RRepoGEO

REPOGEO REPORT · LITE

automazeio/vibeproxy

Default branch main · commit ca3b33ef · scanned 7/1/2026, 1:21:53 AM

GitHub: 3,072 stars · 213 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)

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

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 automazeio/vibeproxy, 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
    Clarify VibeProxy's role as a specialized AI subscription bridge in the README

    Why:

    CURRENT
    Stop paying twice for AI. VibeProxy is a beautiful native macOS menu bar app that lets you use your existing Claude Code, ChatGPT, **Gemini**, **Kimi**, **Qwen**, **Antigravity**, and **Z.AI GLM** subscriptions with powerful AI coding tools like **Factory Droids**.
    COPY-PASTE FIX
    Stop paying twice for AI. VibeProxy is a beautiful native macOS menu bar app that acts as a secure, local bridge, enabling you to use your existing Claude Code, ChatGPT, **Gemini**, **Kimi**, **Qwen**, **Antigravity**, and **Z.AI GLM** subscriptions with powerful AI coding tools like **Factory Droids** – without needing API keys or exposing your tokens directly.
  • hightopics#2
    Update repository topics to accurately reflect its function and target category

    Why:

    CURRENT
    claude-code, claudecode, cli-proxy, codex, factory-droids, gpt-5-codex
    COPY-PASTE FIX
    claude-code, claudecode, codex, factory-droids, gpt-5-codex, macos-app, ai-coding-tools, llm-proxy, subscription-bridge, developer-tools, ai-gateway-local
  • mediumhomepage#3
    Add the project homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://automaze.io

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 automazeio/vibeproxy
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. Continue · recommended 2×
  3. Ollama · recommended 2×
  4. LM Studio · recommended 2×
  5. CodeGPT · recommended 1×
  • CATEGORY QUERY
    How can I use my existing AI chat subscriptions with local coding assistants on macOS?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue
    3. Ollama
    4. CodeGPT
    5. Open Interpreter
    6. LM Studio

    AI recommended 6 alternatives but never named automazeio/vibeproxy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good macOS tool to unify access to various large language models for developer tools?
    you: not recommended
    AI recommended (in order):
    1. Continue
    2. Ollama
    3. LM Studio
    4. LocalAI
    5. Raycast AI
    6. Cursor
    7. Smol developer

    AI recommended 7 alternatives but never named automazeio/vibeproxy. 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 automazeio/vibeproxy?
    pass
    AI named automazeio/vibeproxy explicitly

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

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