RRepoGEO

REPOGEO REPORT · LITE

Zen4-bit/Proxima

Default branch main · commit 3adbe846 · scanned 5/30/2026, 1:32:26 AM

GitHub: 1,022 stars · 137 forks

AI VISIBILITY SCORE
35 /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
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 Zen4-bit/Proxima, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-integration, llm-server, multi-ai, chatgpt, claude, gemini, perplexity, coding-tools, local-server, no-api-key, development-workflow
  • highreadme#2
    Add an explicit 'What is Proxima?' section to clarify its core purpose

    Why:

    COPY-PASTE FIX
    <div align="center">
    
    # Proxima
    
    **4 AI providers. 1 local server. No API keys.**
    
    Use ChatGPT, Claude, Gemini & Perplexity directly inside your coding tools — through your existing accounts.
    
    <br>
    
    ## What is Proxima?
    
    Proxima is a Multi-AI Control Plane (MCP) server designed to seamlessly integrate popular AI models like ChatGPT, Claude, Gemini, and Perplexity into your existing coding tools and development workflow. It acts as a local gateway, allowing you to leverage your existing AI accounts without needing separate API keys or complex integrations. Proxima's core focus is on providing a unified interface for AI access, and it is *not* an LLM quantization library or hardware-specific optimization tool.
    
    <br>
    
    [](https://github.com/Zen4-bit/Proxima/releases)
    [](https://github.com/Zen4-bit/Proxima#Install)
    
    [](LICENSE)
    [](https://www.proximamcp.in)
    [](https://github.com/Zen4-bit/Proxima/stargazers)
    [](https://github.com/sponsors/Zen4-bit)
    
    <br>
    
    [Getting Started](#getting-started) · [CLI](#cli-tool) · [REST API](#rest-api) · [WebSocket](#websocket) · [SDKs](#sdks) · [MCP Tools](#mcp-tools)
    
    </div>
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
    This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for full details on usage and distribution 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 Zen4-bit/Proxima
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. lencx/chatgpt · recommended 1×
  3. ChatGPT for Google · recommended 1×
  4. WebChatGPT · recommended 1×
  5. CodeGPT · recommended 1×
  • CATEGORY QUERY
    How to use ChatGPT, Claude, Gemini, Perplexity in coding tools without API keys?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. ChatGPT Desktop App (lencx/chatgpt)
    3. ChatGPT for Google
    4. WebChatGPT
    5. CodeGPT
    6. Genie AI
    7. Claude
    8. Poe by Quora
    9. Gemini
    10. Duet AI
    11. Perplexity AI
    12. Perplexity Browser Extension

    AI recommended 12 alternatives but never named Zen4-bit/Proxima. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a local server to integrate popular AI models into my development workflow.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. LocalAI
    4. Jan
    5. Text Generation WebUI (oobabooga/text-generation-webui)
    6. Llama.cpp

    AI recommended 6 alternatives but never named Zen4-bit/Proxima. 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 Zen4-bit/Proxima?
    pass
    AI named Zen4-bit/Proxima explicitly

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

  • If a team adopts Zen4-bit/Proxima in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Zen4-bit/Proxima 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 Zen4-bit/Proxima solve, and who is the primary audience?
    pass
    AI named Zen4-bit/Proxima explicitly

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

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Zen4-bit/Proxima — 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