RRepoGEO

REPOGEO REPORT · LITE

icebear0828/codex-proxy

Default branch dev · commit 899d5404 · scanned 6/17/2026, 5:27:53 PM

GitHub: 1,422 stars · 195 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 icebear0828/codex-proxy, 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
    openai-proxy, local-ai, code-generation, llm-proxy, api-gateway, codex, chatgpt-proxy, anthropic-api, gemini-api, ollama-api
  • highreadme#2
    Add a concise English summary to the top of the main README

    Why:

    CURRENT
    The current README starts with a Chinese H3 and paragraph after the H1.
    COPY-PASTE FIX
    Insert the following immediately after `<h1>Codex Proxy</h1>` and before the existing Chinese H3:
```html
<h3>Your Local Codex Programming Assistant Gateway</h3>
<p>Expose Codex Desktop's capabilities via OpenAI / Anthropic / Gemini standard protocols, seamlessly integrating with any AI client.</p>
```
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a `LICENSE` file in the root directory with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 icebear0828/codex-proxy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 2×
  2. Ollama · recommended 1×
  3. LocalAI · recommended 1×
  4. vLLM · recommended 1×
  5. oobabooga/text-generation-webui · recommended 1×
  • CATEGORY QUERY
    How can I expose local AI coding models through an OpenAI-compatible API for client applications?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LocalAI
    3. vLLM
    4. Text Generation WebUI (oobabooga/text-generation-webui)
    5. LiteLLM
    6. FastAPI with Hugging Face Transformers

    AI recommended 6 alternatives but never named icebear0828/codex-proxy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a lightweight local proxy to integrate different AI models using standard API protocols.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenAI Proxy
    3. Nginx
    4. Caddy
    5. Traefik

    AI recommended 5 alternatives but never named icebear0828/codex-proxy. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 icebear0828/codex-proxy?
    pass
    AI named icebear0828/codex-proxy explicitly

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

  • If a team adopts icebear0828/codex-proxy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named icebear0828/codex-proxy 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 icebear0828/codex-proxy solve, and who is the primary audience?
    pass
    AI named icebear0828/codex-proxy 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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icebear0828/codex-proxy — 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