RRepoGEO

REPOGEO REPORT · LITE

flopperam/unreal-engine-mcp

Default branch main · commit e62abead · scanned 6/1/2026, 6:48:00 AM

GitHub: 986 stars · 186 forks

AI VISIBILITY SCORE
10 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
0 / 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 the README's opening statement to emphasize AI-powered world building

    Why:

    CURRENT
    The most advanced MCP server for Unreal Engine. Control a live Unreal Editor through natural language from any MCP client.
    COPY-PASTE FIX
    The most advanced AI-powered MCP server for Unreal Engine. Build incredible 3D worlds and architectural masterpieces by controlling a live Unreal Editor through natural language from any MCP client.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    unreal-engine, ai, natural-language-processing, procedural-generation, 3d-modeling, game-development, world-building, architecture, mcp
  • highlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., `LICENSE.md`) in the repository root, specifying the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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. explosion/spaCy · recommended 1×
  3. nltk/nltk · recommended 1×
  4. Unreal Engine's Remote Control API · recommended 1×
  5. pallets/flask · recommended 1×
  • CATEGORY QUERY
    Looking for a way to control Unreal Engine editor functionality using natural language commands.
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine's Built-in Python API
    2. spaCy (explosion/spaCy)
    3. NLTK (nltk/nltk)
    4. Unreal Engine's Remote Control API
    5. Flask (pallets/flask)
    6. Node.js (nodejs/node)
    7. VoiceAttack
    8. AutoHotkey (AutoHotkey/AutoHotkey)

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking AI tools to procedurally generate complex 3D environments and architectural scenes in game development.
    you: not recommended
    AI recommended (in order):
    1. Houdini
    2. Unreal Engine
    3. Blender
    4. Substance 3D Designer
    5. CityEngine
    6. SpeedTree

    AI recommended 6 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
    fail

    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 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?

  • 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