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Awesome-Prompt-Engineering

A hand-curated collection of papers, tools, models, benchmarks, courses, and communities covering prompt engineering and context engineering for large language models.

Awesome-Prompt-Engineering

The list organizes research papers by topic, including major surveys, prompt optimization and compression, in-context learning, agentic and multi-agent prompting, multimodal prompting, structured output control, and prompt injection and security, alongside a separate section of tools and code covering prompt management and testing, LLM evaluation, agent frameworks, red-teaming, MCP servers, and coding agents and IDEs. Further sections point to datasets and benchmarks, models, AI content detectors, books, courses, tutorials, videos, and communities.

A suggested starting path for a newcomer moves from a short free course, through a widely used open-source prompting guide, to provider-specific guides from OpenAI and Anthropic, and then to a survey paper covering more than fifty prompting techniques drawn from over 1,500 papers.

It is distributed under the Apache-2.0 license.

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