RRepoGEO

REPOGEO REPORT · LITE

zhaoyue4810/pianke

Default branch main · commit 5c13aa20 · scanned 6/15/2026, 7:38:00 PM

GitHub: 725 stars · 156 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 zhaoyue4810/pianke, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    片刻 (Pianke) is a local, AI-assisted photo culling and selection tool for photographers, featuring A/B comparison, automatic grouping of similar shots, and native RAW file support, all processed offline.
  • mediumreadme#2
    Streamline the README's opening paragraph

    Why:

    CURRENT
    > **让 AI 协助初筛与分组，把最终的审美决定权留给自己。**

[](https://www.python.org/)
[](#一键启动推荐)
[](LICENSE)

**片刻** 是一款专为摄影师和摄影爱好者设计的**本地照片双语/擂台式选片工具**。它能够将一次拍摄中相似的几十甚至上百张照片自动归入“同一个瞬间”的组中，然后通过直观的 **左右 A/B 擂台 PK** 方式，让你快速挑出最满意的一张。
    COPY-PASTE FIX
    > **让 AI 协助初筛与分组，把最终的审美决定权留给自己。**

**片刻** 是一款专为摄影师和摄影爱好者设计的**本地照片双语/擂台式选片工具**。它能够将一次拍摄中相似的几十甚至上百张照片自动归入“同一个瞬间”的组中，然后通过直观的 **左右 A/B 擂台 PK** 方式，让你快速挑出最满意的一张。

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 zhaoyue4810/pianke
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Lightroom Classic
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Lightroom Classic · recommended 1×
  2. Excire Foto · recommended 1×
  3. Photo Mechanic · recommended 1×
  4. ACDSee Photo Studio Ultimate · recommended 1×
  5. Mylio Photos · recommended 1×
  • CATEGORY QUERY
    What are the best local photo culling tools that use AI to group similar shots?
    you: not recommended
    AI recommended (in order):
    1. Adobe Lightroom Classic
    2. Excire Foto
    3. Photo Mechanic
    4. ACDSee Photo Studio Ultimate
    5. Mylio Photos

    AI recommended 5 alternatives but never named zhaoyue4810/pianke. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need a fast offline photo selection utility for RAW files with A/B comparison.
    you: not recommended
    AI recommended (in order):
    1. Photo Mechanic 6
    2. ACDSee Photo Studio Ultimate 2024
    3. FastRawViewer
    4. Adobe Bridge
    5. Capture One Pro 23
    6. XnView MP

    AI recommended 6 alternatives but never named zhaoyue4810/pianke. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 zhaoyue4810/pianke?
    pass
    AI named zhaoyue4810/pianke explicitly

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

  • If a team adopts zhaoyue4810/pianke in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zhaoyue4810/pianke 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 zhaoyue4810/pianke solve, and who is the primary audience?
    pass
    AI named zhaoyue4810/pianke 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 zhaoyue4810/pianke. 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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zhaoyue4810/pianke — 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