What is Awesome Prompt Engineering — Papers, Tools & Courses?

Hand-curated collection of 60+ papers, 50+ tools, benchmarks, and courses for prompt engineering and context engineering. Covers CoT, RAG, agents, security, and multimodal. Apache 2.0.

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Awesome Prompt Engineering — Papers, Tools & Courses

Awesome Prompt Engineering is a hand-curated collection of 60+ research papers, 50+ tools, benchmarks, courses, and community resources for prompt engineering and context engineering, with 5,700+ GitHub stars and Apache 2.0 license. It covers the full spectrum from chain-of-thought reasoning and automatic prompt optimization to adversarial prompting, multimodal generation, and AI agent architectures. Unlike tutorial-style guides, this is a research-oriented resource that tracks the cutting edge of how we interact with and control LLMs.

Best for: researchers and advanced practitioners who want to stay current with prompt engineering research and tools. Covers: papers, tools, APIs, benchmarks, courses, communities. License: Apache 2.0.

Awesome Prompt Engineering — Resource Categories

Research Papers (60+)

Category	Topics
Surveys	Comprehensive reviews of prompt engineering
Optimization	Automatic prompt tuning, DSPy, soft prompts
Reasoning	Chain-of-thought, tree-of-thoughts, self-consistency
Compression	Reducing prompt length while preserving quality
Agents	ReAct, tool use, multi-agent orchestration
Multimodal	Text-to-image, text-to-audio, vision prompting
Security	Prompt injection, jailbreaks, defense techniques

Tools (50+)

Category	Examples
Prompt Management	Promptfoo, Braintrust, Helicone
Evaluation	DeepEval, Ragas, Phoenix
Agent Frameworks	LangChain, CrewAI, AutoGen
Optimization	DSPy, TextGrad, OPRO
Testing	Garak, Promptfoo red-team

Benchmarks & Datasets

Standard evaluation benchmarks for LLM capabilities
Prompt robustness datasets
Domain-specific test suites

Courses & Tutorials

University courses on prompt engineering
Industry training programs
Hands-on workshops and notebooks

FAQ

Q: What is Awesome Prompt Engineering? A: A research-oriented collection of 60+ papers, 50+ tools, benchmarks, and courses covering prompt engineering from fundamentals to cutting-edge research.

Q: Is it free? A: Yes, Apache 2.0 license. Individual papers and tools have their own licenses.

Q: How is this different from the Prompt Engineering Guide? A: The Guide is tutorial-focused (learn prompt engineering). This collection is research-focused (track cutting-edge papers, tools, and benchmarks).