RRepoGEO

REPOGEO REPORT · LITE

microsoft/UFO

Default branch main · commit e6195cb2 · scanned 5/18/2026, 5:36:46 PM

GitHub: 8,671 stars · 1,023 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 microsoft/UFO, 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
    Clarify the repository's 'About' description

    Why:

    CURRENT
    UFO³: Weaving the Digital Agent Galaxy
    COPY-PASTE FIX
    UFO³: An LLM-powered agent framework for orchestrating complex, cross-device workflows and automating Windows GUI interactions.
  • highreadme#2
    Reposition the README's opening paragraph to be more explicit

    Why:

    CURRENT
    From Single Device Agent to Multi-Device Galaxy
    COPY-PASTE FIX
    UFO³ is an advanced LLM-powered agent framework designed for orchestrating complex, cross-device workflows and autonomously automating Windows GUI interactions across multiple devices. It enables the creation of digital agents that can collaborate across heterogeneous platforms.
  • mediumtopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    agent, automation, copilot, gui, llm, windows
    COPY-PASTE FIX
    agent, automation, copilot, gui, llm, windows, multi-device, cross-device, workflow-orchestration, desktop-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 microsoft/UFO
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
UiPath Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. UiPath Studio · recommended 1×
  2. AI Fabric · recommended 1×
  3. Document Understanding · recommended 1×
  4. Microsoft Power Automate Desktop · recommended 1×
  5. Azure AI Services · recommended 1×
  • CATEGORY QUERY
    How can I automate complex workflows across multiple Windows devices using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. UiPath Studio
    2. AI Fabric
    3. Document Understanding
    4. Microsoft Power Automate Desktop
    5. Azure AI Services
    6. Power Apps
    7. Dataverse
    8. Automation Anywhere Enterprise A2019/360
    9. IQ Bot
    10. Blue Prism
    11. Digital Exchange
    12. AI Skills
    13. Robocorp
    14. TensorFlow
    15. PyTorch
    16. scikit-learn
    17. OpenAI
    18. Google Cloud AI
    19. Robocorp Cloud
    20. WorkFusion Intelligent Automation Cloud

    AI recommended 20 alternatives but never named microsoft/UFO. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to automate Windows GUI interactions with an LLM-powered agent.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. PyAutoGUI (asweigart/pyautogui)
    3. pywinauto (pywinauto/pywinauto)
    4. AutoHotkey
    5. SikuliX (RaiMan/SikuliX)
    6. Robot Framework (robotframework/robotframework)

    AI recommended 6 alternatives but never named microsoft/UFO. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 microsoft/UFO?
    pass
    AI named microsoft/UFO explicitly

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

  • If a team adopts microsoft/UFO in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/UFO 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 microsoft/UFO solve, and who is the primary audience?
    pass
    AI named microsoft/UFO 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 microsoft/UFO. 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/microsoft/UFO.svg)](https://repogeo.com/en/r/microsoft/UFO)
HTML
<a href="https://repogeo.com/en/r/microsoft/UFO"><img src="https://repogeo.com/badge/microsoft/UFO.svg" alt="RepoGEO" /></a>
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microsoft/UFO — 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