RRepoGEO

REPOGEO REPORT · LITE

aisingapore/TagUI

Default branch master · commit 91aeb07f · scanned 5/18/2026, 7:07:27 AM

GitHub: 6,284 stars · 647 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
54 /100
Needs work
Category recall
1 / 2
Avg rank #7.0 when recommended
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 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
  • highabout#1
    Update the project description to emphasize natural language support

    Why:

    CURRENT
    Free RPA tool by AI Singapore
    COPY-PASTE FIX
    Free open-source RPA tool for automating web and desktop tasks using natural language commands and multi-language support.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/aisingapore/TagUI
  • mediumreadme#3
    Refine the README's opening sentence to highlight natural language and multi-language support

    Why:

    CURRENT
    Write flows in simple TagUI language and automate away repetitive time-consuming tasks on your computer.
    COPY-PASTE FIX
    Automate repetitive tasks on your computer using simple, human-friendly TagUI language, with support for natural language commands and 22 other human languages.

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
1 / 2
50% of queries surface aisingapore/TagUI
Avg rank
#7.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
microsoft/playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 2×
  2. SeleniumHQ/selenium · recommended 2×
  3. asweigart/pyautogui · recommended 1×
  4. AutoHotkey/AutoHotkey · recommended 1×
  5. autokey/autokey · recommended 1×
  • CATEGORY QUERY
    What open-source tools can automate repetitive desktop and web tasks across operating systems?
    you: #7
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium (SeleniumHQ/selenium)
    3. PyAutoGUI (asweigart/pyautogui)
    4. AutoHotkey (AutoHotkey/AutoHotkey)
    5. AutoKey (autokey/autokey)
    6. Robot Framework (robotframework/robotframework)
    7. TagUI (tebel.ai/tagui) ← you
    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to automate UI interactions using natural language commands or multiple human languages.
    you: not recommended
    AI recommended (in order):
    1. Robocorp (robocorp/rpaframework)
    2. Playwright (microsoft/playwright)
    3. Appian RPA
    4. UiPath
    5. Microsoft Power Automate Desktop
    6. Selenium (SeleniumHQ/selenium)

    AI recommended 6 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 named aisingapore/TagUI explicitly

    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.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/aisingapore/TagUI.svg)](https://repogeo.com/en/r/aisingapore/TagUI)
HTML
<a href="https://repogeo.com/en/r/aisingapore/TagUI"><img src="https://repogeo.com/badge/aisingapore/TagUI.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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