RRepoGEO

REPOGEO REPORT · LITE

qxcnm/Codex-Manager

Default branch main · commit 557c5007 · scanned 5/11/2026, 12:16:26 AM

GitHub: 1,978 stars · 271 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 qxcnm/Codex-Manager, 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 for AI categorization

    Why:

    COPY-PASTE FIX
    ai-tools, openai, codex, account-management, api-gateway, cli-tool, local-proxy, gateway-forwarding
  • highreadme#2
    Clarify the core value proposition in the README's opening

    Why:

    CURRENT
    <h1 align="center">CodexManager</h1>

<p align="center">本地桌面端 + 服务进程的 Codex 账号管理器+网关转发</p>
    COPY-PASTE FIX
    <h1 align="center">CodexManager</h1>

<p align="center">**A unified local desktop and service process tool for managing AI CLI accounts, usage, and API keys, providing a local gateway for seamless access.**</p>
<p align="center">本地桌面端 + 服务进程的 Codex 账号管理器+网关转发</p>
  • mediumhomepage#3
    Add the official website to the repository homepage field

    Why:

    COPY-PASTE FIX
    https://qxnm.top

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 qxcnm/Codex-Manager
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Azure AI Studio · recommended 1×
  3. Google Cloud Vertex AI · recommended 1×
  4. AWS SageMaker · recommended 1×
  5. Vercel AI SDK · recommended 1×
  • CATEGORY QUERY
    Seeking a tool to unify AI model API key and account management.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Azure AI Studio
    3. Google Cloud Vertex AI
    4. AWS SageMaker
    5. Vercel AI SDK
    6. LangChain

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

    Show full AI answer
  • CATEGORY QUERY
    How to set up a local gateway for AI CLI tools with account switching?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API Proxy
    2. LiteLLM Proxy
    3. LocalAI
    4. NGINX Plus
    5. Kong Gateway
    6. Caddy

    AI recommended 6 alternatives but never named qxcnm/Codex-Manager. 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 qxcnm/Codex-Manager?
    pass
    AI named qxcnm/Codex-Manager explicitly

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

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

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

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qxcnm/Codex-Manager — 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