RRepoGEO

REPOGEO REPORT · LITE

numman-ali/opencode-openai-codex-auth

Default branch main · commit bec2ad69 · scanned 5/9/2026, 10:56:51 AM

GitHub: 2,034 stars · 139 forks

AI VISIBILITY SCORE
22 /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
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 numman-ali/opencode-openai-codex-auth, 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 categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    openai, chatgpt, codex, authentication, oauth, plugin, coding-assistant, ai-tools, subscription
  • highreadme#2
    Reposition the README's opening to clarify its unique value proposition

    Why:

    CURRENT
    **One install. Every Codex model.**
    COPY-PASTE FIX
    An OAuth authentication plugin for personal coding assistance, enabling you to leverage your ChatGPT Plus/Pro subscriptions with various OpenAI coding models via their official authentication method.

**One install. Every Codex model.**
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project uses a custom license. Please refer to the `LICENSE` file in the repository for full details.

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 numman-ali/opencode-openai-codex-auth
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS Secrets Manager
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS Secrets Manager · recommended 1×
  2. Google Cloud Secret Manager · recommended 1×
  3. Azure Key Vault · recommended 1×
  4. HashiCorp Vault · recommended 1×
  5. python-dotenv · recommended 1×
  • CATEGORY QUERY
    How to integrate OpenAI's official authentication for coding assistant tools?
    you: not recommended
    AI recommended (in order):
    1. AWS Secrets Manager
    2. Google Cloud Secret Manager
    3. Azure Key Vault
    4. HashiCorp Vault
    5. python-dotenv

    AI recommended 5 alternatives but never named numman-ali/opencode-openai-codex-auth. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to leverage ChatGPT Plus/Pro subscriptions for various OpenAI coding models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (openai/openai-python)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. OpenAI Playground
    5. CodeGPT
    6. GitHub Copilot Chat
    7. Dust.tt

    AI recommended 7 alternatives but never named numman-ali/opencode-openai-codex-auth. 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 numman-ali/opencode-openai-codex-auth?
    pass
    AI did not name numman-ali/opencode-openai-codex-auth — 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 numman-ali/opencode-openai-codex-auth in production, what risks or prerequisites should they evaluate first?
    pass
    AI named numman-ali/opencode-openai-codex-auth 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 numman-ali/opencode-openai-codex-auth solve, and who is the primary audience?
    pass
    AI did not name numman-ali/opencode-openai-codex-auth — 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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numman-ali/opencode-openai-codex-auth — 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