REPOGEO 报告 · LITE
freestylefly/awesome-gpt-image-2
默认分支 main · commit 5ffa75c6 · 扫描时间 2026/6/17 23:03:40
星标 7,666 · Fork 997
下方为分数趋势(含全部就绪扫描;左旧右新,可横向滚动)。表格明细默认折叠,展开后每页 10 条,最新在上。
共 2 条就绪扫描。点击下方按钮展开表格(每页 10 条,可翻页)。
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 freestylefly/awesome-gpt-image-2 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 the README's opening statement to emphasize its role as a prompt library and engine
原因:
当前The current README starts with an H3 and then badges/links, followed by a general update note. The core identity is in the H3 but not immediately reinforced.
复制粘贴的修复Insert this paragraph immediately after the H3 (and before the language links): This repository is the definitive industrial-grade prompt engine and template library for GPT-Image2, featuring 470+ reverse-engineered cases and 20+ production-ready templates. It serves as a comprehensive 'Prompt as Code' solution for advanced AI image creation workflows.
- mediumreadme#2Add a 'What is this?' or 'Key Features' section to the README
原因:
复制粘贴的修复Add this section near the top of the README, perhaps after the initial intro paragraph: ## What is Prompt as Code | GPT-Image2? This project is a comprehensive resource for mastering GPT-Image2 prompt engineering. It is: * **An Industrial Prompt Engine:** A structured system for managing and generating high-quality prompts. * **A Template Library:** Over 20 production-grade templates for various scenarios. * **Reverse-Engineered Cases:** 470+ analyzed examples to learn advanced prompt techniques. * **Workflow Automation:** Designed to integrate 'Prompt as Code' into your AI image generation pipelines. * **A Visual Gallery:** Explore and test prompts on our live site at gpt-image2.canghe.ai. **Important Note:** This repository provides the prompts and templates *for* AI image generation tools, not the generation tool itself.
- lowtopics#3Expand repository topics with more specific keywords
原因:
当前agents, ai-image-generation, chatgpt, gpt-image-2, image-prompts, prompt-as-code, prompt-engineering, skills, workflow-automation
复制粘贴的修复agents, ai-image-generation, chatgpt, gpt-image-2, image-prompts, prompt-as-code, prompt-engineering, skills, workflow-automation, prompt-library, dalle-3-prompts, prompt-management, ai-art-prompts
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。
- Lexica.art · 被推荐 1 次
- PromptBase · 被推荐 1 次
- Krea.ai · 被推荐 1 次
- Civitai · 被推荐 1 次
- Midjourney Community Showcase/Explore · 被推荐 1 次
- 品类问题Seeking a library of reverse-engineered prompts for advanced AI image creation.你:未被推荐AI 推荐顺序:
- Lexica.art
- PromptBase
- Krea.ai
- Civitai
- Midjourney Community Showcase/Explore
- Artbreeder
- Hugging Face Spaces
AI 推荐了 7 个替代方案,却始终没点名 freestylefly/awesome-gpt-image-2。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Looking for a prompt-as-code solution to automate AI image generation workflows.你:未被推荐AI 推荐顺序:
- ComfyUI (ComfyUI/ComfyUI)
- InvokeAI (invoke-ai/InvokeAI)
- Diffusers (huggingface/diffusers)
- Automatic1111 Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
- Gradio (gradio-app/gradio)
AI 推荐了 5 个替代方案,却始终没点名 freestylefly/awesome-gpt-image-2。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 completenesspass
- 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 freestylefly/awesome-gpt-image-2?passAI 明确点名了 freestylefly/awesome-gpt-image-2
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 freestylefly/awesome-gpt-image-2 in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 freestylefly/awesome-gpt-image-2
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 freestylefly/awesome-gpt-image-2 solve, and who is the primary audience?passAI 未点名 freestylefly/awesome-gpt-image-2 —— 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?
嵌入你的 GEO 徽章
把这个徽章贴进 freestylefly/awesome-gpt-image-2 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/freestylefly/awesome-gpt-image-2)<a href="https://repogeo.com/zh/r/freestylefly/awesome-gpt-image-2"><img src="https://repogeo.com/badge/freestylefly/awesome-gpt-image-2.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
freestylefly/awesome-gpt-image-2 — 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