RRepoGEO

REPOGEO REPORT · LITE

berylliumsec/nebula

Default branch main · commit f7ca75fa · scanned 6/29/2026, 10:26:51 PM

GitHub: 988 stars · 151 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
    Reposition README to clarify unique identity and core function

    Why:

    CURRENT
    # Nebula – AI-Powered Penetration Testing Assistant

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. Designed for cybersecurity professionals, ethical hackers, and developers, Nebula automates vulnerability assessments and enhances security workflows with real-time insights and automated note-taking.
    COPY-PASTE FIX
    # berylliumsec/nebula – AI-Powered Penetration Testing Assistant

Note: This project, berylliumsec/nebula, is an AI-powered penetration testing assistant and is not related to the Nebula overlay network by Slack/Google. It 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. Designed for cybersecurity professionals, ethical hackers, and developers, Nebula automates vulnerability assessments and enhances security workflows with real-time insights and automated note-taking.
  • mediumabout#2
    Refine repository description for clarity

    Why:

    CURRENT
    AI-powered penetration testing assistant for automating recon, note-taking, and vulnerability analysis.
    COPY-PASTE FIX
    An AI-powered penetration testing assistant leveraging advanced LLMs for automating reconnaissance, note-taking, and vulnerability analysis.
  • lowcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## How Nebula Compares

Unlike traditional vulnerability scanners (e.g., Nuclei, OWASP ZAP) or general-purpose LLM platforms (e.g., OpenAI GPT-4), Nebula specifically integrates state-of-the-art AI models directly into the command-line for automated penetration testing workflows. It provides real-time insights and automated note-taking, going beyond signature-based detection or manual scripting to enhance the ethical hacking process.

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. Shodan · recommended 1×
  3. Censys · recommended 1×
  4. Wappalyzer · recommended 1×
  5. zaproxy/zaproxy · recommended 1×
  • CATEGORY QUERY
    What are the best AI-powered tools for automating vulnerability assessments and recon?
    you: not recommended
    AI recommended (in order):
    1. Nuclei (projectdiscovery/nuclei)
    2. Shodan
    3. Censys
    4. Wappalyzer
    5. OWASP ZAP (zaproxy/zaproxy)
    6. Burp Suite Enterprise Edition
    7. Tenable.io
    8. Nessus

    AI recommended 8 alternatives but never named berylliumsec/nebula. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can AI assist ethical hackers in streamlining their penetration testing workflows and analysis?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / ChatGPT Enterprise
    2. Google Cloud Vertex AI / Amazon SageMaker
    3. Splunk UBA / Exabeam
    4. Metasploit Framework (rapid7/metasploit-framework)
    5. Burp Suite
    6. Prowler / ScoutSuite
    7. Hugging Face Transformers (huggingface/transformers)

    AI recommended 7 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