RRepoGEO

REPOGEO REPORT · LITE

Unclecheng-li/VulnClaw

Default branch main · commit 2a9572c8 · scanned 6/18/2026, 4:02:04 PM

GitHub: 548 stars · 83 forks

AI VISIBILITY SCORE
35 /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
3 / 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 Unclecheng-li/VulnClaw, 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
    Add a clear comparison/differentiation statement in the README

    Why:

    COPY-PASTE FIX
    Add the following sentence directly after the main tagline: `> *AI 驱动的渗透测试 CLI 工具 — 说人话，打漏洞。*`
`> **Unlike traditional vulnerability scanners or generic LLMs, VulnClaw acts as a fully autonomous AI agent, orchestrating the entire penetration testing workflow from reconnaissance to reporting.**`
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/Unclecheng-li/VulnClaw
  • mediumtopics#3
    Expand repository topics with more specific automation and red team terms

    Why:

    CURRENT
    ai, ai-agent, ai-tools, ctf, cybersecurity, openclaw, penetration-testing, penetration-testing-tools, security-tools, skill
    COPY-PASTE FIX
    ai, ai-agent, ai-tools, ctf, cybersecurity, openclaw, penetration-testing, penetration-testing-tools, security-tools, skill, red-team, security-automation, autonomous-agent, vulnerability-exploitation

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 Unclecheng-li/VulnClaw
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. OpenAI's GPT-4 · recommended 1×
  3. Anthropic's Claude · recommended 1×
  4. Metasploit Framework · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    Looking for an AI agent to automate the entire penetration testing process with natural language.
    you: not recommended
    AI recommended (in order):
    1. Prowler
    2. OpenAI's GPT-4
    3. Anthropic's Claude
    4. Metasploit Framework
    5. AutoGPT
    6. LangChain
    7. Nuclei
    8. Cyborg

    AI recommended 8 alternatives but never named Unclecheng-li/VulnClaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI-driven platform to streamline red team operations and CTF challenge solving.
    you: not recommended
    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 Unclecheng-li/VulnClaw?
    pass
    AI named Unclecheng-li/VulnClaw explicitly

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

  • If a team adopts Unclecheng-li/VulnClaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Unclecheng-li/VulnClaw 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 Unclecheng-li/VulnClaw solve, and who is the primary audience?
    pass
    AI named Unclecheng-li/VulnClaw 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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MARKDOWN (README)
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Unclecheng-li/VulnClaw — 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