RRepoGEO

REPOGEO REPORT · LITE

stulzq/azure-openai-proxy

Default branch master · commit fda64266 · scanned 5/12/2026, 11:01:56 AM

GitHub: 1,349 stars · 192 forks

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 stulzq/azure-openai-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
  • highreadme#1
    Clarify the core problem and solution in the README's opening

    Why:

    CURRENT
    Azure OpenAI Service Proxy, convert OpenAI official API request to Azure OpenAI API request, support all models, support GPT-4,Embeddings.
>Eliminate the differences between OpenAI and Azure OpenAI, acting as a bridge connecting them, OpenAI ecosystem accesses Azure OpenAI at zero cost.
    COPY-PASTE FIX
    A **self-hostable proxy service** designed to make your existing OpenAI API applications and tools (like Langchain) work seamlessly with Azure OpenAI Service. It **converts OpenAI official API requests to Azure OpenAI API requests**, allowing you to use Azure OpenAI as a **drop-in replacement** for OpenAI, eliminating differences and enabling the OpenAI ecosystem to access Azure OpenAI at zero code change cost.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled `## Comparison with Azure SDKs and Client Libraries` explaining that `azure-openai-proxy` is a *proxy service* for API conversion, not a client library for direct integration, and how it enables existing OpenAI applications to migrate without code changes, unlike SDKs which require rewriting.
  • lowabout#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the URL of the project's primary documentation or landing page to the repository's 'Homepage' field in the 'About' section.

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 stulzq/azure-openai-proxy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure/azure-sdk-for-python
Recommended in 4 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure/azure-sdk-for-python · recommended 4×
  2. azure-openai · recommended 1×
  3. Azure.AI.OpenAI · recommended 1×
  4. requests · recommended 1×
  5. fetch · recommended 1×
  • CATEGORY QUERY
    How can I make my existing OpenAI API applications work with Azure OpenAI Service?
    you: not recommended
    AI recommended (in order):
    1. azure-openai
    2. Azure.AI.OpenAI
    3. requests
    4. fetch
    5. openai

    AI recommended 5 alternatives but never named stulzq/azure-openai-proxy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to use OpenAI-compatible tools like Langchain with Azure OpenAI?
    you: not recommended
    AI recommended (in order):
    1. Langchain (langchain-ai/langchain)
    2. Azure OpenAI
    3. OpenAI Python Client Library (openai/openai-python)
    4. Azure SDK for Python (Azure/azure-sdk-for-python)
    5. azure-mgmt-cognitiveservices (Azure/azure-sdk-for-python)
    6. Azure Active Directory (AAD)
    7. Managed Identities
    8. Service Principals
    9. DefaultAzureCredential (Azure/azure-sdk-for-python)
    10. azure-identity (Azure/azure-sdk-for-python)

    AI recommended 10 alternatives but never named stulzq/azure-openai-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
    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 stulzq/azure-openai-proxy?
    pass
    AI named stulzq/azure-openai-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 stulzq/azure-openai-proxy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named stulzq/azure-openai-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 stulzq/azure-openai-proxy solve, and who is the primary audience?
    pass
    AI did not name stulzq/azure-openai-proxy — 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?

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