RRepoGEO

REPOGEO REPORT · LITE

syedazharmbnr1/claude-chatgpt-mcp

Default branch main · commit bb2c313a · scanned 6/12/2026, 9:03:13 PM

GitHub: 786 stars · 100 forks

AI VISIBILITY SCORE
22 /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
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 syedazharmbnr1/claude-chatgpt-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
  • highreadme#1
    Reposition the README's opening to clarify its specific function

    Why:

    CURRENT
    # Claude ChatGPT MCP Tool
This is a Model Context Protocol (MCP) tool that allows Claude to interact with the ChatGPT desktop app on macOS.
    COPY-PASTE FIX
    # Claude ChatGPT Desktop App Integrator (MCP Tool for macOS)
This Model Context Protocol (MCP) tool enables seamless interaction between the Claude desktop app and the ChatGPT desktop app, specifically designed for macOS users. It allows you to script and automate conversations, view history, and continue existing chats directly from Claude.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    macos, desktop-app, claude, chatgpt, llm-integration, automation, model-context-protocol, mcp
  • mediumlicense#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 in the repository root. For example, if you intend to use the MIT License, create a file named LICENSE with the standard MIT License text.

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 syedazharmbnr1/claude-chatgpt-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. AutoGPT · recommended 1×
  3. BabyAGI · recommended 1×
  4. Zapier · recommended 1×
  5. Make · recommended 1×
  • CATEGORY QUERY
    How to integrate different AI chatbot desktop applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. BabyAGI
    4. Zapier
    5. Make
    6. Microsoft Power Automate Desktop
    7. Python
    8. PyAutoGUI
    9. pygetwindow
    10. pywinauto
    11. Node.js
    12. Express
    13. Flask
    14. FastAPI

    AI recommended 14 alternatives but never named syedazharmbnr1/claude-chatgpt-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a way to script interactions between local AI assistants.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Open Interpreter
    5. AutoGen
    6. Ollama

    AI recommended 6 alternatives but never named syedazharmbnr1/claude-chatgpt-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
    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 syedazharmbnr1/claude-chatgpt-mcp?
    pass
    AI did not name syedazharmbnr1/claude-chatgpt-mcp — 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 syedazharmbnr1/claude-chatgpt-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named syedazharmbnr1/claude-chatgpt-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 syedazharmbnr1/claude-chatgpt-mcp solve, and who is the primary audience?
    pass
    AI did not name syedazharmbnr1/claude-chatgpt-mcp — 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

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