REPOGEO REPORT · LITE
ZhangJinHaHaHa/AgentLens
Default branch main · commit d51d5f0a · scanned 6/17/2026, 1:07:00 AM
GitHub: 634 stars · 42 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ZhangJinHaHaHa/AgentLens, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highabout#1Refine the 'About' description for clarity on marketplace function
Why:
CURRENTAgentlens 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.
COPY-PASTE FIXAgentLens 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.
- mediumreadme#2Strengthen README's opening paragraph to emphasize marketplace and trust
Why:
CURRENTAgentLens** 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.
COPY-PASTE FIXAgentLens 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.
- mediumcomparison#3Add a 'Comparison with Alternatives' section to the README
Why:
COPY-PASTE FIX## 🆚 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.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- OWASP Top 10 for Large Language Model Applications (LLM Top 10) · recommended 1×
- IBM/adversarial-robustness-toolbox · recommended 1×
- Giskard-AI/giskard · recommended 1×
- Microsoft Azure AI Red Team · recommended 1×
- Robust Intelligence (RI) Platform · recommended 1×
- CATEGORY QUERYHow to verify the security and capabilities of AI agents before deployment or purchase?you: not recommendedAI recommended (in order):
- OWASP Top 10 for Large Language Model Applications (LLM Top 10)
- Adversarial Robustness Toolbox (ART) (IBM/adversarial-robustness-toolbox)
- Giskard (Giskard-AI/giskard)
- Microsoft Azure AI Red Team
- Robust Intelligence (RI) Platform
- Fiddler AI Observability Platform
- Hugging Face Evaluate (huggingface/evaluate)
AI recommended 7 alternatives but never named ZhangJinHaHaHa/AgentLens. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a decentralized marketplace for AI agents with built-in reputation and audit systems.you: not recommendedAI recommended (in order):
- Fetch.ai
- Ocean Protocol
- SingularityNET
- IPFS/Filecoin
- ArcBlock
- Golem Network
- NuNet
AI recommended 7 alternatives but never named ZhangJinHaHaHa/AgentLens. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of ZhangJinHaHaHa/AgentLens?passAI named ZhangJinHaHaHa/AgentLens explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts ZhangJinHaHaHa/AgentLens in production, what risks or prerequisites should they evaluate first?passAI named ZhangJinHaHaHa/AgentLens explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo ZhangJinHaHaHa/AgentLens solve, and who is the primary audience?passAI named ZhangJinHaHaHa/AgentLens explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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ZhangJinHaHaHa/AgentLens — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite