RRepoGEO

REPOGEO REPORT · LITE

0xacx/chatGPT-shell-cli

Default branch main · commit 926587a2 · scanned 6/29/2026, 7:43:23 PM

GitHub: 1,237 stars · 167 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 0xacx/chatGPT-shell-cli, 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
    Emphasize the 'shell script, no dependencies' differentiator in the README intro

    Why:

    CURRENT
    A simple, lightweight shell script to use OpenAI's chatGPT and DALL-E from the terminal without installing python or node.js.
    COPY-PASTE FIX
    A simple, lightweight, and highly portable shell script (bash/zsh) to use OpenAI's chatGPT and DALL-E from the terminal. It requires no Python or Node.js, relying only on common Unix utilities like `curl` and `jq`, making it ideal for minimal environments and users who prefer a truly dependency-free CLI.
  • mediumabout#2
    Refine the repository description to highlight the dependency-free nature

    Why:

    CURRENT
    Simple shell script to use OpenAI's ChatGPT and DALL-E from the terminal. No Python or JS required.
    COPY-PASTE FIX
    A simple, lightweight shell script (bash/zsh) for OpenAI's ChatGPT and DALL-E, usable directly from the terminal. It's uniquely dependency-free, requiring no Python or Node.js, making it highly portable.
  • mediumtopics#3
    Add 'dependency-free' and 'no-dependencies' to the topics list

    Why:

    CURRENT
    bash, chatbot, chatgpt, chatgpt-api, chatgpt-api-wrapper, cli, dall-e, dalle, dalle2, image-generation, shell, shell-script, terminal, zsh
    COPY-PASTE FIX
    bash, chatbot, chatgpt, chatgpt-api, chatgpt-api-wrapper, cli, dall-e, dalle, dalle2, image-generation, shell, shell-script, terminal, zsh, dependency-free, no-dependencies

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 0xacx/chatGPT-shell-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. cURL · recommended 1×
  3. Wget · recommended 1×
  4. Ollama · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    How to interact with large language models from the command line without Python dependencies?
    you: not recommended
    AI recommended (in order):
    1. cURL
    2. Wget
    3. OpenAI API
    4. Ollama
    5. LM Studio
    6. llm
    7. gemma.cpp
    8. llama.cpp

    AI recommended 8 alternatives but never named 0xacx/chatGPT-shell-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a simple way to generate text and images using AI directly from my terminal?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. openai library (openai/openai-python)
    3. Google Gemini API
    4. google.generativeai library (google-gemini/generative-ai-python)
    5. Hugging Face transformers library (huggingface/transformers)
    6. diffusers library (huggingface/diffusers)
    7. ollama (ollama/ollama)
    8. sd-cli
    9. gemma.cpp (google/gemma.cpp)

    AI recommended 9 alternatives but never named 0xacx/chatGPT-shell-cli. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 0xacx/chatGPT-shell-cli?
    pass
    AI did not name 0xacx/chatGPT-shell-cli — 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 0xacx/chatGPT-shell-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 0xacx/chatGPT-shell-cli 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 0xacx/chatGPT-shell-cli solve, and who is the primary audience?
    pass
    AI did not name 0xacx/chatGPT-shell-cli — 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?

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite