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prompt-security/clawsec
默认分支 main · commit babddfd3 · 扫描时间 2026/5/29 09:11:24
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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 prompt-security/clawsec 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#1Add a clear differentiator from MLOps/general security tools in the README intro
原因:
当前ClawSec is a **complete security skill suite for AI agent platforms**. It provides unified security monitoring, integrity verification, and threat intelligence-protecting your agent's cognitive architecture against prompt injection, drift, and malicious instructions.
复制粘贴的修复ClawSec is a **complete security skill suite for AI agent platforms**. Unlike general MLOps monitoring or code scanners, ClawSec focuses specifically on protecting your agent's cognitive architecture and operational integrity. It provides unified security monitoring, integrity verification, and threat intelligence against prompt injection, drift, and malicious instructions.
- hightopics#2Expand topics with broader AI agent security terms
原因:
当前clawdbot, clawdbot-skill, hermes, hermes-agent, hermes-skill, hermes-skills, molt, moltbot-skill, moltbot-skills, nanoclaw, openclaw, openclaw-extension, openclaw-plugin, openclaw-security, openclaw-skill, openclaw-skills, picoclaw, picoclaw-install
复制粘贴的修复ai-security, agent-security, prompt-injection, llm-security, ai-agent-security, ai-agent-integrity, clawdbot, clawdbot-skill, hermes, hermes-agent, hermes-skill, hermes-skills, molt, moltbot-skill, moltbot-skills, nanoclaw, openclaw, openclaw-extension, openclaw-plugin, openclaw-security, openclaw-skill, openclaw-skills, picoclaw, picoclaw-install
- mediumabout#3Refine the 'About' description for broader AI agent security context
原因:
当前A complete security skill suite for OpenClaw, Hermes, PicoClaw and NanoClaw agents (and variants). Protect your SOUL.md (etc') with drift detection, live security recommendations, automated audits, and skill integrity verification. All from one installable suite.
复制粘贴的修复A complete security skill suite for AI agents (OpenClaw, Hermes, PicoClaw, NanoClaw, and variants). It provides drift detection, live security recommendations, automated audits, and skill integrity verification to protect your agent's operational integrity and cognitive architecture from threats like prompt injection. All from one installable suite.
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。
- Snyk · 被推荐 1 次
- TruffleHog · 被推荐 1 次
- Bandit · 被推荐 1 次
- Privitar · 被推荐 1 次
- HashiCorp Vault · 被推荐 1 次
- 品类问题What tools can help secure my AI agents and verify their operational integrity?你:未被推荐AI 推荐顺序:
- Snyk
- TruffleHog
- Bandit
- Privitar
- HashiCorp Vault
- IBM Adversarial Robustness Toolbox (ART)
- Microsoft Counterfit
- Fiddler AI Observability
- Datadog
- Prometheus
- Grafana
- Splunk
AI 推荐了 12 个替代方案,却始终没点名 prompt-security/clawsec。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Seeking a suite for AI agent security, including drift detection and automated audits.你:未被推荐AI 推荐顺序:
- Arthur AI
- Arize AI
- Fiddler AI
- WhyLabs (whylabs/whylogs)
- IBM Watson OpenScale
- Microsoft Azure Machine Learning
- Google Cloud Vertex AI
AI 推荐了 7 个替代方案,却始终没点名 prompt-security/clawsec。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 prompt-security/clawsec?passAI 明确点名了 prompt-security/clawsec
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 prompt-security/clawsec in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 prompt-security/clawsec
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 prompt-security/clawsec solve, and who is the primary audience?passAI 明确点名了 prompt-security/clawsec
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 prompt-security/clawsec 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/prompt-security/clawsec)<a href="https://repogeo.com/zh/r/prompt-security/clawsec"><img src="https://repogeo.com/badge/prompt-security/clawsec.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
prompt-security/clawsec — 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