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affaan-m/agentshield
默认分支 main · commit 25d91f00 · 扫描时间 2026/6/6 01:46:38
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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 affaan-m/agentshield 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。
- hightopics#1Expand GitHub topics to include broader security and deployment terms
原因:
当前ai-agent, anthropic, claude-code, hackathon, mcp, opus, security
复制粘贴的修复ai-agent, security, ai-security, agent-security, llm-security, vulnerability-scanner, prompt-injection, cli, github-action, anthropic, claude-code
- highreadme#2Reposition the README's opening to emphasize its role as a dedicated AI agent security scanner tool
原因:
当前Security auditor for AI agent configurations Scans Claude Code setups for hardcoded secrets, permission misconfigs, hook injection, MCP server risks, and agent prompt injection vectors.
复制粘贴的修复AgentShield is a dedicated security scanner for AI agent configurations. It automatically detects vulnerabilities in agent setups, MCP servers, and tool permissions, including hardcoded secrets, permission misconfigurations, hook injection, and prompt injection vectors. Available as a CLI, GitHub Action, and GitHub App integration, AgentShield provides a crucial layer of defense for your AI agents.
- mediumabout#3Refine the 'About' description to explicitly state it's a vulnerability scanning tool
原因:
当前AI agent security scanner. Detect vulnerabilities in agent configurations, MCP servers, and tool permissions. Available as CLI, GitHub Action, ECC plugin, and GitHub App integration. 🛡️
复制粘贴的修复AgentShield is an AI agent security vulnerability scanning tool. It detects critical vulnerabilities in agent configurations, MCP servers, and tool permissions, including prompt injection and data exfiltration risks. Available as a CLI, GitHub Action, ECC plugin, and GitHub App integration. 🛡️
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。
- OWASP AI Exchange (AIX) · 被推荐 1 次
- Microsoft Azure AI Security Checklist · 被推荐 1 次
- IBM AI Governance Toolkit · 被推荐 1 次
- Google Cloud AI Security Best Practices · 被推荐 1 次
- Fiddler AI · 被推荐 1 次
- 品类问题How to audit my AI agent configurations for security vulnerabilities and risks?你:未被推荐AI 推荐顺序:
- OWASP AI Exchange (AIX)
- Microsoft Azure AI Security Checklist
- IBM AI Governance Toolkit
- Google Cloud AI Security Best Practices
- Fiddler AI
- Adversarial Robustness Toolbox (ART)
- DeepMind's AI Safety Research
AI 推荐了 7 个替代方案,却始终没点名 affaan-m/agentshield。这就是要补上的差距。
查看 AI 完整回答
- 品类问题CLI or GitHub Action to scan AI agent code for secrets and permissions?你:未被推荐AI 推荐顺序:
- GitGuardian (GitGuardian/ggshield)
- TruffleHog (trufflesecurity/trufflehog)
- Semgrep (semgrep/semgrep)
- detect-secrets (Yelp/detect-secrets)
- Gitleaks (gitleaks/gitleaks)
- Snyk Code (snyk/snyk)
- Checkov (bridgecrewio/checkov)
AI 推荐了 7 个替代方案,却始终没点名 affaan-m/agentshield。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 affaan-m/agentshield?passAI 明确点名了 affaan-m/agentshield
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 affaan-m/agentshield in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 affaan-m/agentshield
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 affaan-m/agentshield solve, and who is the primary audience?passAI 明确点名了 affaan-m/agentshield
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 affaan-m/agentshield 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/affaan-m/agentshield)<a href="https://repogeo.com/zh/r/affaan-m/agentshield"><img src="https://repogeo.com/badge/affaan-m/agentshield.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
affaan-m/agentshield — 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