RRepoGEO

REPOGEO REPORT · LITE

aisingapore/TagUI

Default branch master · commit 91aeb07f · scanned 6/29/2026, 1:07:02 PM

GitHub: 6,310 stars · 646 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 aisingapore/TagUI, 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 clearly state RPA and human-language syntax

    Why:

    CURRENT
    Write flows in simple TagUI language and automate away repetitive time-consuming tasks on your computer. Tasks include those on websites (native support for Chrome and Edge), desktop apps, or the command line. The TagUI project is open-source and free forever. It's easy to setup and use, and works on Windows, macOS and Linux.
    COPY-PASTE FIX
    TagUI is a free, open-source Robotic Process Automation (RPA) tool that allows you to automate repetitive tasks on your computer using a simple, human-language syntax. It supports automation across websites (Chrome, Edge), desktop applications, and the command line, and works on Windows, macOS, and Linux.
  • mediumreadme#2
    Add a sentence highlighting TagUI's core differentiators

    Why:

    COPY-PASTE FIX
    Unlike many low-level automation libraries, TagUI provides a high-level, human-language syntax for comprehensive RPA, enabling automation across web, desktop, and API with built-in visual recognition and OCR, and supporting flows in 22 languages.
  • lowtopics#3
    Expand repository topics to include specific automation terms

    Why:

    CURRENT
    ai, nlp, opencv, rpa, tesseract
    COPY-PASTE FIX
    ai, nlp, opencv, rpa, tesseract, automation, desktop-automation, web-automation, ui-automation, scripting

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 aisingapore/TagUI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoHotkey
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoHotkey · recommended 1×
  2. PyAutoGUI · recommended 1×
  3. SikuliX · recommended 1×
  4. Selenium · recommended 1×
  5. Puppeteer · recommended 1×
  • CATEGORY QUERY
    What are some free open-source tools for automating repetitive desktop and web tasks?
    you: not recommended
    AI recommended (in order):
    1. AutoHotkey
    2. PyAutoGUI
    3. SikuliX
    4. Selenium
    5. Puppeteer
    6. Taskt
    7. Robocorp

    AI recommended 7 alternatives but never named aisingapore/TagUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a cross-platform solution to script UI interactions for browser and desktop automation.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Puppeteer (puppeteer/puppeteer)
    3. Selenium WebDriver (SeleniumHQ/selenium)
    4. Robot Framework (robotframework/robotframework)
    5. Appium (appium/appium)
    6. AutoHotkey (AutoHotkey/AutoHotkey)
    7. PyAutoGUI (asweigart/pyautogui)

    AI recommended 7 alternatives but never named aisingapore/TagUI. 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 aisingapore/TagUI?
    pass
    AI did not name aisingapore/TagUI — 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 aisingapore/TagUI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aisingapore/TagUI 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 aisingapore/TagUI solve, and who is the primary audience?
    pass
    AI named aisingapore/TagUI 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 aisingapore/TagUI. 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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aisingapore/TagUI — 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