RRepoGEO

REPOGEO REPORT · LITE

ChiR24/Unreal_mcp

Default branch dev · commit ea957a1f · scanned 6/4/2026, 1:16:57 AM

GitHub: 672 stars · 123 forks

AI VISIBILITY SCORE
28 /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
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 ChiR24/Unreal_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
    Explicitly define 'MCP' and its purpose in the README's opening

    Why:

    CURRENT
    A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through a native C++ Automation Bridge plugin. Built with TypeScript and C++.
    COPY-PASTE FIX
    This is a comprehensive Model Context Protocol (MCP) server, designed to enable AI assistants to control Unreal Engine through a native C++ Automation Bridge plugin. Built with TypeScript and C++, it provides a robust interface for programmatic interaction with Unreal Engine's editor and game actions.
  • mediumtopics#2
    Add more specific topics for AI control and programmatic Unreal interaction

    Why:

    CURRENT
    mcp, mcp-server, unreal-engine, unreal-engine-5
    COPY-PASTE FIX
    mcp, mcp-server, unreal-engine, unreal-engine-5, ai-control, ai-agents, programmatic-unreal, game-automation, editor-automation, model-context-protocol
  • lowhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://registry.modelcontextprotocol.io/

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 ChiR24/Unreal_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 Remote Control API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unreal Engine's Remote Control API · recommended 1×
  2. Unreal Engine's Python API · recommended 1×
  3. Boost.Beast · recommended 1×
  4. MQTT · recommended 1×
  5. ZeroMQ · recommended 1×
  • CATEGORY QUERY
    How can I enable an AI assistant to control Unreal Engine editor and game actions?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine's Remote Control API
    2. Unreal Engine's Python API
    3. Boost.Beast
    4. MQTT
    5. ZeroMQ
    6. Unreal Engine's Open Sound Control (OSC) Plugin

    AI recommended 6 alternatives but never named ChiR24/Unreal_mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI agents to manage Unreal Engine assets and actors programmatically?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine Python API
    2. Unreal Engine C++ API
    3. gRPC
    4. Unreal Engine Remote Control API
    5. OpenAI Gym
    6. ML-Agents
    7. ROS (Robot Operating System)

    AI recommended 7 alternatives but never named ChiR24/Unreal_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 ChiR24/Unreal_mcp?
    pass
    AI did not name ChiR24/Unreal_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 ChiR24/Unreal_mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ChiR24/Unreal_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 ChiR24/Unreal_mcp solve, and who is the primary audience?
    pass
    AI named ChiR24/Unreal_mcp explicitly

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

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ChiR24/Unreal_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