RRepoGEO

REPOGEO REPORT · LITE

jackwrichards/UnityMCP

Default branch main · commit 91d84c12 · scanned 6/11/2026, 6:14:05 AM

GitHub: 518 stars · 55 forks

AI VISIBILITY SCORE
23 /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
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 jackwrichards/UnityMCP, 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 H1 to clarify project's core purpose

    Why:

    CURRENT
    # UnityMCP
    COPY-PASTE FIX
    # UnityMCP: Unity Editor Plugin for AI Assistants (Model Context Protocol)
  • highabout#2
    Add a concise description to the GitHub 'About' section

    Why:

    COPY-PASTE FIX
    Unity Editor plugin implementing the Model Context Protocol (MCP) for seamless integration with AI assistants, enabling real-time editor state monitoring and remote command execution.
  • hightopics#3
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    unity, unity-editor, ai, ai-assistants, model-context-protocol, mcp, game-development, editor-plugin, csharp, websocket

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 jackwrichards/UnityMCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Unity Cloud Diagnostics · recommended 1×
  3. Unity Analytics · recommended 1×
  4. Performance Reporting · recommended 1×
  5. Google Cloud Functions · recommended 1×
  • CATEGORY QUERY
    Seamlessly integrate Unity editor with AI assistants for real-time monitoring and remote command execution.
    you: not recommended
    AI recommended (in order):
    1. Unity Cloud Diagnostics
    2. Unity Analytics
    3. Performance Reporting
    4. Google Cloud Functions
    5. AWS Lambda
    6. ChatGPT API
    7. Google Gemini API
    8. OpenAI API
    9. Discord
    10. discord.py
    11. discord.js
    12. Slack
    13. Mosquitto
    14. Node-RED
    15. Azure PlayFab
    16. GameSparks
    17. Azure Functions
    18. Azure OpenAI Service
    19. Azure Machine Learning
    20. TensorFlow.js
    21. Barracuda
    22. ONNX Runtime
    23. Flask
    24. FastAPI
    25. PyTorch
    26. TensorFlow

    AI recommended 26 alternatives but never named jackwrichards/UnityMCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to enable AI assistants to execute C# code and monitor Unity editor state?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Roslyn (.NET Compiler Platform)
    2. OpenAI API
    3. GPT-4
    4. GPT-3.5
    5. Llama.cpp
    6. Ollama
    7. JsonUtility
    8. Newtonsoft.Json (Json.NET)

    AI recommended 8 alternatives but never named jackwrichards/UnityMCP. 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 jackwrichards/UnityMCP?
    pass
    AI named jackwrichards/UnityMCP explicitly

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

  • If a team adopts jackwrichards/UnityMCP in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name jackwrichards/UnityMCP — 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 jackwrichards/UnityMCP solve, and who is the primary audience?
    pass
    AI named jackwrichards/UnityMCP explicitly

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

Embed your GEO score

Drop this badge into the README of jackwrichards/UnityMCP. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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jackwrichards/UnityMCP — 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