RRepoGEO

REPOGEO REPORT · LITE

kardolus/chatgpt-cli

Default branch main · commit 68400088 · scanned 6/3/2026, 1:06:50 AM

GitHub: 930 stars · 61 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 kardolus/chatgpt-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
    Reposition README opening to emphasize multi-provider and agent capabilities

    Why:

    CURRENT
    # ChatGPT CLI

ChatGPT CLI is a powerful, multi-provider command-line interface for working with modern LLMs. It supports OpenAI, Azure, Perplexity, LLaMA, and more, and includes streaming, interactive chat, prompt files, image/audio I/O, MCP tool calls, and an experimental agent mode for multi-step tasks with safety and budget controls.
    COPY-PASTE FIX
    # ChatGPT CLI: A Universal Multi-Provider LLM CLI & Agent

ChatGPT CLI is a powerful, universal command-line interface for interacting with modern Large Language Models (LLMs) from multiple providers like OpenAI, Azure, Perplexity, and LLaMA. It features streaming, interactive chat, prompt files, image/audio I/O, MCP tool calls, and an experimental yet robust agent mode for safe, multi-step automation.
  • mediumreadme#2
    Add Go implementation as a key differentiator to the README's opening

    Why:

    COPY-PASTE FIX
    Built in Go, ChatGPT CLI delivers a single, self-contained binary with no runtime dependencies, simplifying distribution and setup compared to many alternatives.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/kardolus/chatgpt-cli

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 kardolus/chatgpt-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LMQL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LMQL · recommended 1×
  2. LiteLLM · recommended 1×
  3. OpenAI CLI · recommended 1×
  4. Hugging Face `transformers` CLI · recommended 1×
  5. Anthropic CLI · recommended 1×
  • CATEGORY QUERY
    What command-line interface allows interaction with multiple large language model providers?
    you: not recommended
    AI recommended (in order):
    1. LMQL
    2. LiteLLM
    3. OpenAI CLI
    4. Hugging Face `transformers` CLI
    5. Anthropic CLI
    6. Google Cloud SDK (gcloud CLI)
    7. AWS CLI

    AI recommended 7 alternatives but never named kardolus/chatgpt-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a terminal-based AI agent for multi-step automation with safety and budget features.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. smol-ai/smol-developer (smol-ai/smol-developer)
    3. AutoGPT
    4. AgentGPT
    5. LangChain Agents
    6. CrewAI

    AI recommended 6 alternatives but never named kardolus/chatgpt-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
    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 kardolus/chatgpt-cli?
    pass
    AI did not name kardolus/chatgpt-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 kardolus/chatgpt-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kardolus/chatgpt-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 kardolus/chatgpt-cli solve, and who is the primary audience?
    pass
    AI named kardolus/chatgpt-cli 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 kardolus/chatgpt-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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  • Brand-free category queries5 vs 2 in Lite
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