RRepoGEO

REPOGEO REPORT · LITE

cyproxio/mcp-for-security

Default branch main · commit 51dd537f · scanned 6/8/2026, 12:32:22 PM

GitHub: 615 stars · 98 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 cyproxio/mcp-for-security, 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
  • highabout#1
    Clarify 'MCP' in the repository description to prevent misinterpretation

    Why:

    CURRENT
    MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.
    COPY-PASTE FIX
    Model Context Protocol (MCP) for Security: A collection of servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.
  • hightopics#2
    Add a 'deprecated' topic to reflect the repository's unmaintained status

    Why:

    CURRENT
    ai-assistants, ai-security, cybersecurity, hacking-tools, mcp, mcp-ai, mcp-pentest, mcp-security, model-context-protocol, pentesting, security-automation, security-integrations, security-testing, security-tools
    COPY-PASTE FIX
    ai-assistants, ai-security, cybersecurity, hacking-tools, mcp, mcp-ai, mcp-pentest, mcp-security, model-context-protocol, pentesting, security-automation, security-integrations, security-testing, security-tools, deprecated
  • mediumreadme#3
    Add a concise, repositioning sentence immediately after the warning in the README

    Why:

    CURRENT
    About Cyprox — The Future of AI-Driven Cybersecurity** <br/></br>
    COPY-PASTE FIX
    This repository provided Model Context Protocol (MCP) server implementations for integrating popular security tools like SQLMap, FFUF, NMAP, and Masscan into AI-driven security workflows.

About Cyprox — The Future of AI-Driven Cybersecurity** <br/></br>

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 cyproxio/mcp-for-security
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cortex XSOAR
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cortex XSOAR · recommended 1×
  2. Splunk SOAR · recommended 1×
  3. Microsoft Sentinel · recommended 1×
  4. Azure Logic Apps · recommended 1×
  5. Tenable.io · recommended 1×
  • CATEGORY QUERY
    How can I integrate common penetration testing tools into an AI-driven workflow?
    you: not recommended
    AI recommended (in order):
    1. Cortex XSOAR
    2. Splunk SOAR
    3. Microsoft Sentinel
    4. Azure Logic Apps
    5. Tenable.io
    6. Nessus
    7. Qualys VMDR
    8. Project Fuzzilli (google/fuzzilli)
    9. AFL++ (AFLplusplus/AFLplusplus)
    10. PortSwigger Burp Suite Enterprise Edition
    11. Invicti
    12. Acunetix
    13. Zeek (zeek/zeek)
    14. scikit-learn (scikit-learn/scikit-learn)
    15. TensorFlow (tensorflow/tensorflow)
    16. Corelight Sensors

    AI recommended 16 alternatives but never named cyproxio/mcp-for-security. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to automate security testing and analysis using AI assistants.
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. GitHub Copilot
    3. Google Cloud Security AI Workbench
    4. Microsoft Security Copilot
    5. CodiumAI
    6. Snyk Code

    AI recommended 6 alternatives but never named cyproxio/mcp-for-security. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 cyproxio/mcp-for-security?
    pass
    AI did not name cyproxio/mcp-for-security — 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 cyproxio/mcp-for-security in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cyproxio/mcp-for-security 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 cyproxio/mcp-for-security solve, and who is the primary audience?
    pass
    AI named cyproxio/mcp-for-security explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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cyproxio/mcp-for-security — RepoGEO report