksJupyter NotebookGuide quality 8/10 · reviewed Oct 9Updated 10/7/2026100% free · open source

What it is

Learn 22 techniques for crafting effective instructions that supercharge AI tools.

Real use case example

"A founder building a new conversational product wants to get the most out of Claude. They start by reading through the 22 prompt engineering techniques, then test out ' chaining multiple requests' to get a summary of customer feedback. After implementing this, they notice a 20% reduction in support requests."

Best insideClaude DesktopClaude CodeClaude API

When to use it

•When you need to optimize prompts for better LLM responses
•When experimenting with different prompt engineering techniques to improve model performance
•When seeking hands-on tutorials and examples for advanced LLM strategies

Ready-to-paste prompt

Open `05_Primer_Prompt_Engineering.ipynb` and run the cell containing `prompt = 'Explain the concept of prompt engineering and its importance in LLMs.'` to see a primer on prompt engineering

Heads up: Ensure you have Jupyter Notebook installed and configured properly, as the tutorials are designed to be run in this environment, and some techniques may require specific LLM models or APIs to be effective

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/prompt-engineering && curl -fsSL https://workflowstacks.com/api/skills/prompt-engineering/claude-skill -o ~/.claude/skills/prompt-engineering/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 Prompt_Engineering: Master LLM Prompts with 22 Notebook Guides works

Codeflow

Free to inspect

Prompt_Engineering: Master LLM Prompts with 22 Notebook Guides is a documents-only repository (3 doc files) — something you read, not something you run. There is nothing to install. Last commit this month, Other license.

Size

Documents only

3 documents · 8 min skim

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

Jupyter Notebook 100%

Where to start reading

1
README.md
Start here — what it does and how to install it

What's in each folder

all_prompt_engineering_techniques/Folder22 files

images/Images & static assets11 files

.github/CI / automation (GitHub Actions)2 files

READMEOther licenseUpdated this month

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/prompt-engineering && curl -fsSL https://workflowstacks.com/api/skills/prompt-engineering/claude-skill -o ~/.claude/skills/prompt-engineering/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

NirDiamant

Language

Jupyter Notebook