RRepoGEO

REPOGEO REPORT · LITE

jhc13/taggui

Default branch main · commit cb8cca71 · scanned 7/1/2026, 4:47:15 AM

GitHub: 1,326 stars · 76 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
28 /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
2 / 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 jhc13/taggui, 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
    Emphasize 'personal desktop tool for generative AI creators' in the README introduction

    Why:

    CURRENT
    # TagGUI

Cross-platform desktop application for quickly adding and editing image tags and captions, aimed towards creators of image datasets for generative AI models.
    COPY-PASTE FIX
    Add this sentence to the introduction of your README: 'Unlike complex enterprise annotation platforms, TagGUI focuses on providing a fast, local, and keyboard-friendly experience for individual creators building datasets for generative AI models like Stable Diffusion.'
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or a direct link to the latest release page) to the 'Homepage' field in the repository settings.
  • lowreadme#3
    Clarify how tags are stored in the README

    Why:

    CURRENT
    Tags are loaded from .txt files in the directory wit
    COPY-PASTE FIX
    Tags are stored as plain text files (`.txt`) alongside your images, ensuring portability and easy integration with other tools.

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 jhc13/taggui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CVAT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CVAT · recommended 2×
  2. SuperAnnotate · recommended 2×
  3. Labelbox · recommended 2×
  4. LabelImg · recommended 1×
  5. VGG Image Annotator (VIA) · recommended 1×
  • CATEGORY QUERY
    What desktop tools help manage and caption large image datasets for AI training?
    you: not recommended
    AI recommended (in order):
    1. LabelImg
    2. CVAT
    3. VGG Image Annotator (VIA)
    4. RectLabel
    5. SuperAnnotate
    6. Labelbox

    AI recommended 6 alternatives but never named jhc13/taggui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a fast image tagging application with AI-powered caption generation for datasets.
    you: not recommended
    AI recommended (in order):
    1. Labelbox
    2. SuperAnnotate
    3. V7
    4. Roboflow
    5. CVAT
    6. Clarifai

    AI recommended 6 alternatives but never named jhc13/taggui. 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 jhc13/taggui?
    pass
    AI did not name jhc13/taggui — likely talking about a different project

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

  • If a team adopts jhc13/taggui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jhc13/taggui 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 jhc13/taggui solve, and who is the primary audience?
    pass
    AI named jhc13/taggui explicitly

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

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jhc13/taggui — 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