RRepoGEO

REPOGEO REPORT · LITE

lcoutodemos/clui-cc

Default branch main · commit 58d18bb7 · scanned 5/19/2026, 12:02:13 AM

GitHub: 1,181 stars · 163 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 lcoutodemos/clui-cc, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["macos", "desktop-app", "claude-code", "ai-assistant", "cli-wrapper", "tool-approval", "overlay-ui"]
  • highreadme#2
    Reposition the README's first sentence to clarify its nature as an application

    Why:

    CURRENT
    A lightweight, transparent desktop overlay for Claude Code on macOS.
    COPY-PASTE FIX
    Clui CC is a macOS desktop application that provides a lightweight, transparent overlay for the Claude Code CLI, enhancing it with a visual interface for approvals, history, and multitasking.
  • mediumhomepage#3
    Add the YouTube demo link as the repository homepage

    Why:

    COPY-PASTE FIX
    https://www.youtube.com/watch?v=NqRBIpaA4Fk

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 lcoutodemos/clui-cc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Streamlit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Streamlit · recommended 1×
  2. Electron · recommended 1×
  3. pywebview · recommended 1×
  4. electron-builder · recommended 1×
  5. Gradio · recommended 1×
  • CATEGORY QUERY
    How to get a floating desktop UI for interacting with AI command-line tools?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. Electron
    3. pywebview
    4. electron-builder
    5. Gradio
    6. React
    7. Vue
    8. Svelte
    9. PyQt
    10. PySide
    11. Tkinter
    12. Kivy
    13. zenity
    14. kdialog
    15. PowerShell
    16. Flask
    17. Django

    AI recommended 17 alternatives but never named lcoutodemos/clui-cc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a desktop AI assistant with tool call approval and multi-session management features.
    you: not recommended
    AI recommended (in order):
    1. SuperAGI (SuperAGI/SuperAGI)
    2. AutoGPT (Significant-Gravitas/AutoGPT)
    3. AgentGPT (reworkd/AgentGPT)
    4. LangChain (langchain-ai/langchain)
    5. Streamlit (streamlit/streamlit)
    6. Gradio (gradio-app/gradio)
    7. Open Interpreter (KillianLucas/open-interpreter)
    8. CrewAI (joaomdmoura/crewAI)

    AI recommended 8 alternatives but never named lcoutodemos/clui-cc. 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 lcoutodemos/clui-cc?
    pass
    AI named lcoutodemos/clui-cc explicitly

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

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

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

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lcoutodemos/clui-cc — 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