RRepoGEO

REPOGEO REPORT · LITE

microsoft/magentic-ui

Default branch main · commit 195cbb39 · scanned 6/20/2026, 11:46:19 AM

GitHub: 9,915 stars · 991 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
33 /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
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 microsoft/magentic-ui, 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 README's opening to clarify it's an AI agent

    Why:

    CURRENT
    MagenticLite** is the next generation of Magentic-UI — an agentic application from **Microsoft AI Frontiers**, redesigned to do more with less. It pairs an on-device-friendly orchestrator model (MagenticBrain) with a specialized browser-use model (Fara) so you can automate real work without depending on frontier-scale compute.
    COPY-PASTE FIX
    MagenticLite is an **AI agentic application** from **Microsoft AI Frontiers**, designed for intelligent computer automation across your browser and local file system. Unlike traditional RPA or UI libraries, MagenticLite leverages small, efficient models (like MagenticBrain and Fara) to automate complex tasks with user oversight, without depending on frontier-scale compute.
  • highabout#2
    Clarify the repository description to emphasize 'AI agent'

    Why:

    CURRENT
    MagenticLite is an experimental agent that works across the browser and local file system
    COPY-PASTE FIX
    MagenticLite is an experimental **AI agent** that works across the browser and local file system, designed for intelligent computer automation with small models.
  • mediumtopics#3
    Add more specific AI agent and computer automation topics

    Why:

    CURRENT
    agents, ai, ai-ux, autogen, browser-use, computer-use-agent, cua, fara, magenticbrain, magenticlite, ui
    COPY-PASTE FIX
    ai-agent, agentic-ai, computer-automation, web-automation, file-management, small-llm, llm-agents, human-in-the-loop, desktop-automation, agents, ai, ai-ux, autogen, browser-use, computer-use-agent

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/magentic-ui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Selenium · recommended 1×
  3. Puppeteer · recommended 1×
  4. AutoHotkey · recommended 1×
  5. PyAutoGUI · recommended 1×
  • CATEGORY QUERY
    How to automate web browsing and local file management using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium
    3. Puppeteer
    4. AutoHotkey
    5. PyAutoGUI
    6. Power Automate Desktop
    7. Tasker

    AI recommended 7 alternatives but never named microsoft/magentic-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are efficient AI agents for computer automation with user oversight and safety features?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Power Automate Desktop
    2. UiPath Studio
    3. Automation Anywhere Enterprise A2019
    4. Robocorp
    5. Tines
    6. Zapier
    7. n8n

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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microsoft/magentic-ui — 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