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Goochbeater/Spiritual-Spell-Red-Teaming
默认分支 main · commit d2188432 · 扫描时间 2026/5/25 15:32:55
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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 Goochbeater/Spiritual-Spell-Red-Teaming 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#1Replace garbled README content with clear, descriptive text
原因:
复制粘贴的修复This repository provides methods and resources for red-teaming Large Language Models (LLMs), with a primary focus on jailbreaking and identifying safety vulnerabilities in models like Claude. It aims to explore prompt injection techniques and bypass content restrictions to improve LLM security.
- hightopics#2Add relevant topics for LLM red-teaming and security
原因:
当前(none)
复制粘贴的修复llm-red-teaming, prompt-injection, llm-security, jailbreaking, claude, ai-safety, adversarial-ai, content-moderation-bypass
- mediumlicense#3Add a LICENSE file to clarify usage terms
原因:
当前(no LICENSE file detected — the repo has no recognizable license)
复制粘贴的修复(Create a LICENSE file, e.g., MIT or Apache-2.0, and add its content. For example, for MIT: 'MIT License\n\nCopyright (c) [YEAR] [COPYRIGHT HOLDER]\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the "Software"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.')
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。
- Garak · 被推荐 1 次
- LLM Guard · 被推荐 1 次
- Prompt Security Toolkit (PST) · 被推荐 1 次
- OWASP Top 10 for LLM Applications (OWASP LLM Top 10) · 被推荐 1 次
- Red Teaming with Human Experts · 被推荐 1 次
- 品类问题How can I test large language models for prompt injection and safety vulnerabilities?你:未被推荐AI 推荐顺序:
- Garak
- LLM Guard
- Prompt Security Toolkit (PST)
- OWASP Top 10 for LLM Applications (OWASP LLM Top 10)
- Red Teaming with Human Experts
- Adversarial GLUE (AdvGLUE)
- OpenAI API
- Hugging Face Transformers
AI 推荐了 8 个替代方案,却始终没点名 Goochbeater/Spiritual-Spell-Red-Teaming。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools help with red teaming AI models to bypass content restrictions?你:未被推荐AI 推荐顺序:
- Adversarial Robustness Toolbox (ART) (IBM/adversarial-robustness-toolbox)
- TextAttack (TextAttack/TextAttack)
- CleverHans (tensorflow/cleverhans)
- OpenAI Evals (openai/evals)
- Hugging Face Transformers (huggingface/transformers)
- Guidance (microsoft/guidance)
- Atheris (google/atheris)
- American Fuzzy Lop - AFL (google/AFL)
AI 推荐了 8 个替代方案,却始终没点名 Goochbeater/Spiritual-Spell-Red-Teaming。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 completenessfail
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 Goochbeater/Spiritual-Spell-Red-Teaming?passAI 未点名 Goochbeater/Spiritual-Spell-Red-Teaming —— 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 Goochbeater/Spiritual-Spell-Red-Teaming in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 Goochbeater/Spiritual-Spell-Red-Teaming
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 Goochbeater/Spiritual-Spell-Red-Teaming solve, and who is the primary audience?passAI 未点名 Goochbeater/Spiritual-Spell-Red-Teaming —— 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 Goochbeater/Spiritual-Spell-Red-Teaming 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/Goochbeater/Spiritual-Spell-Red-Teaming)<a href="https://repogeo.com/zh/r/Goochbeater/Spiritual-Spell-Red-Teaming"><img src="https://repogeo.com/badge/Goochbeater/Spiritual-Spell-Red-Teaming.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
Goochbeater/Spiritual-Spell-Red-Teaming — 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