RRepoGEO

REPOGEO REPORT · LITE

DaxianLee/cocos-mcp-server

Default branch main · commit 754adecd · scanned 6/29/2026, 11:18:15 PM

GitHub: 1,132 stars · 287 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)

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

AI VISIBILITY SCORE
30 /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
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 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 H1 and opening paragraph to clarify purpose

    Why:

    CURRENT
    # Cocos Creator MCP 服务器插件
    
    一个适用于 Cocos Creator 3.8+ 的综合性 MCP(模型上下文协议)服务器插件,使 AI 助手能够通过标准化协议与 Cocos Creator 编辑器进行交互。一键安装和使用,省去所有繁琐环境和配置。已经测试过Claude客户端Claude CLI和Cursor,其他的编辑器理论上也完美支持。
    COPY-PASTE FIX
    # Cocos Creator AI MCP 服务器插件:赋能AI助手,全面掌控编辑器
    
    一个专为 Cocos Creator 3.8+ 设计的综合性 AI MCP(模型上下文协议)服务器插件,它使 AI 助手能够通过标准化协议与 Cocos Creator 编辑器进行深度交互和自动化控制。本插件提供一键安装和启动,省去繁琐的环境配置,让AI能够直接执行游戏开发任务,如场景管理、节点操作、资源处理等。已成功测试与Claude CLI和Cursor集成,理论上支持所有遵循MCP协议的AI编辑器。
  • hightopics#2
    Add relevant topics to the repository

    Why:

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

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file named 'LICENSE' in the repository root with the following content (replace [YEAR] and [FULL NAME]):
    
    MIT License
    
    Copyright (c) [YEAR] [FULL NAME]
    
    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:
    
    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.
    
    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE.

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
Cocos Creator Editor API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cocos Creator Editor API · recommended 1×
  2. Cocos Creator Command Line Interface (CLI) · recommended 1×
  3. Electron IPC · recommended 1×
  4. Selenium · recommended 1×
  5. Playwright · recommended 1×
  • CATEGORY QUERY
    How to enable AI assistants to programmatically control Cocos Creator editor functions?
    you: not recommended
    AI recommended (in order):
    1. Cocos Creator Editor API
    2. Cocos Creator Command Line Interface (CLI)
    3. Electron IPC
    4. Selenium
    5. Playwright
    6. Puppeteer
    7. Cocos Creator Engine API

    AI recommended 7 alternatives but never named DaxianLee/cocos-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a plugin to integrate AI models for automating game development tasks in Cocos Creator.
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js (tensorflow/tfjs)
    2. ONNX Runtime Web (microsoft/onnxruntime)
    3. Flask (pallets/flask)
    4. Express.js (expressjs/express)
    5. Cocos Creator Extension System
    6. OpenAI API
    7. Azure AI Services
    8. Google Cloud AI

    AI recommended 8 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 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?

  • 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 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?

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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