RRepoGEO

REPOGEO REPORT · LITE

dylanshine/openai-kit

Default branch main · commit 1ce94bbf · scanned 6/15/2026, 3:41:42 PM

GitHub: 731 stars · 118 forks

AI VISIBILITY SCORE
33 /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
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 dylanshine/openai-kit, 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 H1 and opening sentence for clarity

    Why:

    CURRENT
    # OpenAIKit

OpenAIKit is a Swift package used to communicate with the OpenAI API.
    COPY-PASTE FIX
    # OpenAIKit: A Swift SDK for OpenAI's API

OpenAIKit is a comprehensive and unopinionated Swift SDK designed to seamlessly integrate your applications with the full suite of OpenAI API services, including ChatGPT, DALL-E, GPT-3, and more.
  • mediumreadme#2
    Add a 'Features' or 'Why OpenAIKit?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why OpenAIKit?

OpenAIKit stands out with its minimalist, highly extensible, and unopinionated design. It provides a lightweight, type-safe foundation for interacting with the OpenAI API, giving developers greater control and flexibility to build custom abstractions compared to more comprehensive, opinionated solutions.
  • lowtopics#3
    Add 'sdk' and 'api-client' to repository topics

    Why:

    CURRENT
    ai, chatgpt, dall-e, gpt-3, openai, swift
    COPY-PASTE FIX
    ai, chatgpt, dall-e, gpt-3, openai, swift, sdk, api-client

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 dylanshine/openai-kit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
URLSession
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. URLSession · recommended 2×
  2. macpaw/OpenAI · recommended 1×
  3. Alamofire/Alamofire · recommended 1×
  4. Moya/Moya · recommended 1×
  5. adamrushy/OpenAISwift · recommended 1×
  • CATEGORY QUERY
    How to integrate OpenAI API services like ChatGPT into a Swift application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Swift (by MacPaw) (macpaw/OpenAI)
    2. URLSession
    3. Alamofire (Alamofire/Alamofire)
    4. Moya (Moya/Moya)
    5. OpenAISwift (by Adam Rush) (adamrushy/OpenAISwift)

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

    Show full AI answer
  • CATEGORY QUERY
    What are good Swift libraries for interacting with DALL-E for image generation?
    you: not recommended
    AI recommended (in order):
    1. Alamofire
    2. URLSession
    3. OpenAIKit
    4. Swift-AI

    AI recommended 4 alternatives but never named dylanshine/openai-kit. 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 dylanshine/openai-kit?
    pass
    AI did not name dylanshine/openai-kit — 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 dylanshine/openai-kit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dylanshine/openai-kit 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 dylanshine/openai-kit solve, and who is the primary audience?
    pass
    AI named dylanshine/openai-kit 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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dylanshine/openai-kit — 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