REPOGEO 报告 · LITE
NirDiamant/Prompt_Engineering
默认分支 main · commit fdf14f54 · 扫描时间 2026/5/29 06:22:58
星标 7,546 · Fork 975
行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 NirDiamant/Prompt_Engineering 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Clarify README's opening to emphasize hands-on tutorials and practical implementations
原因:
当前Welcome to one of the most extensive and dynamic collections of Prompt Engineering tutorials and implementations available today. This repository serves as a comprehensive resource for learning, building, and sharing prompt engineering techniques, ranging from basic concepts to advanced strategies for leveraging large language models.
复制粘贴的修复Welcome to NirDiamant/Prompt_Engineering, one of the most extensive and dynamic collections of **22 hands-on Jupyter Notebook tutorials** for Prompt Engineering. This repository serves as a comprehensive, practical resource for learning, building, and sharing prompt engineering techniques, ranging from basic concepts to advanced strategies for leveraging large language models.
- highhomepage#2Add a homepage URL to the repository's About section
原因:
复制粘贴的修复https://diamant-ai.com/
- mediumlicense#3Clarify the repository's license(s) in the README
原因:
复制粘贴的修复This repository is provided under [insert specific license name(s) here, e.g., 'a custom license' or 'a combination of licenses as detailed in the LICENSE file']. Please refer to the LICENSE file for full terms and conditions.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- DeepLearning.AI's "Prompt Engineering for Developers" Course · 被推荐 1 次
- OpenAI's Official Prompt Engineering Guide · 被推荐 1 次
- LearnPrompting.org · 被推荐 1 次
- Google's "Introduction to Generative AI" on Coursera/Google Cloud Skills Boost · 被推荐 1 次
- Hugging Face's Transformers Library · 被推荐 1 次
- 品类问题How can I learn prompt engineering with practical, hands-on tutorials for large language models?你:未被推荐AI 推荐顺序:
- DeepLearning.AI's "Prompt Engineering for Developers" Course
- OpenAI's Official Prompt Engineering Guide
- LearnPrompting.org
- Google's "Introduction to Generative AI" on Coursera/Google Cloud Skills Boost
- Hugging Face's Transformers Library
- LangChain
AI 推荐了 6 个替代方案,却始终没点名 NirDiamant/Prompt_Engineering。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What are effective prompt engineering strategies to improve performance of generative AI applications?你:未被推荐AI 推荐顺序:
- OpenAI GPT-3.5/GPT-4
- Anthropic Claude
- Google Gemini
- ChatGPT (OpenAI)
- Character AI
- Hugging Face Transformers (huggingface/transformers)
- Google PaLM 2
- Anthropic Claude 2
- JSON Schema
- LangChain (langchain-ai/langchain)
- LlamaIndex (run-llama/llama_index)
- Perplexity AI
- Pinecone
- Weaviate (weaviate/weaviate)
- Google Search API
- Bing Search API
AI 推荐了 16 个替代方案,却始终没点名 NirDiamant/Prompt_Engineering。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of NirDiamant/Prompt_Engineering?passAI 未点名 NirDiamant/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 NirDiamant/Prompt_Engineering in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 NirDiamant/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 NirDiamant/Prompt_Engineering solve, and who is the primary audience?passAI 明确点名了 NirDiamant/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?
嵌入你的 GEO 徽章
把这个徽章贴进 NirDiamant/Prompt_Engineering 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/NirDiamant/Prompt_Engineering)<a href="https://repogeo.com/zh/r/NirDiamant/Prompt_Engineering"><img src="https://repogeo.com/badge/NirDiamant/Prompt_Engineering.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
NirDiamant/Prompt_Engineering — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3