RRepoGEO

REPOGEO REPORT · LITE

DaxianLee/cocos-mcp-server

Default branch main · commit 754adecd · scanned 5/30/2026, 11:13:02 PM

GitHub: 1,006 stars · 265 forks

AI VISIBILITY SCORE
17 /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
1 / 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 DaxianLee/cocos-mcp-server, 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's H1 and first sentence to emphasize AI editor control

    Why:

    CURRENT
    # Cocos Creator MCP 服务器插件
    COPY-PASTE FIX
    # Cocos Creator AI Editor Control Plugin (MCP) for AI Assistants

一个适用于 Cocos Creator 3.8+ 的综合性 MCP（模型上下文协议）插件，赋能 AI 助手直接控制 Cocos Creator 编辑器，通过标准化协议实现自动化开发。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    cocos-creator, ai-assistant, game-development, editor-plugin, mcp, automation, game-engine
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the repository root to clearly state the project's licensing terms.

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 DaxianLee/cocos-mcp-server
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. ChatGPT · recommended 1×
  3. GPT-4 · recommended 1×
  4. Midjourney · recommended 1×
  5. DALL-E 3 · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI assistants for automating tasks within my Cocos Creator game development workflow?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. ChatGPT
    3. GPT-4
    4. Midjourney
    5. DALL-E 3
    6. Stable Diffusion
    7. Tabnine
    8. DeepMotion Animate 3D

    AI recommended 8 alternatives but never named DaxianLee/cocos-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI to control a game engine editor for faster asset and scene manipulation?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. Unity
    3. ML-Agents
    4. Blender
    5. Houdini Engine
    6. NVIDIA Omniverse
    7. USD Composer

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

Embed your GEO score

Drop this badge into the README of DaxianLee/cocos-mcp-server. 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/DaxianLee/cocos-mcp-server.svg)](https://repogeo.com/en/r/DaxianLee/cocos-mcp-server)
HTML
<a href="https://repogeo.com/en/r/DaxianLee/cocos-mcp-server"><img src="https://repogeo.com/badge/DaxianLee/cocos-mcp-server.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

DaxianLee/cocos-mcp-server — 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