RRepoGEO

REPOGEO REPORT · LITE

aallam/openai-kotlin

Default branch main · commit 9574ca39 · scanned 5/9/2026, 6:17:17 PM

GitHub: 1,827 stars · 236 forks

AI VISIBILITY SCORE
22 /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
1 / 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 aallam/openai-kotlin, 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
    Strengthen README's opening paragraph to emphasize LLM and AI application building

    Why:

    CURRENT
    Kotlin client for OpenAI's API with multiplatform and coroutines capabilities.
    COPY-PASTE FIX
    An idiomatic and type-safe Kotlin client for the OpenAI API, designed for building modern AI applications with large language models (LLMs), DALL-E, and Whisper. It offers multiplatform support and leverages Kotlin coroutines for asynchronous operations.
  • mediumabout#2
    Add homepage URL to repository 'About' section

    Why:

    COPY-PASTE FIX
    https://mouaad.aallam.com/openai-kotlin/
  • mediumtopics#3
    Expand repository topics to include broader AI development terms

    Why:

    CURRENT
    api, chatgpt, client, coroutines, dall-e, gpt, kotlin, llm, multiplatform, openai, whisper
    COPY-PASTE FIX
    api, chatgpt, client, coroutines, dall-e, gpt, kotlin, llm, multiplatform, openai, whisper, generative-ai, ai-development

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 aallam/openai-kotlin
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Kotlin Client Library
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Kotlin Client Library · recommended 1×
  2. Google AI Kotlin SDK · recommended 1×
  3. LangChain4j · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. Jep · recommended 1×
  • CATEGORY QUERY
    How to integrate large language models into a Kotlin application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Kotlin Client Library
    2. Google AI Kotlin SDK
    3. LangChain4j
    4. Hugging Face Transformers
    5. Jep
    6. GraalPy
    7. AWS SDK for Kotlin
    8. Retrofit

    AI recommended 8 alternatives but never named aallam/openai-kotlin. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a multiplatform Kotlin library to interact with advanced AI services.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Kotlin Client (openai/openai-kotlin)
    2. Ktor Client (ktorio/ktor)
    3. Google Cloud AI Platform/Vertex AI
    4. AWS SDK for Kotlin (awslabs/aws-sdk-kotlin)
    5. Azure SDK for Kotlin (Azure/azure-sdk-for-java)
    6. LangChain4j (langchain4j/langchain4j)

    AI recommended 6 alternatives but never named aallam/openai-kotlin. 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 aallam/openai-kotlin?
    pass
    AI did not name aallam/openai-kotlin — 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?

  • If a team adopts aallam/openai-kotlin in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aallam/openai-kotlin 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 aallam/openai-kotlin solve, and who is the primary audience?
    pass
    AI did not name aallam/openai-kotlin — 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?

Embed your GEO score

Drop this badge into the README of aallam/openai-kotlin. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
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