RRepoGEO

REPOGEO REPORT · LITE

jamesrochabrun/SwiftOpenAI

Default branch main · commit 384a6ee0 · scanned 6/3/2026, 7:17:08 PM

GitHub: 653 stars · 127 forks

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 jamesrochabrun/SwiftOpenAI, 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
    Elevate comprehensive feature set to the README's opening paragraph

    Why:

    CURRENT
    An open-source Swift package designed for effortless interaction with OpenAI's public API. 🚀 Now also available as CLI and also as MCP
    COPY-PASTE FIX
    SwiftOpenAI is the most complete open-source Swift package for interacting with **all** OpenAI's API endpoints, now with added support for Azure, AIProxy, Assistant stream APIs, and the new **Realtime API** for low-latency bidirectional voice conversations. It also offers CLI and MCP options.
  • hightopics#2
    Add specific feature topics to improve category visibility

    Why:

    CURRENT
    chatgpt-api, ios, openai, openai-api, spm, swift, swiftpackage
    COPY-PASTE FIX
    chatgpt-api, ios, openai, openai-api, spm, swift, swiftpackage, realtime-audio, assistants-api, vision-api, speech-to-text, text-to-speech, azure-openai, aiproxy
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/jamesrochabrun/SwiftOpenAI

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 jamesrochabrun/SwiftOpenAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-swift
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-swift · recommended 1×
  2. google/generative-ai-swift · recommended 1×
  3. Swift-AI/Swift-AI · recommended 1×
  4. soto-project/soto · recommended 1×
  5. Alamofire/Alamofire · recommended 1×
  • CATEGORY QUERY
    What Swift packages are available for integrating AI model chat and audio APIs?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Swift (openai/openai-swift)
    2. GoogleGenerativeAI (google/generative-ai-swift)
    3. Swift-AI (Swift-AI/Swift-AI)
    4. AWSSDK for Swift (soto-project/soto)
    5. Alamofire (Alamofire/Alamofire)
    6. URLSession

    AI recommended 6 alternatives but never named jamesrochabrun/SwiftOpenAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I implement real-time voice conversations with AI models in Swift?
    you: not recommended
    AI recommended (in order):
    1. Apple Speech Framework
    2. OpenAI GPT-4o
    3. GPT-3.5 Turbo
    4. AVSpeechSynthesizer
    5. Google Cloud Speech-to-Text
    6. Google Gemini
    7. PaLM 2
    8. Google Cloud Text-to-Speech
    9. Google's native TTS
    10. AssemblyAI
    11. Anthropic Claude 3
    12. ElevenLabs
    13. Deepgram
    14. Cohere Command R+
    15. AWS Polly

    AI recommended 15 alternatives but never named jamesrochabrun/SwiftOpenAI. 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 jamesrochabrun/SwiftOpenAI?
    pass
    AI named jamesrochabrun/SwiftOpenAI explicitly

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

  • If a team adopts jamesrochabrun/SwiftOpenAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jamesrochabrun/SwiftOpenAI 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 jamesrochabrun/SwiftOpenAI solve, and who is the primary audience?
    pass
    AI named jamesrochabrun/SwiftOpenAI 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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