RRepoGEO

REPOGEO REPORT · LITE

0xSero/codex-shim

Default branch main · commit 17c41256 · scanned 6/6/2026, 6:42:56 PM

GitHub: 784 stars · 77 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 0xSero/codex-shim, 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:

    COPY-PASTE FIX
    codex-desktop, openai-api-shim, llm-proxy, ai-assistant-integration, ide-ai, local-llm-integration, byok-models, python-aiohttp
  • highreadme#2
    Clarify README's opening to emphasize 'local shim' for 'desktop AI assistants'

    Why:

    CURRENT
    Run **Codex Desktop** against any BYOK model you can describe in `~/.codex-shim/models.json`, plus an optional passthrough to your **ChatGPT subscription's Codex model** — without rebuilding Codex.
    COPY-PASTE FIX
    A **local Python/aiohttp shim** for **Codex Desktop** that lets you run it against any BYOK model (from OpenAI, Anthropic, local LLMs, etc.) you describe in `~/.codex-shim/models.json`, plus an optional passthrough to your **ChatGPT subscription's Codex model** — all without rebuilding Codex or losing native UX.
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., documentation, project page, or GitHub Pages) to the 'Homepage' field in the repository settings.

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 0xSero/codex-shim
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. Google Cloud AI Platform · recommended 1×
  3. Azure AI Services · recommended 1×
  4. FastAPI · recommended 1×
  5. Flask · recommended 1×
  • CATEGORY QUERY
    How to integrate custom AI models with a desktop code assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud AI Platform
    3. Azure AI Services
    4. FastAPI
    5. Flask
    6. AWS EC2
    7. Azure App Service
    8. Hugging Face Transformers
    9. BERT
    10. GPT-2
    11. T5
    12. ONNX Runtime
    13. PyTorch
    14. TensorFlow
    15. TensorFlow Lite
    16. Core ML
    17. coremltools
    18. Electron
    19. C# WPF
    20. gRPC
    21. Protocol Buffers
    22. grpcio

    AI recommended 22 alternatives but never named 0xSero/codex-shim. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Local proxy for connecting IDE AI features to various LLM providers?
    you: not recommended
    AI recommended (in order):
    1. Continue.dev
    2. LiteLLM
    3. Ollama
    4. OpenRouter.ai
    5. Keymate.AI

    AI recommended 5 alternatives but never named 0xSero/codex-shim. 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 0xSero/codex-shim?
    pass
    AI named 0xSero/codex-shim explicitly

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

  • If a team adopts 0xSero/codex-shim in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 0xSero/codex-shim 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 0xSero/codex-shim solve, and who is the primary audience?
    pass
    AI named 0xSero/codex-shim explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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