RRepoGEO

REPOGEO REPORT · LITE

elder-plinius/V3SP3R

Default branch main · commit 53146f0c · scanned 6/17/2026, 9:01:57 PM

GitHub: 1,109 stars · 210 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
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 elder-plinius/V3SP3R, 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
    Refine README H1 to explicitly state project type

    Why:

    CURRENT
    # V3SP3R — The AI Brain for Your Flipper Zero
    COPY-PASTE FIX
    # V3SP3R: An AI-Powered Natural Language Interface for Flipper Zero
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    flipper-zero, ai, natural-language-processing, voice-control, hardware-hacking, android, smart-glasses
  • mediumabout#3
    Clarify the About description for better AI understanding

    Why:

    CURRENT
    AI Flipper control
    COPY-PASTE FIX
    AI-powered natural language control for Flipper Zero via Android and smart glasses.

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 elder-plinius/V3SP3R
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. GPT-4 · recommended 1×
  3. Claude · recommended 1×
  4. Llama 2 · recommended 1×
  5. pyserial · recommended 1×
  • CATEGORY QUERY
    How to control a hardware hacking device using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4
    3. Claude
    4. Llama 2
    5. pyserial
    6. RPi.GPIO
    7. smbus
    8. libusb
    9. Home Assistant
    10. Google Assistant
    11. Alexa
    12. Rhasspy
    13. Mycroft AI
    14. IFTTT
    15. Zapier
    16. NLTK
    17. SpaCy
    18. scapy
    19. python-can

    AI recommended 19 alternatives but never named elder-plinius/V3SP3R. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    AI-powered interface to simplify complex hardware security testing protocols?
    you: not recommended
    AI recommended (in order):
    1. Riscure Inspector
    2. Tortuga Logic Radix-S
    3. Synopsys ZeBu Server
    4. Cadence JasperGold
    5. Verayo PUF-based Security Solutions
    6. Rambus CryptoManager Security Platform

    AI recommended 6 alternatives but never named elder-plinius/V3SP3R. 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 elder-plinius/V3SP3R?
    pass
    AI named elder-plinius/V3SP3R explicitly

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

  • If a team adopts elder-plinius/V3SP3R in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elder-plinius/V3SP3R 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 elder-plinius/V3SP3R solve, and who is the primary audience?
    pass
    AI named elder-plinius/V3SP3R explicitly

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

Embed your GEO score

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MARKDOWN (README)
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elder-plinius/V3SP3R — 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
elder-plinius/V3SP3R — RepoGEO report