RRepoGEO

REPOGEO REPORT · LITE

srbhptl39/MCP-SuperAssistant

Default branch main · commit c26168ee · scanned 5/27/2026, 2:11:58 PM

GitHub: 2,482 stars · 332 forks

AI VISIBILITY SCORE
33 /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
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 srbhptl39/MCP-SuperAssistant, 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 H1 and opening paragraph to clarify 'MCP' and project category

    Why:

    CURRENT
    <div align="center">
   
   <h1>MCP SuperAssistant Chrome Extension</h1>
</div>

<p align="center">
Brings MCP to ChatGPT, Perplexity, Grok, Gemini, Google AI Studio, OpenRouter, Kimi, Github Copilot, Mistral and more...
</p>
    COPY-PASTE FIX
    <div align="center">
   
   <h1>MCP SuperAssistant: Browser Extension for Model Context Protocol (MCP)</h1>
</div>

<p align="center">
This browser extension integrates the Model Context Protocol (MCP) with leading AI chat platforms like ChatGPT, Perplexity, Grok, Gemini, Google AI Studio, OpenRouter, Kimi, Github Copilot, Mistral and more, enabling advanced tool execution directly within your AI assistant.
</p>
  • hightopics#2
    Add specific topics for browser extensions and AI enhancement

    Why:

    CURRENT
    aistudio, assistant, chatgpt, deepseek, gemini, google, grok, kagi, mcp, openrouter, perplexity, qwen, t3
    COPY-PASTE FIX
    aistudio, assistant, chatgpt, deepseek, gemini, google, grok, kagi, model-context-protocol, openrouter, perplexity, qwen, t3, browser-extension, chrome-extension, firefox-addon, ai-enhancement, ai-tools
  • mediumreadme#3
    Enhance README Overview with a clear problem/solution statement

    Why:

    CURRENT
    MCP SuperAssistant is a Chrome extension that integrates the Model Context Protocol (MCP) tools with AI platforms like Perplexity, ChatGPT, Google Gemini, Google AI Studio, Grokand more. It allows users to execute MCP tools directly from these platforms enhancing the capabilities of web-based AI assistants.
    COPY-PASTE FIX
    Are you looking to unlock the full potential of your favorite AI chat platforms? MCP SuperAssistant is a powerful browser extension that integrates the Model Context Protocol (MCP) tools directly with AI platforms like Perplexity, ChatGPT, Google Gemini, Google AI Studio, Grok, and more. It allows users to execute MCP tools directly from these platforms, significantly enhancing the capabilities of web-based AI assistants by enabling them to interact with external services and data.

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 srbhptl39/MCP-SuperAssistant
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. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. Google Cloud Vertex AI · recommended 1×
  5. Microsoft Azure OpenAI Service · recommended 1×
  • CATEGORY QUERY
    How to extend web-based AI chat platforms with custom tools or protocols?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. LlamaIndex
    4. Google Cloud Vertex AI
    5. Microsoft Azure OpenAI Service
    6. Hugging Face Transformers

    AI recommended 6 alternatives but never named srbhptl39/MCP-SuperAssistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What browser extensions can enhance my online AI assistant's capabilities with new features?
    you: not recommended
    AI recommended (in order):
    1. WebChatGPT
    2. ChatGPT for Google
    3. PromptPerfect
    4. Glasp
    5. Perplexity AI
    6. Sider
    7. Monica

    AI recommended 7 alternatives but never named srbhptl39/MCP-SuperAssistant. 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 srbhptl39/MCP-SuperAssistant?
    pass
    AI did not name srbhptl39/MCP-SuperAssistant — 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 srbhptl39/MCP-SuperAssistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named srbhptl39/MCP-SuperAssistant 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 srbhptl39/MCP-SuperAssistant solve, and who is the primary audience?
    pass
    AI named srbhptl39/MCP-SuperAssistant explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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