RRepoGEO

REPOGEO REPORT · LITE

flopperam/unreal-engine-mcp

Default branch main · commit b1b495b7 · scanned 7/1/2026, 6:52:55 AM

GitHub: 1,051 stars · 194 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 flopperam/unreal-engine-mcp, 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 opening to describe the open-source project

    Why:

    CURRENT
    <h1 align="center">🎉 Flopperam has been acquired by <a href="https://www.tryaura.dev/?utm_source=youtube&utm_medium=video&utm_campaign=flop">Aura</a>!</h1>
    
    <p align="center">
      Flopperam is now part of Aura. For the latest updates to the MCP and what we're building next, head over to <a href="https://www.tryaura.dev/?utm_source=youtube&utm_medium=video&utm_campaign=flop"><strong>tryaura.dev</strong></a>.
    </p>
    
    <p align="center">
      
    </p>
    
    <h1 align="center">Flopperam — Unreal Engine MCP</h1>
    
    <p align="center">
      <strong>The most advanced MCP server for Unreal Engine.</strong><br/>
      Control a live Unreal Editor through natural language from any MCP client.
    </p>
    COPY-PASTE FIX
    <h1 align="center">Flopperam — Open-Source Unreal Engine MCP</h1>
    
    <p align="center">
      <strong>This repository provides the open-source local Flopperam MCP server for Unreal Engine, enabling natural language control of a live Unreal Editor from any MCP client.</strong><br/>
      For the hosted production MCP and latest updates, Flopperam has been acquired by Aura; visit <a href="https://www.tryaura.dev/?utm_source=youtube&utm_medium=video&utm_campaign=flop"><strong>tryaura.dev</strong></a>.
    </p>
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    unreal-engine, mcp, ai, natural-language-processing, game-development, game-server, editor-control
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the MIT License.

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 flopperam/unreal-engine-mcp
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unreal Engine's Built-in Python API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unreal Engine's Built-in Python API · recommended 1×
  2. MetaHuman Animator · recommended 1×
  3. ChatGPT/GPT-4 · recommended 1×
  4. VoiceAttack · recommended 1×
  5. MacSpeech Dictate · recommended 1×
  • CATEGORY QUERY
    How can I control Unreal Editor using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine's Built-in Python API
    2. MetaHuman Animator
    3. ChatGPT/GPT-4
    4. VoiceAttack
    5. MacSpeech Dictate
    6. Dragon NaturallySpeaking
    7. Google Cloud AI
    8. Azure AI

    AI recommended 8 alternatives but never named flopperam/unreal-engine-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source server to integrate AI with Unreal Engine.
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Serving (tensorflow/serving)
    2. ONNX Runtime (microsoft/onnxruntime)
    3. FastAPI (tiangolo/fastapi)
    4. Flask (pallets/flask)
    5. TorchServe (pytorch/serve)
    6. MLflow (mlflow/mlflow)
    7. KServe (kserve/kserve)

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

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flopperam/unreal-engine-mcp — 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