RRepoGEO

REPOGEO REPORT · LITE

CoderGamester/mcp-unity

Default branch main · commit aade29c7 · scanned 5/31/2026, 12:57:52 AM

GitHub: 1,735 stars · 216 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 CoderGamester/mcp-unity, 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 define MCP and its AI integration purpose

    Why:

    CURRENT
    The current README excerpt starts with a title, then links, then ASCII art, without immediate textual explanation of MCP's purpose.
    COPY-PASTE FIX
    Add the following sentence immediately after the main title: 'This repository provides the Model Context Protocol (MCP) plugin for the Unity Editor, enabling seamless integration with AI coding assistants such as Cursor, Claude Code, and Codex, to enhance game development workflows with AI code generation.'
  • mediumhomepage#2
    Add the official project homepage URL

    Why:

    COPY-PASTE FIX
    https://modelcontextprotocol.io/introduction
  • lowtopics#3
    Add specific AI integration topics

    Why:

    CURRENT
    claudecode, codex-cli, copilot, cursor, game-development, mcp, model-context-protocol, openai, openclaw, unity, unity-package, unity3d
    COPY-PASTE FIX
    ai-code-generation, ai-integration, claudecode, codex-cli, copilot, cursor, game-development, mcp, model-context-protocol, openai, openclaw, unity, unity-package, unity3d

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 CoderGamester/mcp-unity
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. Tabnine · recommended 2×
  3. ChatGPT · recommended 2×
  4. ReSharper · recommended 2×
  5. Codeium · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI coding assistants like Copilot or Claude with Unity game development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Codeium
    4. ChatGPT
    5. Claude
    6. ReSharper
    7. Visual Studio IntelliCode

    AI recommended 7 alternatives but never named CoderGamester/mcp-unity. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help enhance Unity game development workflows using AI code generation?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. CodeWhisperer
    4. ChatGPT
    5. ReSharper
    6. Unity Muse

    AI recommended 6 alternatives but never named CoderGamester/mcp-unity. 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 CoderGamester/mcp-unity?
    pass
    AI named CoderGamester/mcp-unity explicitly

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

  • If a team adopts CoderGamester/mcp-unity in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CoderGamester/mcp-unity 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 CoderGamester/mcp-unity solve, and who is the primary audience?
    pass
    AI named CoderGamester/mcp-unity 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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MARKDOWN (README)
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CoderGamester/mcp-unity — 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