RRepoGEO

REPOGEO REPORT · LITE

openai/openai-cli

Default branch main · commit b407c1b5 · scanned 6/5/2026, 1:26:09 PM

GitHub: 623 stars · 29 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 openai/openai-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
  • hightopics#1
    Add specific topics to improve category visibility

    Why:

    COPY-PASTE FIX
    openai, cli, api-client, generative-ai, large-language-models, llm, rest-api, developer-tools, terminal
  • mediumreadme#2
    Clarify the README's opening sentence for better AI categorization

    Why:

    CURRENT
    # OpenAI CLI

The official CLI for the OpenAI REST API.
    COPY-PASTE FIX
    # OpenAI CLI

The official command-line interface (CLI) for interacting with the OpenAI REST API, designed for developers and power users to manage and script generative AI services directly from the terminal.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://openai.com/docs/api-reference/openai-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 openai/openai-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cURL
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. cURL · recommended 2×
  2. OpenAI CLI · recommended 2×
  3. LM Studio · recommended 1×
  4. ollama/ollama · recommended 1×
  5. BerriAI/litellm · recommended 1×
  • CATEGORY QUERY
    How can I interact with large language models directly from my terminal?
    you: not recommended
    AI recommended (in order):
    1. cURL
    2. OpenAI CLI
    3. LM Studio
    4. Ollama (ollama/ollama)
    5. LiteLLM (BerriAI/litellm)
    6. Hugging Face `transformers` library (huggingface/transformers)
    7. `llm` by Simon Willison (simonw/llm)

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

    Show full AI answer
  • CATEGORY QUERY
    What command-line tool helps with scripting interactions for generative AI services?
    you: not recommended
    AI recommended (in order):
    1. cURL
    2. HTTPie
    3. requests library
    4. jq
    5. OpenAI CLI
    6. Google Cloud CLI (gcloud)
    7. AWS CLI

    AI recommended 7 alternatives but never named openai/openai-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 openai/openai-cli?
    pass
    AI named openai/openai-cli explicitly

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

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

    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