RRepoGEO

REPOGEO REPORT · LITE

a-real-ai/pywinassistant

Default branch main · commit 5e3df3b1 · scanned 5/14/2026, 10:26:45 PM

GitHub: 1,339 stars · 188 forks

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 a-real-ai/pywinassistant, 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 the core differentiator to the README's first sentence

    Why:

    CURRENT
    PyWinAssistant is the first open-source Artificial Narrow Intelligence to elicit spatial reasoning and perception as a generalist agentic framework Computer-Using-Agent that fully operates graphical-user-interfaces (GUIs) for Windows 10/11 **through direct OS-native semantic interaction**. It functions as a Computer-Using-Agent / Large-Action-Model, forming the foundation for a pure **symbolic spatial cognition framework** that enables artificial operation of a computer using only natural language, **without relying on computer vision, OCR, or pixel-level imaging**.
    COPY-PASTE FIX
    PyWinAssistant is the first open-source Artificial Narrow Intelligence generalist agentic framework Computer-Using-Agent that fully operates graphical-user-interfaces (GUIs) for Windows 10/11 **through direct OS-native semantic interaction, uniquely without relying on computer vision, OCR, or pixel-level imaging**. It functions as a Computer-Using-Agent / Large-Action-Model, forming the foundation for a pure **symbolic spatial cognition framework** that enables artificial operation of a computer using only natural language.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the official project website or documentation URL here.
  • lowtopics#3
    Add more specific topics to enhance categorization

    Why:

    CURRENT
    artificial-general-intelligence, artificial-intelligence-algorithms, artificial-narrow-intelligence, computer-using-agent, cot, cua, graphical-user-interface, ui, ui-ux, ux, vot
    COPY-PASTE FIX
    artificial-general-intelligence, artificial-intelligence-algorithms, artificial-narrow-intelligence, computer-using-agent, cot, cua, graphical-user-interface, ui, ui-ux, ux, vot, agentic-framework, desktop-automation, natural-language-processing, windows-automation

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 a-real-ai/pywinassistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Power Automate Desktop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Power Automate Desktop · recommended 2×
  2. AI Builder · recommended 1×
  3. UiPath Studio · recommended 1×
  4. AI Center · recommended 1×
  5. Automation Anywhere · recommended 1×
  • CATEGORY QUERY
    How to automate Windows GUI applications using natural language without screen scraping?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Power Automate Desktop
    2. AI Builder
    3. UiPath Studio
    4. AI Center
    5. Automation Anywhere
    6. IQ Bot
    7. OpenAI GPT-4
    8. GPT-3.5 Turbo
    9. PyAutoGUI (asweigart/pyautogui)
    10. pywinauto (pywinauto/pywinauto)
    11. Windows Copilot
    12. Alexa
    13. Google Assistant

    AI recommended 13 alternatives but never named a-real-ai/pywinassistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI agent framework to control desktop applications via OS-native APIs.
    you: not recommended
    AI recommended (in order):
    1. AutoHotkey (AHK)
    2. PyAutoGUI
    3. Playwright
    4. Appium Desktop
    5. UIPath Studio
    6. Microsoft Power Automate Desktop

    AI recommended 6 alternatives but never named a-real-ai/pywinassistant. 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 a-real-ai/pywinassistant?
    pass
    AI did not name a-real-ai/pywinassistant — 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 a-real-ai/pywinassistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named a-real-ai/pywinassistant 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 a-real-ai/pywinassistant solve, and who is the primary audience?
    pass
    AI named a-real-ai/pywinassistant explicitly

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

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