RRepoGEO

REPOGEO REPORT · LITE

shinyflvre/Mate-Engine

Default branch main · commit 2c5ea6b8 · scanned 5/13/2026, 4:52:48 PM

GitHub: 3,162 stars · 249 forks

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 shinyflvre/Mate-Engine, 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 H1 and core description to clarify project identity

    Why:

    CURRENT
    # MateEngine for Linux (Unoffical)
Github: https://github.com/Marksonthegamer/Mate-Engine-Linux-Port

# Support MateEngine on Steam!
Buy on Steam: https://store.steampowered.com/app/3625270/MateEngine/
Or use it for free here! Any Purchase on Steam will help Developement and future updates!
    COPY-PASTE FIX
    # Mate Engine: A Free Desktop Companion with VRM Support
A free, lightweight alternative to **Desktop Mate** with custom VRM support and modding. Fewer limitations, more freedom.

Github: https://github.com/Marksonthegamer/Mate-Engine-Linux-Port

# Support MateEngine on Steam!
Buy on Steam: https://store.steampowered.com/app/3625270/MateEngine/
Or use it for free here! Any Purchase on Steam will help Developement and future updates!
  • mediumreadme#2
    Add a dedicated 'License Information' section to the README

    Why:

    COPY-PASTE FIX
    ## License Information
This application uses a mixed license: GNU AGPL v3 & MateProv2 License. Please read the license terms carefully.
The default avatar is All Rights Reserved by Yorshka Shop and should not be redistributed in your builds.
The QWEN 2.5 1.5b LLM is under Apache License Version 2.0, January 2004.
  • mediumtopics#3
    Expand repository topics with more specific terms

    Why:

    CURRENT
    anime, desktop, desktop-mate, desktop-pet, mate-engine, pet
    COPY-PASTE FIX
    anime, desktop, desktop-mate, desktop-pet, mate-engine, pet, virtual-avatar, vrm, desktop-assistant, virtual-companion

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 shinyflvre/Mate-Engine
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VSeeFace
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. VSeeFace · recommended 1×
  2. VRoid Hub Viewer · recommended 1×
  3. 3tene · recommended 1×
  4. Luppet · recommended 1×
  5. VUP · recommended 1×
  • CATEGORY QUERY
    Looking for a lightweight desktop companion application with VRM avatar support for my PC.
    you: not recommended
    AI recommended (in order):
    1. VSeeFace
    2. VRoid Hub Viewer
    3. 3tene
    4. Luppet
    5. VUP

    AI recommended 5 alternatives but never named shinyflvre/Mate-Engine. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some open-source desktop virtual assistant alternatives supporting custom 3D models and modding?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Blender's game engine
    3. Open Assistant (LAION)
    4. ChatGPT
    5. Rhasspy
    6. Jarvis (Iron Man AI)
    7. Panda3D
    8. Pygame with OpenGL
    9. Three.js
    10. Picroft (Mycroft on Raspberry Pi)

    AI recommended 10 alternatives but never named shinyflvre/Mate-Engine. 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 shinyflvre/Mate-Engine?
    pass
    AI named shinyflvre/Mate-Engine explicitly

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

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

Subscribe to Pro for deep diagnoses

shinyflvre/Mate-Engine — 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