RRepoGEO

REPOGEO REPORT · LITE

SanMuzZzZz/LuaN1aoAgent

Default branch main · commit 8bc8e529 · scanned 5/31/2026, 1:43:11 PM

GitHub: 975 stars · 153 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 SanMuzZzZz/LuaN1aoAgent, 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.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1/H2 to explicitly state security purpose

    Why:

    CURRENT
    <h1 align="center">LuaN1aoAgent</h1>
<h2 align="center">**Cognitive-Driven AI Hackers**</h2>
    COPY-PASTE FIX
    <h1 align="center">LuaN1aoAgent: Autonomous AI Penetration Testing Agent</h1>
<h2 align="center">**Cognitive-Driven AI Hacker for Cybersecurity**</h2>
  • mediumreadme#2
    Enhance README introduction with target query keywords

    Why:

    CURRENT
    LuaN1ao (鸾鸟) is a next-generation **Autonomous Penetration Testing Agent** powered by Large Language Models (LLMs).
    COPY-PASTE FIX
    LuaN1ao (鸾鸟) is a next-generation **Autonomous Penetration Testing Agent** powered by Large Language Models (LLMs), designed for intelligent security automation and vulnerability discovery.
  • lowhomepage#3
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or the GitHub repo URL itself) to the repository's 'About' section.

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.

Recall
0 / 2
0% of queries surface SanMuzZzZz/LuaN1aoAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Prowler
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Prowler · recommended 1×
  2. Nuclei · recommended 1×
  3. BloodHound · recommended 1×
  4. Greenbone Vulnerability Management (GVM) · recommended 1×
  5. Metasploit Framework · recommended 1×
  • CATEGORY QUERY
    Looking for an autonomous AI agent to perform penetration testing and security assessments.
    you: not recommended
    AI recommended (in order):
    1. Prowler
    2. Nuclei
    3. BloodHound
    4. Greenbone Vulnerability Management (GVM)
    5. Metasploit Framework
    6. BlackNurse

    AI recommended 6 alternatives but never named SanMuzZzZz/LuaN1aoAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I use LLM-powered agents for intelligent security automation and vulnerability discovery?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (GPT-4, GPT-3.5 Turbo)
    2. Semgrep
    3. Bandit
    4. OWASP ZAP
    5. Burp Suite
    6. Splunk
    7. Elastic Security
    8. VirusTotal
    9. Recorded Future
    10. CrowdStrike Falcon
    11. Palo Alto Networks
    12. LangChain
    13. LlamaIndex
    14. Llama 2
    15. Mixtral
    16. Hugging Face Transformers
    17. vLLM
    18. GitHub Copilot Enterprise
    19. GitHub Advanced Security
    20. Google Cloud's Sec-PaLM
    21. Mandiant Hunt for Chronicle Security Operations
    22. Microsoft Security Copilot
    23. Azure
    24. Microsoft 365 Defender
    25. Sentinel
    26. Intune
    27. Microsoft Defender Vulnerability Management
    28. CodeLlama

    AI recommended 28 alternatives but never named SanMuzZzZz/LuaN1aoAgent. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

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 SanMuzZzZz/LuaN1aoAgent?
    pass
    AI did not name SanMuzZzZz/LuaN1aoAgent — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts SanMuzZzZz/LuaN1aoAgent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SanMuzZzZz/LuaN1aoAgent 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 SanMuzZzZz/LuaN1aoAgent solve, and who is the primary audience?
    pass
    AI did not name SanMuzZzZz/LuaN1aoAgent — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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SanMuzZzZz/LuaN1aoAgent — 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