RRepoGEO

REPOGEO REPORT · LITE

elder-plinius/V3SP3R

Default branch main · commit 53146f0c · scanned 5/18/2026, 4:27:10 AM

GitHub: 1,013 stars · 184 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
  • hightopics#1
    Add specific topics for Flipper Zero AI control

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    flipper-zero, ai, natural-language-processing, voice-control, hardware-hacking, security-tools, android, kotlin
  • highabout#2
    Expand the repository description for clarity

    Why:

    CURRENT
    AI Flipper control
    COPY-PASTE FIX
    V3SP3R (Vesper) is an AI-powered command center for your Flipper Zero, enabling natural language control of hardware hacking tools from Android devices or smart glasses.
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    [Add your project's official homepage URL here, e.g., a GitHub Pages site or dedicated project website]

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
Google Cloud Speech-to-Text
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Speech-to-Text · recommended 2×
  2. Python · recommended 1×
  3. Uberi/speech_recognition · recommended 1×
  4. Google Speech Recognition API · recommended 1×
  5. cmusphinx/pocketsphinx · recommended 1×
  • CATEGORY QUERY
    How can I control a hardware hacking device using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. SpeechRecognition (Uberi/speech_recognition)
    3. Google Speech Recognition API
    4. CMU Sphinx (cmusphinx/pocketsphinx)
    5. Wit.ai (wit-ai/wit)
    6. re module
    7. spaCy (explosion/spaCy)
    8. NLTK (nltk/nltk)
    9. PySerial (pyserial/pyserial)
    10. RPi.GPIO (RPi-Distro/python-rpi.gpio)
    11. smbus (kplindley/python-smbus)
    12. gpiozero (gpiozero/gpiozero)
    13. spidev (doceme/py-spidev)
    14. Node.js
    15. Google Cloud Speech-to-Text
    16. Azure Cognitive Services Speech
    17. Compromise (spencermountain/compromise)
    18. johnny-five (rwaldron/johnny-five)
    19. serialport (serialport/node-serialport)
    20. Home Assistant (home-assistant/core)
    21. Rhasspy (rhasspy/rhasspy)
    22. Apple HomeKit
    23. Google Assistant
    24. ESPHome (esphome/esphome)
    25. Tasmota (arendst/Tasmota)
    26. MQTT
    27. Arduino (arduino/arduino-ide)
    28. ESP32 (espressif/arduino-esp32)
    29. Elechouse VR3
    30. Mycroft AI (MycroftAI/mycroft-core)

    AI recommended 30 alternatives but never named elder-plinius/V3SP3R. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered voice control solutions for hardware security tools?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. DeepSpeech (coqui-ai/STT)
    3. Picovoice
    4. Rhino Speech-to-Intent
    5. Porcupine Wake Word
    6. Google Cloud Speech-to-Text
    7. Dialogflow
    8. Amazon Alexa Voice Service (AVS)
    9. Amazon Lex
    10. Azure Speech Service

    AI recommended 10 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?

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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