REPOGEO REPORT · LITE

0xacx/chatGPT-shell-cli

Default branch main · commit 926587a2 · scanned 5/18/2026, 1:37:50 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 'no dependencies' as the primary differentiator in the README's opening

Why:

COPY-PASTE FIX

Add the following sentence as the very first line of the README, before any badges or other content: 'Access OpenAI's ChatGPT and DALL-E directly from your terminal with **chatGPT-shell-cli**, a lightweight shell script that requires **no Python or Node.js dependencies.**'

mediumreadme#2

Add a 'Why choose chatGPT-shell-cli?' section to highlight unique benefits

Why:

COPY-PASTE FIX

Add a new section titled 'Why choose chatGPT-shell-cli?' immediately after the main introduction, with points like: '- **Pure Shell:** No Python, Node.js, or other language runtimes needed – just a simple shell script. - **Terminal Native:** Seamless integration with your existing shell workflow, including piping and command history. - **Lightweight & Fast:** Get quick AI responses without heavy dependencies or complex setups.'

mediumtopics#3

Add 'shell-only' to the repository topics

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, shell-only, terminal, zsh

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

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 1×
ollama · recommended 1×
lm-cli · recommended 1×
gen_ai_cli · recommended 1×
huggingface_hub · recommended 1×

CATEGORY QUERY
How to interact with AI chatbots and image generation directly from my terminal?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. ollama
3. lm-cli
4. gen_ai_cli
5. huggingface_hub
6. sd-cli
AI recommended 6 alternatives but never named 0xacx/chatGPT-shell-cli. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a lightweight command-line tool to access large language models without Python dependencies.
you: not recommended
AI recommended (in order):
1. ollama (ollama/ollama)
2. llama.cpp (ggerganov/llama.cpp)
3. cformers (michaelfeil/cformers)
4. OpenAI CLI (openai/openai-python)
5. LM Studio
AI recommended 5 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?

Embed your GEO score

Drop this badge into the README of 0xacx/chatGPT-shell-cli. 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)

[![RepoGEO](https://repogeo.com/badge/0xacx/chatGPT-shell-cli.svg)](https://repogeo.com/en/r/0xacx/chatGPT-shell-cli)

HTML

<a href="https://repogeo.com/en/r/0xacx/chatGPT-shell-cli"><img src="https://repogeo.com/badge/0xacx/chatGPT-shell-cli.svg" alt="RepoGEO" /></a>

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0xacx/chatGPT-shell-cli — 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