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This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
| Date | Stars |
|---|---|
| 2026-07-24 | 6185 |
| 2026-07-25 | 6187 |
| 2026-07-28 | 6187 |
| 2026-07-30 | 6187 |
| 2026-07-31 | 6205 |
| 2026-08-06 | 6205 |
Today
— stars today
This week
+18 stars this week
This month
— stars this month
Momentum
18.0
growth rate 0.29%/day
<h2 align="center">Awesome Prompt Engineering 🧙♂️</h2>
<p align="center">
<img width="650" src="https://raw.githubusercontent.com/promptslab/Awesome-Prompt-Engineering/main/_source/prompt.png">
</p>
<p align="center">
A hand-curated collection of resources for Prompt Engineering and Context Engineering — covering papers, tools, models, APIs, benchmarks, courses, and communities for working with Large Language Models.
</p>
<p align="center">
https://promptslab.github.io
</p>
<h4 align="center">
```
Master Prompt Engineering. Join the Course at https://promptslab.github.io
```
<a href="https://awesome.re"><img src="https://awesome.re/badge.svg" alt="Awesome" /></a>
<a href="https://github.com/promptslab/Awesome-Prompt-Engineering/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" alt="License" /></a>
<a href="http://makeapullrequest.com"><img src="https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square" alt="PRs Welcome" /></a>
<a href="https://discord.gg/m88xfYMbK6"><img src="https://img.shields.io/badge/Discord-Community-orange" alt="Community" /></a>
<img src="https://img.shields.io/badge/Last%20Updated-February%202026-brightgreen" alt="Last Updated" />
</p>
---
## 🚀 Start Here
New to prompt engineering? Follow this path:
<p align="center">
<img width="1000" src="https://raw.githubusercontent.com/promptslab/Awesome-Prompt-Engineering/refs/heads/main/_source/main.jpg">
</p>
1. **Learn the basics** → [ChatGPT Prompt Engineering for Developers](https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/) (free, ~90 min)
2. **Read the guide** → [Prompt Engineering Guide by DAIR.AI](https://www.promptingguide.ai/) (open-source, comprehensive)
3. **Study provider docs** → [OpenAI Prompt Engineering Guide](https://platform.openai.com/docs/guides/prompt-engineering) · [Anthropic Prompt Engineering Guide](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview)
4. **Understand where the field is heading** → [Anthropic: Effective Context Engineering for AI Agents](https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents)
5. **Read the research** → [The Prompt Report](https://arxiv.org/abs/2406.06608) — taxonomy of 58+ prompting techniques from 1,500+ papers
---
## Table of Contents
- [Papers](#papers)
- [Major Surveys](#major-surveys)
- [Prompt Optimization and Automatic Prompting](#prompt-optimization-and-automatic-prompting)
- [Prompt Compression](#prompt-compression)
- [Reasoning Advances](#reasoning-advances)
- [In-Context Learning](#in-context-learning)
- [Agentic Prompting and Multi-Agent Systems](#agentic-prompting-and-multi-agent-systems)
- [Multimodal Prompting](#multimodal-prompting)
- [Structured Output and Format Control](#structured-output-and-format-control)
- [Prompt Injection and Security](#prompt-injection-and-security)
- [Applications of Prompt Engineering](#applications-of-prompt-engineering)
- [Text-to-Image Generation](#text-to-image-generation)
- [Text-to-Music/Audio Generation](#text-to-musicaudio-generation)
- [Foundational Papers (Pre-2024)](#foundational-papers-pre-2024)
- [Tools and Code](#tools-and-code)
- [Prompt Management and Testing](#prompt-management-and-testing)
- [LLM Evaluation Tools](#llm-evaluation-tools)
- [Agent Frameworks](#agent-frameworks)
- [Prompt Optimization Tools](#prompt-optimization-tools)
- [Red Teaming and Prompt Security](#red-teaming-and-prompt-security)
- [MCP (Model Context Protocol)](#mcp-model-context-protocol)
- [Vibe Coding and AI Coding Assistants](#vibe-coding-and-ai-coding-assistants)
- [CLI-Based Coding Agents](#cli-based-coding-agents)
- [AI Code Editors / IDEs](#ai-code-editors--ides)
- [IDE Extensions / Plugins](#ide-extensions--plugins)
- [AI Coding Platforms / Cloud Agents](#ai-coding-platforms--cloud-agents)
- [Open-Source Coding Agent FExcerpt of 95,040 characters
Read on GitHub
Aaditya Ura · Harvard University
146
124
Abby Morgan · @comet-ml @springboard-curriculum · Morocco
3
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John Xie · Taskade · United States
2
Mahmoud Mabrouk · Agenta.ai · Germany
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Mervin Praison
1
1
1
1
1
Andrew Hoh · LastMile AI · United States
1
1
1
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1
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Sergio Fernández · Spain
1
1
Ryan Randall · AgentMark.co
1
Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:24714d209313d532, topic:prompt-engineering, topic:prompt, name:prompt engineering