RRepoGEO

REPOGEO REPORT · LITE

MacPaw/OpenAI

Default branch main · commit d7d7387d · scanned 5/17/2026, 9:11:17 AM

GitHub: 2,905 stars · 511 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 MacPaw/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 the README H1 and opening sentence to clarify project identity

    Why:

    CURRENT
    # OpenAI
    
    This repository contains Swift community-maintained implementation over OpenAI public API.
    COPY-PASTE FIX
    # MacPaw/OpenAI: A Swift Client for the OpenAI API
    
    This repository provides a robust, community-maintained Swift implementation for interacting with the OpenAI public API, developed by MacPaw.
  • mediumtopics#2
    Add more specific generative AI topics

    Why:

    CURRENT
    ai, openai, openai-api, spm, swift, swiftpackagemanager
    COPY-PASTE FIX
    ai, openai, openai-api, spm, swift, swiftpackagemanager, generative-ai, llm, chatgpt, dall-e, whisper
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://swiftpackageindex.com/MacPaw/OpenAI

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 MacPaw/OpenAI
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Swift
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Swift · recommended 1×
  2. GoogleGenerativeAI (Swift) · recommended 1×
  3. Mistral AI Swift · recommended 1×
  4. AWS SDK for Swift (Preview) · recommended 1×
  5. Alamofire · recommended 1×
  • CATEGORY QUERY
    What's a good Swift client for interacting with advanced generative AI services?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Swift
    2. GoogleGenerativeAI (Swift)
    3. Mistral AI Swift
    4. AWS SDK for Swift (Preview)
    5. Alamofire
    6. URLSession

    AI recommended 6 alternatives but never named MacPaw/OpenAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Swift SDK to implement AI chat, image generation, and audio processing features.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Swift (openai/openai-swift)
    2. GoogleGenerativeAI for Swift (google/generative-ai-swift)
    3. Hugging Face Diffusers (huggingface/diffusers)
    4. Core ML
    5. AWS Amplify (aws-amplify/amplify-swift)
    6. Azure SDK for Swift (Azure/azure-sdk-for-swift)

    AI recommended 6 alternatives but never named MacPaw/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
    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 MacPaw/OpenAI?
    pass
    AI named MacPaw/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 MacPaw/OpenAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MacPaw/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 MacPaw/OpenAI solve, and who is the primary audience?
    pass
    AI named MacPaw/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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MARKDOWN (README)
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MacPaw/OpenAI — 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