prompt

Improve AI Results with Prompt Engineering Skills

Name: Improve AI Results with Prompt Engineering Skills
Author: treylom

Get model-specific patterns for Claude, ChatGPT, and Gemini. For startup founders using AI tools.

From the repo · “Comprehensive AI prompt engineering skills for Claude Code, ChatGPT GPTs, and Gemini Gems. Model-specific patterns for Claude Fable 5 / Opus 4.8, GPT-5.5 outcome-first / GPT-5.4 legacy XML, Gemini 3.1, Veo 3.1, Nano Banana 2, and gpt-image-2.”

190 stars+3★ this week33 forksGuide quality 8/10 · reviewed Jul 12Updated 9/26/2026100% free · open source

What it does

Provides model-specific patterns for various AI models like Claude, ChatGPT, and Gemini, enabling startup founders to craft effective prompts for their AI tools.

When to use it

•When you need to optimize prompts for a specific AI model
•When you're looking for patterns to improve the accuracy of your AI-generated content
•When you want to leverage the unique capabilities of a particular AI model

Ready-to-paste prompt

For Claude Fable 5, use the prompt pattern: 'Write a [type] article about [topic] in the style of [style], using the Opus 4.8 model'

Heads up: Ensure you have a clear understanding of the specific AI model you're working with, as the patterns and guidelines are model-specific and may not be directly applicable to other models

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-skills && curl -fsSL https://workflowstacks.com/api/skills/prompt-engineering-skills/claude-skill -o ~/.claude/skills/prompt-engineering-skills/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 Improve AI Results with Prompt Engineering Skills works

Codeflow

Free to inspect

Improve AI Results with Prompt Engineering Skills is mostly documents (123 doc files, 5 small scripts) — something you read, not something you run. You install it into your AI tool with one command; there is nothing to run yourself. Last commit a month ago, Other license.

Size

Mostly documents

123 documents · 5 small scripts · ~5 h to skim

Setup

Install as a skill / plugin

Add it to Claude Code (or your AI tool) with one command — 10 skills inside. Nothing to run yourself.

Runs on

Inside your AI tool

Nothing to install on your machine

JavaScript 78%Shell 22%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
skills/claude-4.7-prompt-strategies/SKILL.md
Inside skills/ — an example of what the AI is told to do
3
examples/claude-4.5-examples.md
A worked example — copy this to get going

What's in each folder

skills/Prompts, skills & agent definitions109 files

instructions/Prompts, skills & agent definitions12 files

commands/Prompts, skills & agent definitions8 files

examples/Examples you can copy4 files

scripts/Helper scripts11 files

.claude-plugin/Plugin manifest — what gets installed2 files

.codex-plugin/Plugin manifest — what gets installed1 files

READMEDocumentedExamples includedOther licenseUpdated this month