RRepoGEO

REPOGEO REPORT · LITE

qxcnm/Codex-Manager

Default branch main · commit f796eacd · scanned 6/21/2026, 2:06:29 AM

GitHub: 2,599 stars · 340 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 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 specific topics for AI account and API management

    Why:

    COPY-PASTE FIX
    ai-account-management, api-key-management, llm-gateway, codex-cli, local-proxy, ai-tools, developer-tools
  • highreadme#2
    Add a clarifying sentence to the README's opening paragraph

    Why:

    CURRENT
    <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
    <p align="center">本地桌面端 + 服务进程的 Codex 账号管理器+网关转发</p>
<p align="center">专为管理大型语言模型 (LLM) API 密钥和账户而设计，提供本地网关能力。</p>
  • mediumhomepage#3
    Add the project homepage URL

    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
Dotenv
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Dotenv · recommended 1×
  2. LiteLLM · recommended 1×
  3. OpenResty · recommended 1×
  4. Nginx · recommended 1×
  5. Kong Gateway · recommended 1×
  • CATEGORY QUERY
    How to manage multiple AI service API keys and route requests locally?
    you: not recommended
    AI recommended (in order):
    1. Dotenv
    2. LiteLLM
    3. OpenResty
    4. Nginx
    5. Kong Gateway
    6. Apache APISIX
    7. Envoy Proxy

    AI recommended 7 alternatives but never named qxcnm/Codex-Manager. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help unify AI platform account management and track API usage?
    you: not recommended
    AI recommended (in order):
    1. Auth0
    2. Okta
    3. Keycloak (keycloak/keycloak)
    4. Kong Gateway (Kong/kong)
    5. Apigee
    6. AWS Amplify
    7. Amazon Cognito
    8. Azure API Management

    AI recommended 8 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 did not name qxcnm/Codex-Manager — 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?

Embed your GEO score

Drop this badge into the README of qxcnm/Codex-Manager. 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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MARKDOWN (README)
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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