RRepoGEO

REPOGEO REPORT · LITE

mrphrazer/reverser_ai

Default branch main · commit d7b6700a · scanned 5/11/2026, 2:33:06 PM

GitHub: 1,069 stars · 79 forks

AI VISIBILITY SCORE
35 /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
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 mrphrazer/reverser_ai, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    reverse-engineering, llm, local-llm, ai-assisted-reverse-engineering, binary-ninja-plugin, decompiler, function-naming
  • highhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/mrphrazer/reverser_ai
  • mediumreadme#3
    Strengthen the README's opening statement for clarity

    Why:

    CURRENT
    _Provides automated reverse engineering assistance through the use of local large language models (LLMs) on consumer hardware._
    COPY-PASTE FIX
    ReverserAI: AI-powered reverse engineering with local LLMs. This project automates and enhances reverse engineering tasks by leveraging locally-hosted large language models (LLMs) on consumer hardware.

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 mrphrazer/reverser_ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
IDA Pro
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. IDA Pro · recommended 2×
  2. IDAPython · recommended 2×
  3. Ghidra · recommended 2×
  4. Binary Ninja · recommended 2×
  5. Radare2 · recommended 2×
  • CATEGORY QUERY
    How can I use local AI models to automate reverse engineering tasks offline?
    you: not recommended
    AI recommended (in order):
    1. IDA Pro
    2. IDAPython
    3. ONNX
    4. TensorFlow Lite
    5. PyTorch
    6. ONNX Runtime
    7. Ghidra
    8. GhidraDev
    9. scikit-learn
    10. TensorFlow
    11. Binary Ninja
    12. Radare2
    13. Cutter
    14. R2pipe
    15. Capstone
    16. Unicorn Engine
    17. LIEF
    18. PEFile
    19. ELFFile

    AI recommended 19 alternatives but never named mrphrazer/reverser_ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help with automated function naming in decompiled code using consumer hardware?
    you: not recommended
    AI recommended (in order):
    1. IDA Pro
    2. Hex-Rays Decompiler
    3. IDAPython
    4. Ghidra
    5. Binary Ninja
    6. Radare2
    7. Cutter
    8. R2dec
    9. Angr

    AI recommended 9 alternatives but never named mrphrazer/reverser_ai. 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 mrphrazer/reverser_ai?
    pass
    AI named mrphrazer/reverser_ai explicitly

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

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

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

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mrphrazer/reverser_ai — 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