RRepoGEO

REPOGEO REPORT · LITE

threatsimgpt-AI/ThreatSimGPT

Default branch master · commit ca1ade03 · scanned 6/17/2026, 7:17:05 PM

GitHub: 543 stars · 340 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 threatsimgpt-AI/ThreatSimGPT, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description for the repository

    Why:

    COPY-PASTE FIX
    ThreatSimGPT is an enterprise-grade cybersecurity threat simulation platform that leverages Large Language Models (LLMs) to generate realistic, context-aware threat scenarios for security training, red team exercises, and compliance testing.
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/ThreatSimGPT/ThreatSimGPT

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 threatsimgpt-AI/ThreatSimGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AttackIQ
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AttackIQ · recommended 1×
  2. Picus Security · recommended 1×
  3. Mandiant Advantage · recommended 1×
  4. Cymulate · recommended 1×
  5. RangeForce · recommended 1×
  • CATEGORY QUERY
    How can I simulate cyber threats using AI for security training exercises?
    you: not recommended
    AI recommended (in order):
    1. AttackIQ
    2. Picus Security
    3. Mandiant Advantage
    4. Cymulate
    5. RangeForce
    6. Palo Alto Networks Cortex XDR
    7. MITRE Caldera
    8. Python
    9. scikit-learn
    10. TensorFlow

    AI recommended 10 alternatives but never named threatsimgpt-AI/ThreatSimGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms offer offline AI-powered threat simulation using local large language models?
    you: not recommended
    AI recommended (in order):
    1. Llama.cpp (ggerganov/llama.cpp)
    2. Ollama (ollama/ollama)
    3. MLflow (mlflow/mlflow)
    4. Llama 2
    5. Mistral 7B
    6. Mixtral 8x7B
    7. Falcon
    8. Vicuna
    9. Hugging Face Transformers Library (huggingface/transformers)
    10. NVIDIA AI Enterprise
    11. IBM Watsonx.ai
    12. PyTorch (pytorch/pytorch)
    13. TensorFlow (tensorflow/tensorflow)

    AI recommended 13 alternatives but never named threatsimgpt-AI/ThreatSimGPT. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 threatsimgpt-AI/ThreatSimGPT?
    pass
    AI named threatsimgpt-AI/ThreatSimGPT explicitly

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

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