RRepoGEO

REPOGEO REPORT · LITE

dai-hongtao/InkTime

Default branch main · commit b09baab5 · scanned 6/15/2026, 9:47:55 PM

GitHub: 557 stars · 97 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 dai-hongtao/InkTime, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    self-hosted, e-paper, digital-photo-frame, ai, photo-curation, esp32, python, on-this-day, memories
  • highreadme#2
    Strengthen the README's opening sentence with full project scope

    Why:

    CURRENT
    InkTime 是一个「拉回你相册里的记忆」的墨水屏电子相框项目。
    COPY-PASTE FIX
    InkTime 是一个可自托管的墨水屏电子相框，它利用AI分析你的照片库，按回忆价值打分，并自动生成“历史上的今天”照片，让沉睡的记忆在墨水屏上重现。
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    [Your project's official website or demo page URL]

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 dai-hongtao/InkTime
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Raspberry Pi
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Raspberry Pi · recommended 2×
  2. PhotoPrism · recommended 1×
  3. Immich · recommended 1×
  4. Nextcloud Memories · recommended 1×
  5. PiGallery2 · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted project to intelligently curate and display nostalgic photos on a digital frame.
    you: not recommended
    AI recommended (in order):
    1. PhotoPrism
    2. Immich
    3. Nextcloud Memories
    4. PiGallery2
    5. Home Assistant
    6. Raspberry Pi
    7. Google Nest Hub
    8. Amazon Echo Show

    AI recommended 8 alternatives but never named dai-hongtao/InkTime. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build an e-paper display showing AI-selected 'On This Day' photos from my collection?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi
    2. Raspberry Pi 4 Model B
    3. Raspberry Pi Zero 2 W
    4. Waveshare E-Paper Display
    5. Waveshare 7.5inch e-Paper HAT (B) V2
    6. Waveshare 7.5inch HD E-Paper HAT
    7. Google Photos API
    8. Python
    9. Pillow
    10. requests
    11. OpenCV
    12. TensorFlow Lite
    13. PyTorch Mobile
    14. Cron

    AI recommended 14 alternatives but never named dai-hongtao/InkTime. 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 dai-hongtao/InkTime?
    pass
    AI named dai-hongtao/InkTime explicitly

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

  • If a team adopts dai-hongtao/InkTime in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dai-hongtao/InkTime 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 dai-hongtao/InkTime solve, and who is the primary audience?
    pass
    AI named dai-hongtao/InkTime 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 dai-hongtao/InkTime. 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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<a href="https://repogeo.com/en/r/dai-hongtao/InkTime"><img src="https://repogeo.com/badge/dai-hongtao/InkTime.svg" alt="RepoGEO" /></a>
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dai-hongtao/InkTime — 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