ZhangJinHaHaHa/AgentLens

• highabout#1

  Refine the 'About' description for clarity on marketplace function

  原因：

  当前

  Agentlens is a trusted agent trading platform. Here, you can quickly find the Agent that meets your needs, and you can also publish your own Agent to turn it into your digital asset. We encourage everyone to transform their areas of expertise into Agents and turn them into digital assets, allowing others to see your unique strengths.

  复制粘贴的修复

  复制

  AgentLens is a decentralized marketplace and infrastructure for trusted AI agents. It enables users to find, hire, and publish AI agents with verifiable capabilities, security, and track records, leveraging on-chain audits and zero-knowledge proofs.

  待办完成忽略
• mediumreadme#2

  Strengthen README's opening paragraph to emphasize marketplace and trust

  原因：

  当前

  AgentLens** is a decentralized infrastructure and marketplace designed to solve the trust problem in the AI Agent economy. Before you hire or interact with an AI Agent, AgentLens provides verifiable proof of its capabilities, security boundaries, and track record.

  复制粘贴的修复

  复制

  AgentLens is the leading decentralized marketplace and infrastructure for trusted AI agents. It empowers users to confidently discover, hire, and publish AI agents by providing verifiable proof of their capabilities, security, and track records through on-chain audits, Intel SGX TEE, and Zero-Knowledge Proofs.

  待办完成忽略
• mediumcomparison#3

  Add a 'Comparison with Alternatives' section to the README

  原因：

  复制粘贴的修复

  复制

  ## 🆚 AgentLens vs. Alternatives
  
  Unlike general decentralized marketplaces (e.g., Fetch.ai, Ocean Protocol), AgentLens is purpose-built for AI agents, integrating verifiable trust mechanisms like on-chain audits and TEE attestation directly into the trading process. Compared to standalone AI security tools (e.g., Giskard, OWASP LLM Top 10), AgentLens offers a complete marketplace solution where trust is a fundamental, verifiable component of agent discovery and interaction, not just an external audit.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to verify the security and capabilities of AI agents before deployment or purchase?

  你：未被推荐
  AI 推荐顺序：

  1. OWASP Top 10 for Large Language Model Applications (LLM Top 10)
  2. Adversarial Robustness Toolbox (ART) (IBM/adversarial-robustness-toolbox)
  3. Giskard (Giskard-AI/giskard)
  4. Microsoft Azure AI Red Team
  5. Robust Intelligence (RI) Platform
  6. Fiddler AI Observability Platform
  7. Hugging Face Evaluate (huggingface/evaluate)

  AI 推荐了 7 个替代方案，却始终没点名 ZhangJinHaHaHa/AgentLens。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Seeking a decentralized marketplace for AI agents with built-in reputation and audit systems.

  你：未被推荐
  AI 推荐顺序：

  1. Fetch.ai
  2. Ocean Protocol
  3. SingularityNET
  4. IPFS/Filecoin
  5. ArcBlock
  6. Golem Network
  7. NuNet

  AI 推荐了 7 个替代方案，却始终没点名 ZhangJinHaHaHa/AgentLens。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of ZhangJinHaHaHa/AgentLens?

  pass
  ✓AI 明确点名了 ZhangJinHaHaHa/AgentLens

  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 ZhangJinHaHaHa/AgentLens in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 ZhangJinHaHaHa/AgentLens

  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 ZhangJinHaHaHa/AgentLens solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 ZhangJinHaHaHa/AgentLens

  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？