RRepoGEO

REPOGEO REPORT · LITE

fatihak/InkyPi

Default branch main · commit 73c21a1b · scanned 5/13/2026, 6:53:05 PM

GitHub: 3,932 stars · 524 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 fatihak/InkyPi, 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 opening to clarify it's a complete application/dashboard

    Why:

    CURRENT
    InkyPi is an open-source, customizable E-Ink display powered by a Raspberry Pi. Designed for simplicity and flexibility, it allows you to effortlessly display the content you care about, with a simple web interface that makes setup and configuration effortless.
    COPY-PASTE FIX
    InkyPi is a complete open-source application and dashboard for customizable E-Ink displays, powered by a Raspberry Pi. It provides a ready-to-use web interface for effortless setup, configuration, and dynamic content management, allowing you to display the content you care about with ease.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/fatihak/InkyPi
  • mediumtopics#3
    Expand repository topics to include application-level keywords

    Why:

    CURRENT
    eink, epaper, inkypi, python, raspberry-pi
    COPY-PASTE FIX
    eink, epaper, inkypi, python, raspberry-pi, iot-dashboard, smart-display, web-interface, digital-signage

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 fatihak/InkyPi
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Inky pHAT/wHAT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Inky pHAT/wHAT · recommended 2×
  2. OpenEPaperLink · recommended 2×
  3. Waveshare E-Paper Displays · recommended 1×
  4. Waveshare Python Libraries · recommended 1×
  5. Flask · recommended 1×
  • CATEGORY QUERY
    How to build a customizable e-paper display with a Raspberry Pi and web control?
    you: not recommended
    AI recommended (in order):
    1. Waveshare E-Paper Displays
    2. Waveshare Python Libraries
    3. Flask
    4. Django
    5. Inky pHAT/wHAT
    6. Pimoroni Inky Python Library
    7. Good Display E-Paper Modules
    8. GxEPD2 Library
    9. MQTT
    10. Node-RED
    11. Mosquitto
    12. OpenEPaperLink
    13. Pillow (PIL)
    14. spidev
    15. smbus

    AI recommended 15 alternatives but never named fatihak/InkyPi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source solutions exist for displaying dynamic content on a low-power e-ink screen?
    you: not recommended
    AI recommended (in order):
    1. OpenEPaperLink
    2. ESPHome
    3. MicroPython
    4. micropython-epaper
    5. micropython-waveshare-epaper
    6. Arduino
    7. GxEPD2
    8. EPD_driver
    9. Inky pHAT/wHAT
    10. PaperTTY

    AI recommended 10 alternatives but never named fatihak/InkyPi. 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 fatihak/InkyPi?
    pass
    AI named fatihak/InkyPi explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of fatihak/InkyPi. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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fatihak/InkyPi — 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