RRepoGEO

REPOGEO REPORT · LITE

kvick-games/UnrealMCP

Default branch master · commit f989d0e7 · scanned 6/2/2026, 7:27:53 AM

GitHub: 580 stars · 79 forks

AI VISIBILITY SCORE
35 /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
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 kvick-games/UnrealMCP, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the core value proposition in the README

    Why:

    CURRENT
    # UnrealMCP Plugin
    
    [![Discord][discord-shield]][discord-url]
    
    [discord-shield]: https://img.shields.io/badge/Discord-Join-5865F2?style=flat&logo=discord&logoColor=white
    [discord-url]: https://discord.gg/ThkpVxdzet
    
    # VERY WIP REPO
    I'm working on adding more tools now and cleaning up the codebase, 
    I plan to allow for easy tool extension outside the main plugin
    
    This is very much a work in progress, and I need to clean up a lot of stuff!!!!!
    
    Also, I only use windows, so I don't know how this would be setup for mac/unix
    
    ## Overview
    UnrealMCP is an Unofficial Unreal Engine plugin designed to control Unreal Engine with AI tools. It implements a Machine Control Protocol (MCP) within Unreal Engine, allowing external AI systems to interact with and manipulate the Unreal environment programmatically.
    COPY-PASTE FIX
    # UnrealMCP: AI Agent Control Plugin for Unreal Engine
    
    UnrealMCP is an Unofficial Unreal Engine plugin designed to control Unreal Engine with AI tools. It implements a Machine Control Protocol (MCP) within Unreal Engine, allowing external AI systems to interact with and manipulate the Unreal environment programmatically.
    
    [![Discord][discord-shield]][discord-url]
    
    [discord-shield]: https://img.shields.io/badge/Discord-Join-5865F2?style=flat&logo=discord&logoColor=white
    [discord-url]: https://discord.gg/ThkpVxdzet
    
    # VERY WIP REPO
    I'm working on adding more tools now and cleaning up the codebase, 
    I plan to allow for easy tool extension outside the main plugin
    
    This is very much a work in progress, and I need to clean up a lot of stuff!!!!!
    
    Also, I only use windows, so I don't know how this would be setup for mac/unix
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository, for example, using the MIT License template, to clearly state the terms of use for your project.

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 kvick-games/UnrealMCP
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unity ML-Agents
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity ML-Agents · recommended 1×
  2. Unreal Engine · recommended 1×
  3. Godot Engine · recommended 1×
  4. OpenAI Gym · recommended 1×
  5. DeepMind Lab · recommended 1×
  • CATEGORY QUERY
    How to integrate AI agents for autonomous control within a 3D game environment?
    you: not recommended
    AI recommended (in order):
    1. Unity ML-Agents
    2. Unreal Engine
    3. Godot Engine
    4. OpenAI Gym
    5. DeepMind Lab
    6. Project Malmo

    AI recommended 6 alternatives but never named kvick-games/UnrealMCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust protocol to connect external AI systems with a real-time simulation.
    you: not recommended
    AI recommended (in order):
    1. gRPC
    2. DDS
    3. RTI Connext DDS
    4. OpenDDS
    5. Apache Kafka
    6. ZeroMQ
    7. MQTT
    8. Eclipse Mosquitto
    9. HiveMQ
    10. WebSocket
    11. socket.io
    12. AMQP
    13. RabbitMQ

    AI recommended 13 alternatives but never named kvick-games/UnrealMCP. 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 kvick-games/UnrealMCP?
    pass
    AI named kvick-games/UnrealMCP explicitly

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

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

Subscribe to Pro for deep diagnoses

kvick-games/UnrealMCP — 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