RRepoGEO

REPOGEO REPORT · LITE

berylliumsec/nebula

Default branch main · commit f7ca75fa · scanned 5/18/2026, 3:41:52 PM

GitHub: 960 stars · 142 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /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
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 berylliumsec/nebula, 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, concise repositioning statement to the README's opening

    Why:

    CURRENT
    Nebula is an advanced, AI-powered penetration testing open-source tool that revolutionizes penetration testing by integrating state-of-the-art AI models into your command-line interface.
    COPY-PASTE FIX
    Nebula is an advanced, AI-powered penetration testing open-source tool that revolutionizes penetration testing by integrating state-of-the-art AI models into your command-line interface. **Unlike network proxies or mesh tools, Nebula is purpose-built for cybersecurity professionals and ethical hackers, automating vulnerability assessments and enhancing security workflows with real-time insights and automated note-taking.**
  • mediumreadme#2
    Add a 'Key Features' section to highlight AI-powered capabilities

    Why:

    COPY-PASTE FIX
    ## Key Features
- **AI-Powered Automation:** Leverage advanced AI models (OpenAI, Llama-3.1, Mistral-7B, DeepSeek) for automated recon, vulnerability analysis, and note-taking.
- **Streamlined Workflows:** Enhance ethical hacking and penetration testing processes with real-time insights and intelligent assistance.
- **Deep Application Profiler (DAP):** Utilize neural networks for zero-day malware detection and detailed executable analysis.
- **CLI Integration:** Seamlessly integrate AI capabilities directly into your command-line interface for efficient operations.
  • lowtopics#3
    Add more specific topics for AI assistance and workflow automation

    Why:

    CURRENT
    ai, ai-powered-ethical-hacking-tool, ai-powered-penetration-testing-tool, cybersecurity, cybersecurity-tools, ethical-hacking, ethical-hacking-tool, llm, penetration-testing-framework, penetration-testing-tool, python, security-automation, vulnerability-assesment-tools, vulnerability-assessment, vulnerability-scanners
    COPY-PASTE FIX
    ai, ai-powered-ethical-hacking-tool, ai-powered-penetration-testing-tool, cybersecurity, cybersecurity-tools, ethical-hacking, ethical-hacking-tool, llm, penetration-testing-framework, penetration-testing-tool, python, security-automation, vulnerability-assesment-tools, vulnerability-assessment, vulnerability-scanners, ai-security-assistant, ethical-hacking-workflow, automated-pentesting, llm-for-security

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 berylliumsec/nebula
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
projectdiscovery/nuclei
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. projectdiscovery/nuclei · recommended 1×
  2. greenbone/gvm · recommended 1×
  3. Nessus · recommended 1×
  4. Shodan · recommended 1×
  5. Maltego · recommended 1×
  • CATEGORY QUERY
    What AI-powered tools automate recon and vulnerability analysis for ethical hacking?
    you: not recommended
    AI recommended (in order):
    1. Nuclei (projectdiscovery/nuclei)
    2. OpenVAS / Greenbone Vulnerability Management (GVM) (greenbone/gvm)
    3. Nessus
    4. Shodan
    5. Maltego
    6. OWASP ZAP (zaproxy/zaproxy)
    7. Metasploit Framework (rapid7/metasploit-framework)

    AI recommended 7 alternatives but never named berylliumsec/nebula. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI assistant to streamline ethical hacking and vulnerability assessment workflows.
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5/GPT-4
    2. Hugging Face Transformers
    3. OWASP ZAP
    4. Metasploit Framework
    5. Ghidra
    6. Security Copilot

    AI recommended 6 alternatives but never named berylliumsec/nebula. 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 berylliumsec/nebula?
    pass
    AI named berylliumsec/nebula explicitly

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

  • If a team adopts berylliumsec/nebula in production, what risks or prerequisites should they evaluate first?
    pass
    AI named berylliumsec/nebula 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 berylliumsec/nebula solve, and who is the primary audience?
    pass
    AI named berylliumsec/nebula explicitly

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

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berylliumsec/nebula — 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