Prompt Engineering Guide
by Various
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.
Apps
Prompt Engineering Guide
Added 1 June 2026
Overview
A curated collection of guides, research papers, lessons, and notebooks covering prompt engineering, context engineering, RAG, and AI agents. Hosted as open-source documentation in MDX format on GitHub with 75k+ stars. Serves as a reference resource for understanding and implementing prompt optimization techniques.
Best for
Best for
Developers building LLM applications who need structured learning and reference material on prompt and context optimization.
Use cases
- Learning prompt engineering fundamentals and advanced techniques
- Understanding RAG and agent architecture patterns
- Referencing best practices when building LLM applications
Notes
A curated collection of guides, research papers, lessons, and notebooks covering prompt engineering, context engineering, RAG, and AI agents. Hosted as open-source documentation in MDX format on GitHub with 75k+ stars. Serves as a reference resource for understanding and implementing prompt optimization techniques.
75,152 stars on GitHub. Last updated 2026-03-11. Licensed MIT.
Use cases
- Learning prompt engineering fundamentals and advanced techniques
- Understanding RAG and agent architecture patterns
- Referencing best practices when building LLM applications
Pros
- Comprehensive coverage spanning multiple AI engineering disciplines
- Community-validated with high GitHub engagement
- Free and open-source with no vendor lock-in
Cons
- Static reference material, not an interactive tool or IDE
- Requires manual application of techniques to your own projects
- Quality and currency depend on community maintenance
Indexed from awesome-generative-ai and enriched against its public facts.
Pros
- Comprehensive coverage spanning multiple AI engineering disciplines
- Community-validated with high GitHub engagement
- Free and open-source with no vendor lock-in
Cons
- Static reference material, not an interactive tool or IDE
- Requires manual application of techniques to your own projects
- Quality and currency depend on community maintenance
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
OpenAI Cookbook
Various
Examples and guides for using the OpenAI API
Awesome ChatGPT Prompts
Community
f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.
GPT Prompt Engineer
Various
Automated prompt engineering. It generates, tests, and ranks prompts to find the best ones.
Anthropic courses
Various
Anthropic's educational courses
Awesome-Align-LLM-Human
Community
Aligning Large Language Models with Human: A Survey
Awesome-LLM-Healthcare
Community
The paper list of the review on LLMs in medicine - "Large Language Models Illuminate a Progressive Pathway to Artificial Healthcare Assistant: A Review".
Chain-of-Thoughts Papers
Community
A trend starts from "Chain of Thought Prompting Elicits Reasoning in Large Language Models".
Chat Math Techniques
Community
Discover amazing ML apps made by the community
Instruction-Tuning-Papers
Community
Reading list of Instruction-tuning. A trend starts from Natrural-Instruction (ACL 2022), FLAN (ICLR 2022) and T0 (ICLR 2022).
Is ChatGPT 175 Billion Parameters? Technical Analysis
Community
[The Next Generation Of Large Language Models ](https://www.notion.so/Awesome-LLM-40c8aa3f2b444ecc82b79ae8bbd2696b)
Prompt Engineering
Community
Prompt Engineering, also known as In-Context Prompting, refers to methods for how to communicate with LLM to steer its behavior for desired outcomes without updating the model we
PromptHub
Community
Test, deploy, and manage your prompts with PromptHub, a prompt management tool for teams. Keep your prompts organized and leverage top-tier templates to get more out of AI.
Reasoning using Language Models
Community
From Chain-of-Thought prompting to OpenAI o1 and DeepSeek-R1 🍓
RWKV-howto
Community
possibly useful materials for learning RWKV language model.
UWaterloo CS 886
Community
Home page for CS 886
AI Governance
Various
Practices and safeguards to deliver secure, responsible, and manageable Generative AI systems in production. Rolling out an AI system without good governance can be really ugly.
AI Poem Generator
Various
A free AI poem generator that generates rhyming poems. Our online AI poem maker can write you a beautiful rhyming poem on any subject.
AI Prompt Genius
Various
Discover, share, import, and use the best prompts for ChatGPT & save your chat history locally.
AnimatedLLM
Various
Understand how large language models work under the hood.
Anyword
Various
Anyword works with any AI model or application, adding A/B-tested data at every step of the generation process. The result – a 30% lift in business outcomes.
Awesome ChatGPT
Various
Curated list of awesome tools, demos, docs for ChatGPT and GPT-3
Awesome Music AI
Various
A curated list of AI tools for music composition, generation, and analysis.
Awesome RAG Production
Various
A curated list of battle-tested tools, frameworks, and best practices for building scalable, production-grade Retrieval-Augmented Generation (RAG) systems.
Bing Image Creator
Various
Create stunning images with Bing Image Creator, the best free AI image generator. Turn text into AI art, photos, and visuals instantly, all for free.
Build an AI Agent (From Scratch)
Various
Build a working AI agent that can reason, plan, and execute multi-step tasks! LLM-powered AI agents are the next leap in applied AI, capable of reasoning and collaboration to ach
ChatGPT prompt engineering for developers
Various
Learn the fundamentals of prompt engineering for ChatGPT. Learn effective prompting, and how to use LLMs for summarizing, inferring, transforming, and expanding.
ChatGPT
OpenAI
General-purpose AI assistant for writing, coding, analysis, and conversation. The most widely deployed consumer AI product.
DALL·E 2
Various
Announcement of the release of DALL·E 2, an advanced image generation system with improved resolution, expanded image creation capabilities, and various safety mitigations. OpenAI
Generative AI: A Creative New World
Various
A powerful new class of large language models is making it possible for machines to write, code, draw and create with credible and even superhuman results.
Google AI Studio
Various
The fastest path from prompt to production with Gemini
GPT-3 Demo
Various
800+ ChatGPT and GPT-3 Examples, Demos, Apps, Showcase, and Generative AI Use-cases
GPT Builder
Various
Assistant for creating GPT-based assistants.
How Large Language Models Will Transform Science, Society, and AI
Various
Article summarizing the capabilities and limitations of the GPT-3 model, and its potential impact on society. By Alex Tamkin and Deep Ganguli, February 5, 2021.
HyperWrite
Various
Use our AI writer for content generation, research, speeches, rewriting, and more. HyperWrite uses the world's most powerful artificial intelligence technology to help you w
imgsys
Various
A generative AI arena where you can test different prompts and pick the results you like the most. Check-out the model rankings and try it yourself!
Learn Prompting
Various
Learn Prompting is the largest and most comprehensive course in prompt engineering available on the internet, with over 60 content modules, translated into 9 languages, and a thr
OpenAI API
Various
Announcement of the OpenAI API for text-to-text general-purpose AI models based on GPT-3. OpenAI blog, June 11, 2020.
OpenAI Playground
Various
Explore resources, tutorials, API docs, and dynamic examples.
OpenArt
Various
Create AI art, images, videos and music online for free. 100+ models from Google, OpenAI, Seedance & more. — all in one place. Trusted by 8M+ creators. Start in seconds.
Prompt Engineering for Vision Models
Various
Learn prompt engineering for vision models using Stable Diffusion, and advanced techniques like object detection and in-painting.
PromptBase
Various
The #1 marketplace for AI prompts. Find 270,000+ prompts for ChatGPT, Gemini, Midjourney and more. Start creating better AI content, instantly.
PromptPerfect
Various
PromptPerfect - AI Prompt Generator and Optimizer
Startups - @builtwithgenai
Various
Explore the "Startups - @builtwithgenai" view on Airtable.
Transformer Explainer
Various
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.