RRepoGEO

REPOGEO REPORT · LITE

Soju06/codex-lb

Default branch main · commit 6b1cb47e · scanned 5/12/2026, 5:22:01 PM

GitHub: 1,272 stars · 195 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 Soju06/codex-lb, 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
  • highreadme#1
    Add a clear, concise positioning statement to the README's opening

    Why:

    CURRENT
    # codex-lb

Load balancer for ChatGPT accounts. Pool multiple accounts, track usage, manage API keys, view everything in a dashboard.
    COPY-PASTE FIX
    # codex-lb

**A Python/FastAPI load balancer and proxy for multiple OpenAI/ChatGPT accounts.** Pool accounts, track usage, manage API keys, and view everything in a dashboard with OpenCode-compatible endpoints.
  • mediumreadme#2
    Add a 'Problem Solved' section to the README

    Why:

    COPY-PASTE FIX
    ## The Problem codex-lb Solves

Managing multiple OpenAI or ChatGPT accounts and API keys can be complex. `codex-lb` simplifies this by providing a centralized proxy to load balance requests across accounts, track token usage and costs, and enforce granular rate limits per API key. This ensures efficient resource utilization and prevents individual account overages, especially for teams or applications with high AI API consumption.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://github.com/Soju06/codex-lb

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 Soju06/codex-lb
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS API Gateway
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS API Gateway · recommended 2×
  2. Azure API Management · recommended 2×
  3. openai/openai-python · recommended 1×
  4. BerriAI/litellm · recommended 1×
  5. Keyrotator/keyrotator · recommended 1×
  • CATEGORY QUERY
    How to load balance requests across multiple OpenAI API accounts efficiently?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Python Library (openai/openai-python)
    2. LiteLLM (BerriAI/litellm)
    3. Keyrotator (Keyrotator/keyrotator)
    4. NGINX (nginx/nginx)
    5. AWS API Gateway
    6. Azure API Management
    7. Google Cloud Endpoints
    8. Envoy Proxy (envoyproxy/envoy)

    AI recommended 8 alternatives but never named Soju06/codex-lb. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for tracking AI API usage, setting rate limits, and managing multiple keys?
    you: not recommended
    AI recommended (in order):
    1. Moesif API Analytics
    2. Kong Gateway
    3. Apigee
    4. AWS API Gateway
    5. Azure API Management
    6. Postman

    AI recommended 6 alternatives but never named Soju06/codex-lb. 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 Soju06/codex-lb?
    pass
    AI named Soju06/codex-lb explicitly

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

  • If a team adopts Soju06/codex-lb in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Soju06/codex-lb 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 Soju06/codex-lb solve, and who is the primary audience?
    pass
    AI named Soju06/codex-lb 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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Soju06/codex-lb — 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