RRepoGEO

REPOGEO REPORT · LITE

betalgo/openai

Default branch master · commit 7c4859e3 · scanned 5/26/2026, 5:57:15 AM

GitHub: 3,005 stars · 538 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 betalgo/openai, 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
    Reposition README Overview to highlight leadership

    Why:

    CURRENT
    ## Overview
A .NET Library for accessing OpenAI's API, provided as a community library.
    COPY-PASTE FIX
    ## Overview
The most widely adopted, comprehensive, and actively maintained community-driven .NET client library for the OpenAI API. It serves as the de facto standard for .NET developers, simplifying integration of OpenAI's capabilities into your .NET applications with ease.
  • mediumabout#2
    Enhance repository description

    Why:

    CURRENT
    .NET library for the OpenAI service API by Betalgo Ranul
    COPY-PASTE FIX
    The most widely adopted, comprehensive, and actively maintained community-driven .NET client library for the OpenAI API. It serves as the de facto standard for .NET developers.
  • lowreadme#3
    Add a 'Why Choose This Library?' section to README

    Why:

    COPY-PASTE FIX
    ## Why Choose Betalgo.Ranul.OpenAI?
As the most widely adopted and actively maintained community-driven .NET client library for the OpenAI API, we offer comprehensive support for all OpenAI services including Chat, DALL-E, Whisper, and more. Our library is known for its active development, robust feature set, and dedicated community support, making it the de facto standard for .NET developers. Key features include our new Realtime API and an Experimental Utilities Library.

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 betalgo/openai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/semantic-kernel
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/semantic-kernel · recommended 1×
  2. Azure/azure-sdk-for-net · recommended 1×
  3. openai/openai-dotnet · recommended 1×
  4. SciSharp/LLamaSharp · recommended 1×
  5. googleapis/google-cloud-dotnet · recommended 1×
  • CATEGORY QUERY
    Looking for a C# library to easily access advanced AI language models and services.
    you: not recommended
    AI recommended (in order):
    1. Semantic Kernel (microsoft/semantic-kernel)
    2. Azure OpenAI Service SDK for .NET (Azure/azure-sdk-for-net)
    3. OpenAI .NET Library (openai/openai-dotnet)
    4. LLamaSharp (SciSharp/LLamaSharp)
    5. Google.Cloud.AIPlatform.V1 (googleapis/google-cloud-dotnet)

    AI recommended 5 alternatives but never named betalgo/openai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which .NET SDK provides robust tools for integrating image generation and speech-to-text AI?
    you: not recommended
    AI recommended (in order):
    1. Azure AI SDK for .NET
    2. OpenAI .NET Library (RageAgainstTheMachine/OpenAI-DotNet)
    3. Google Cloud .NET Client Libraries
    4. AWS SDK for .NET
    5. Hugging Face Diffusers

    AI recommended 5 alternatives but never named betalgo/openai. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 betalgo/openai?
    pass
    AI named betalgo/openai explicitly

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

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