RRepoGEO

REPOGEO REPORT · LITE

CoplayDev/unity-mcp

Default branch beta · commit 4c29526a · scanned 5/19/2026, 12:52:21 PM

GitHub: 9,750 stars · 1,103 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 CoplayDev/unity-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
  • highabout#1
    Clarify the repository's core purpose and explicitly deny miscategorization in the 'About' description

    Why:

    CURRENT
    Unity MCP acts as a bridge, allowing AI assistants (like Claude, Cursor) to interact directly with your Unity Editor via a local MCP (Model Context Protocol) Client. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.
    COPY-PASTE FIX
    Unity MCP is *not* a multiplayer networking solution. It's a bridge for AI assistants (like Claude, Cursor) to directly control your Unity Editor via the Model Context Protocol (MCP). Empower your LLM with tools to manage assets, control scenes, edit scripts, and automate tasks within Unity, enhancing single-player and development workflows.
  • highreadme#2
    Prominently display the current version and active development status at the top of the README

    Why:

    COPY-PASTE FIX
    **Create your Unity apps with LLMs!** MCP for Unity bridges AI assistants (Claude, Claude Code, Cursor, VS Code, etc.) with your Unity Editor via the Model Context Protocol. Give your LLM the tools to manage assets, control scenes, edit scripts, and automate tasks.

**Current Version: v9.6.3 (beta) – Actively Maintained and Under Development.**
  • mediumtopics#3
    Add more specific topics related to Unity Editor automation and LLM tooling

    Why:

    CURRENT
    ai, ai-integration, anthropic, claude, copilot, cursor, game-development, gamedev, gemini, llm, mcp, model-context-protocol, openai, unity, unity3d, videogames
    COPY-PASTE FIX
    ai, ai-integration, anthropic, claude, copilot, cursor, game-development, gamedev, gemini, llm, mcp, model-context-protocol, openai, unity, unity3d, videogames, unity-editor-automation, llm-tools, ai-agents, editor-scripting

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 CoplayDev/unity-mcp
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. UnityWebRequest · recommended 1×
  3. HttpClient · recommended 1×
  4. JsonUtility · recommended 1×
  5. Newtonsoft.Json · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models to automate tasks within my Unity game development workflow?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. UnityWebRequest
    3. HttpClient
    4. JsonUtility
    5. Newtonsoft.Json
    6. Azure OpenAI Service
    7. Hugging Face Transformers
    8. Flask
    9. FastAPI
    10. Google Cloud Vertex AI
    11. LM Studio
    12. Oobabooga's Text Generation WebUI
    13. OpenAI's Moderation API

    AI recommended 13 alternatives but never named CoplayDev/unity-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI assistants to directly manipulate Unity editor scenes and scripts?
    you: not recommended
    AI recommended (in order):
    1. Unity Editor Scripting
    2. Unity Coroutines
    3. Unity Jobs system
    4. Unity AssetDatabase API
    5. Unity Editor UI Toolkit
    6. Unity PlayMode API
    7. Unity ML-Agents (Unity-Technologies/ml-agents)

    AI recommended 7 alternatives but never named CoplayDev/unity-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
    pass

  • 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 CoplayDev/unity-mcp?
    pass
    AI named CoplayDev/unity-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 CoplayDev/unity-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CoplayDev/unity-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 CoplayDev/unity-mcp solve, and who is the primary audience?
    pass
    AI named CoplayDev/unity-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

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/CoplayDev/unity-mcp.svg)](https://repogeo.com/en/r/CoplayDev/unity-mcp)
HTML
<a href="https://repogeo.com/en/r/CoplayDev/unity-mcp"><img src="https://repogeo.com/badge/CoplayDev/unity-mcp.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

CoplayDev/unity-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