RRepoGEO

REPOGEO REPORT · LITE

akl7777777/ShellGPT

Default branch main · commit f0c32d06 · scanned 5/30/2026, 3:12:22 PM

GitHub: 2,031 stars · 236 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 akl7777777/ShellGPT, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify ShellGPT's core function in the README's opening

    Why:

    CURRENT
    ShellGPT (壳聊/芍聊)
    
    一款基于**ChatGPT|NewBing|Claude|AI**绘图等开发的的应用端
    COPY-PASTE FIX
    ShellGPT (壳聊/芍聊)
    
    A free, multi-platform desktop client for ChatGPT, NewBing, Claude, and AI image generation, offering online search without API keys or logins.
    
    一款基于**ChatGPT|NewBing|Claude|AI**绘图等开发的的应用端
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of your chosen open-source license (e.g., MIT, Apache-2.0, or GPL-3.0).

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 akl7777777/ShellGPT
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. Jan · recommended 2×
  3. GPT4All · recommended 2×
  4. Chatbot UI · recommended 1×
  5. OpenWebUI · recommended 1×
  • CATEGORY QUERY
    Looking for a free desktop client to access multiple AI chat models with online search and image generation.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Jan
    3. Chatbot UI
    4. OpenWebUI
    5. GPT4All

    AI recommended 5 alternatives but never named akl7777777/ShellGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good AI chat clients that don't require API keys or logins for extended conversations?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. GPT4All
    5. LocalAI

    AI recommended 5 alternatives but never named akl7777777/ShellGPT. 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 akl7777777/ShellGPT?
    pass
    AI named akl7777777/ShellGPT explicitly

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

  • If a team adopts akl7777777/ShellGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named akl7777777/ShellGPT 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 akl7777777/ShellGPT solve, and who is the primary audience?
    pass
    AI named akl7777777/ShellGPT explicitly

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

Embed your GEO score

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MARKDOWN (README)
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akl7777777/ShellGPT — 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