RRepoGEO

REPOGEO REPORT · LITE

ee0pdt/Godot-MCP

Default branch main · commit b7d08eb4 · scanned 6/11/2026, 1:32:45 PM

GitHub: 576 stars · 63 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 ee0pdt/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 H1 and opening paragraph to clarify 'Model Context Protocol' and its AI assistant integration for Godot

    Why:

    CURRENT
    # Godot MCP (Model Context Protocol)
A comprehensive integration between Godot Engine and AI assistants using the Model Context Protocol (MCP).
    COPY-PASTE FIX
    # Godot MCP (Model Context Protocol): AI Assistant Integration for Godot Engine
A comprehensive plugin that integrates AI assistants directly into the Godot Engine editor, using the Model Context Protocol (MCP) to provide powerful capabilities for code assistance, scene manipulation, and project management within your Godot projects.
  • mediumtopics#2
    Refine repository topics to be more specific about AI integration and Godot plugins

    Why:

    CURRENT
    claude, gamedev, godot, mcp
    COPY-PASTE FIX
    godot-engine, godot-plugin, ai-assistant, code-generation, scene-management, claude, model-context-protocol
  • mediumhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/ee0pdt/Godot-MCP

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 ee0pdt/Godot-MCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. ChatGPT · recommended 2×
  3. GPT-4 · recommended 1×
  4. Claude · recommended 1×
  5. Gemini · recommended 1×
  • CATEGORY QUERY
    How can AI help me write code and manage scenes in Godot projects?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. ChatGPT
    3. GPT-4
    4. Claude
    5. Gemini
    6. Tabnine
    7. Midjourney
    8. DALL-E 3
    9. Stable Diffusion

    AI recommended 9 alternatives but never named ee0pdt/Godot-MCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate AI assistants directly into the Godot editor for project management?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. OpenAI API
    3. Google Gemini
    4. GitHub Copilot
    5. GitLab Duo
    6. Ollama
    7. LM Studio
    8. Llama 3
    9. Mistral
    10. Code Llama
    11. Trello
    12. Jira
    13. Asana
    14. Notion AI

    AI recommended 14 alternatives but never named ee0pdt/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 ee0pdt/Godot-MCP?
    pass
    AI named ee0pdt/Godot-MCP explicitly

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

  • If a team adopts ee0pdt/Godot-MCP in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ee0pdt/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 ee0pdt/Godot-MCP solve, and who is the primary audience?
    pass
    AI named ee0pdt/Godot-MCP explicitly

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

Embed your GEO score

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ee0pdt/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