RRepoGEO

REPOGEO REPORT · LITE

microsoft/Codex-CLI

Default branch main · commit 331667b7 · scanned 5/30/2026, 11:56:32 AM

GitHub: 2,381 stars · 223 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 microsoft/Codex-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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, cli, codex, gpt3, natural-language-processing, shell, powershell, bash, zsh, command-line-interface, code-generation
  • highabout#2
    Refine the 'About' description for stronger keyword association

    Why:

    CURRENT
    CLI tool that uses Codex to turn natural language commands into their Bash/ZShell/PowerShell equivalents
    COPY-PASTE FIX
    A CLI tool leveraging OpenAI Codex to translate natural language into executable Bash, Zsh, and PowerShell commands, simplifying command-line interaction with AI.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/microsoft/Codex-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 microsoft/Codex-CLI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Fig AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Fig AI · recommended 2×
  2. Aider · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. ShellGPT · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to translate natural language descriptions into executable shell commands?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Fig AI
    3. ShellGPT
    4. Aider
    5. OpenAI API
    6. explainshell.com

    AI recommended 6 alternatives but never named microsoft/Codex-CLI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use AI to simplify command line interaction and generate commands?
    you: not recommended
    AI recommended (in order):
    1. Fig AI
    2. GitHub Copilot CLI
    3. Warp AI
    4. Aider
    5. Shell Genie
    6. ai-shell

    AI recommended 6 alternatives but never named microsoft/Codex-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 microsoft/Codex-CLI?
    pass
    AI did not name microsoft/Codex-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 microsoft/Codex-CLI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/Codex-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 microsoft/Codex-CLI solve, and who is the primary audience?
    pass
    AI named microsoft/Codex-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

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite