prompt

Automate Prompts with automated-prompt-engineering-from-scratch

Name: Automate Prompts with automated-prompt-engineering-from-scratch
Author: heiko-hotz

Get automated prompt engineering workflow for startups, leveraging OPRO technique with Python.

From the repo · “A repo with an automated prompt engineering workflow from scratch. It leverages the OPRO technique.”

200 stars34 forksPythonGuide quality 8/10 · reviewed Jul 5Updated 9/11/2024100% free · open source

What it does

This tool provides an automated workflow for prompt engineering from scratch, utilizing the OPRO technique with Python to help startups optimize their prompts.

When to use it

•When you need to generate high-quality prompts for your AI models
•When you want to automate the prompt engineering process to save time and resources
•When you're looking to leverage the OPRO technique for improved prompt performance

Ready-to-paste prompt

python main.py --input "What are the benefits of using automated prompt engineering?" --output_file prompts.json

Heads up: Ensure you have Python 3.8 or later installed, as the tool is not compatible with earlier versions of Python

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/automated-prompt-engineering-from-scratch && curl -fsSL https://workflowstacks.com/api/skills/automated-prompt-engineering-from-scratch/claude-skill -o ~/.claude/skills/automated-prompt-engineering-from-scratch/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 Automate Prompts with automated-prompt-engineering-from-scratch works

Codeflow

Free to inspect

Automate Prompts with automated-prompt-engineering-from-scratch is a tiny Python project (~450 lines across 4 code files). There is nothing to install. Last commit 26 months ago, Other license, no tests found.

Size

Tiny codebase

~450 lines · 4 code files · 4 min skim

Setup

Mostly no-code

Prompt files plus a few small helper scripts.

Runs on

Inside your AI tool

Helper scripts use Python

Python 100%

Where to start reading

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

READMEDocumentedOther licenseLast update 26 mo agoArchived — read only

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

heiko-hotz

Language

Python