RRepoGEO

REPOGEO REPORT · LITE

Coding-Solo/godot-mcp

Default branch main · commit 1209744f · scanned 5/28/2026, 6:12:58 AM

GitHub: 3,878 stars · 380 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 Coding-Solo/godot-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 to clearly state its purpose

    Why:

    COPY-PASTE FIX
    Add a concise opening paragraph immediately after the H1, before any badges or ASCII art, such as: 'Godot MCP is a server designed to programmatically interface with the Godot game engine, enabling automated tasks like launching the editor, running projects, and capturing debug output. It's ideal for automated testing, CI/CD pipelines, and AI agent training environments.'
  • hightopics#2
    Refine repository topics for better categorization

    Why:

    CURRENT
    ai, godot, mcp
    COPY-PASTE FIX
    godot, mcp, automation, testing, ai-agent-training, game-engine-control, dev-tools
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

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

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 Coding-Solo/godot-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unreal Engine
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unreal Engine · recommended 2×
  2. Unity · recommended 1×
  3. Godot Engine · recommended 1×
  4. Defold · recommended 1×
  5. Cocos2d-x · recommended 1×
  • CATEGORY QUERY
    How can I programmatically launch a game engine and run projects for automated testing?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. Unity
    3. Godot Engine
    4. Defold
    5. Cocos2d-x
    6. Cocos Creator

    AI recommended 6 alternatives but never named Coding-Solo/godot-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to remotely control a game engine for AI agent training.
    you: not recommended
    AI recommended (in order):
    1. Unity ML-Agents (Unity-Technologies/ml-agents)
    2. Unreal Engine
    3. Gymnasium (Farama-Foundation/Gymnasium)
    4. Godot Engine (godotengine/godot)
    5. DeepMind Lab (deepmind/lab)
    6. AirSim (microsoft/AirSim)
    7. RoboSuite (ARISE-Initiative/robosuite)

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