RRepoGEO

REPOGEO REPORT · LITE

Wh0am123/MCP-Kali-Server

Default branch main · commit 00154c05 · scanned 6/9/2026, 3:02:17 PM

GitHub: 712 stars · 146 forks

AI VISIBILITY SCORE
28 /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
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 Wh0am123/MCP-Kali-Server, 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's opening to clarify AI agent bridge function

    Why:

    CURRENT
    # MCP Kali Server

**MCP Kali Server (MKS)** is a lightweight API bridge that connects MCP clients (e.g: Claude Desktop or 5ire) to the API server which allows executing commands on a Linux terminal.
    COPY-PASTE FIX
    # MCP Kali Server: AI Agent API Bridge

**MCP Kali Server (MKS)** is an **AI Agent API Bridge** that connects AI clients (e.g., Claude Desktop or 5ire) to a Kali Linux terminal, enabling AI-driven offensive security and CTF solving. This is *not* related to Minecraft.
  • mediumtopics#2
    Add specific AI integration topics

    Why:

    CURRENT
    kali-tools, mcp, mcp-server, penetration-testing, pentesting, security
    COPY-PASTE FIX
    ai-agent, ai-security, api-bridge, offensive-ai, ctf-solver, kali-tools, mcp, mcp-server, penetration-testing, pentesting, security
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://yousofnahya.medium.com/how-mcp-is-revolutionizing-offensive-security-93b2442a5096

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 Wh0am123/MCP-Kali-Server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 · recommended 1×
  2. Claude 3 Opus · recommended 1×
  3. Nmap · recommended 1×
  4. Metasploit · recommended 1×
  5. Burp Suite · recommended 1×
  • CATEGORY QUERY
    How can I automate penetration testing tasks using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. Claude 3 Opus
    3. Nmap
    4. Metasploit
    5. Burp Suite
    6. OWASP ZAP
    7. Nuclei (projectdiscovery/nuclei)
    8. SQLMap
    9. curl
    10. Nessus
    11. OpenVAS
    12. Prowler
    13. ScoutSuite

    AI recommended 13 alternatives but never named Wh0am123/MCP-Kali-Server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools bridge AI models with a Kali Linux terminal for security operations?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Hugging Face Transformers Library (huggingface/transformers)
    3. TensorFlow (tensorflow/tensorflow)
    4. PyTorch (pytorch/pytorch)
    5. Metasploit Framework (rapid7/metasploit-framework)
    6. Maltego
    7. Elastic Stack
    8. jq (stedolan/jq)
    9. curl (curl/curl)

    AI recommended 9 alternatives but never named Wh0am123/MCP-Kali-Server. 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 Wh0am123/MCP-Kali-Server?
    pass
    AI named Wh0am123/MCP-Kali-Server explicitly

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

  • If a team adopts Wh0am123/MCP-Kali-Server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Wh0am123/MCP-Kali-Server 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 Wh0am123/MCP-Kali-Server solve, and who is the primary audience?
    pass
    AI did not name Wh0am123/MCP-Kali-Server — 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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Wh0am123/MCP-Kali-Server — RepoGEO report