wonderful-prompts and awesome-prompts
These two repositories are **competitors**, as both serve as curated collections of ChatGPT prompts and prompt engineering resources, with one focusing on Chinese prompts and guides while the other curates from top-rated GPTs and includes advanced prompt engineering papers.
About wonderful-prompts
langgptai/wonderful-prompts
🔥中文 prompt 精选🔥，ChatGPT 使用指南，提升 ChatGPT 可玩性和可用性！🚀
Collections of curated Chinese prompts organized by use case (coding, writing, image generation, role-play), with detailed examples and integration guidance for ChatGPT, Midjourney, and Stable Diffusion. The repository pairs prompt optimization techniques (via LangGPT framework) with practical templates that unlock domain-specific capabilities—from Linux terminal emulation to Midjourney art direction—enabling users to architect sophisticated multi-turn interactions rather than rely on generic queries. Community-driven structure with continuous submissions invites collaborative refinement of prompt patterns across professional (resume generation, business strategy) and creative (novel writing, social media content) workflows.
About awesome-prompts
ai-boost/awesome-prompts
Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.
Organized into two tracks: copy-paste prompt templates for immediate use and a curated framework ecosystem (DSPy, promptfoo, Guidance, TextGrad) for programmatic prompt optimization and testing. Includes adversarial prompt attack/defense techniques, system prompt leak case studies from production, and a comprehensive paper collection spanning prompt optimization, reasoning, RAG, agents, and safety—with multilingual documentation via zdoc.app integration.
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