promptslab/Awesome-Prompt-Engineering

• highreadme#1

  Reposition README opening to explicitly state it's a 'definitive guide'

  原因：

  当前

  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.

  复制粘贴的修复

  复制

  The definitive, hand-curated guide and collection of resources for Prompt Engineering and Context Engineering — covering papers, tools, models, APIs, benchmarks, courses, and communities for working with Large Language Models.

  待办完成忽略
• highhomepage#2

  Update repository homepage URL to the project website

  原因：

  当前

  https://discord.gg/m88xfYMbK6

  复制粘贴的修复

  复制

  https://promptslab.github.io

  待办完成忽略
• mediumreadme#3

  Add a 'Why Awesome-Prompt-Engineering?' section to the README

  原因：

  复制粘贴的修复

  复制

  Add a new section, perhaps after '🚀 Start Here', titled 'Why Awesome-Prompt-Engineering?' or 'What Makes This Guide Unique?'. Content should highlight its comprehensive, research-focused, and regularly updated nature, e.g., 'Unlike other guides, Awesome-Prompt-Engineering provides a uniquely comprehensive, research-focused, and regularly updated collection of resources, spanning over 1,500 papers and a wide array of tools and models, making it the go-to resource for both beginners and advanced practitioners.'

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Where can I find comprehensive resources to learn and master prompt engineering techniques?

  你：未被推荐
  AI 推荐顺序：

  1. DeepLearning.AI's "Prompt Engineering for Developers" Course
  2. OpenAI's Official Prompt Engineering Guide
  3. LearnPrompting.org
  4. Prompt Engineering Guide (Dair-AI/Prompt-Engineering-Guide)
  5. Google's "Introduction to Generative AI" Course

  AI 推荐了 5 个替代方案，却始终没点名 promptslab/Awesome-Prompt-Engineering。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are the best guides and tools for optimizing text prompts for generative AI models?

  你：未被推荐
  AI 推荐顺序：

  1. OpenAI Playground
  2. LangChain
  3. Weights & Biases (W&B) Prompts
  4. Humanloop
  5. PromptLayer

  AI 推荐了 5 个替代方案，却始终没点名 promptslab/Awesome-Prompt-Engineering。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of promptslab/Awesome-Prompt-Engineering?

  pass
  ⚠AI 未点名 promptslab/Awesome-Prompt-Engineering —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts promptslab/Awesome-Prompt-Engineering in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 promptslab/Awesome-Prompt-Engineering

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo promptslab/Awesome-Prompt-Engineering solve, and who is the primary audience?

  pass
  ⚠AI 未点名 promptslab/Awesome-Prompt-Engineering —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？