RRepoGEO

REPOGEO REPORT · LITE

The-Vibe-Company/companion

Default branch main · commit 03e9bdbd · scanned 5/29/2026, 10:17:42 AM

GitHub: 2,346 stars · 296 forks

AI VISIBILITY SCORE
28 /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
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 The-Vibe-Company/companion, 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 purpose

    Why:

    CURRENT
    <p align="center"><strong>Web UI for Claude Code and Codex sessions.</strong></p>
<p align="center">Run multiple agents, inspect every tool call, and gate risky actions with explicit approvals.</p>
    COPY-PASTE FIX
    <p align="center"><strong>A web-based UI for supervising Claude Code and Codex AI agent sessions.</strong></p>
<p align="center">Launch, inspect, and approve tool calls for multiple AI code generation agents directly from your browser or mobile device.</p>
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, code-generation, claude, codex, web-ui, agent-supervision, tool-approval, llm-ui, browser-interface
  • mediumreadme#3
    Make the main README heading more specific

    Why:

    CURRENT
    <h1 align="center">The Companion</h1>
    COPY-PASTE FIX
    <h1 align="center">The Companion: AI Agent UI</h1>

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 The-Vibe-Company/companion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain Playground
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain Playground · recommended 2×
  2. LangServe · recommended 1×
  3. Gradio · recommended 1×
  4. Streamlit · recommended 1×
  5. Panel · recommended 1×
  • CATEGORY QUERY
    How can I get a web-based UI to manage AI agent code generation sessions?
    you: not recommended
    AI recommended (in order):
    1. LangChain Playground
    2. LangServe
    3. Gradio
    4. Streamlit
    5. Panel
    6. Jupyter Notebooks
    7. ipywidgets
    8. Voila
    9. Flask
    10. Django
    11. React
    12. Vue.js
    13. Angular
    14. Dash
    15. Plotly

    AI recommended 15 alternatives but never named The-Vibe-Company/companion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a browser interface to supervise AI code generation and approve tool use.
    you: not recommended
    AI recommended (in order):
    1. LangChain Playground
    2. LangSmith
    3. OpenAI Playground
    4. Hugging Face Spaces
    5. Gradio (gradio-app/gradio)
    6. Streamlit (streamlit/streamlit)
    7. React (facebook/react)
    8. Vue.js (vuejs/core)
    9. Angular (angular/angular)
    10. Flask (pallets/flask)
    11. Django (django/django)
    12. Node.js (nodejs/node)

    AI recommended 12 alternatives but never named The-Vibe-Company/companion. 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 The-Vibe-Company/companion?
    pass
    AI did not name The-Vibe-Company/companion — 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 The-Vibe-Company/companion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named The-Vibe-Company/companion 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 The-Vibe-Company/companion solve, and who is the primary audience?
    pass
    AI named The-Vibe-Company/companion explicitly

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

Embed your GEO score

Drop this badge into the README of The-Vibe-Company/companion. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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The-Vibe-Company/companion — 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