RRepoGEO

REPOGEO REPORT · LITE

signerlabs/ShipSwift

Default branch main · commit 7c21f490 · scanned 5/8/2026, 5:22:06 PM

GitHub: 1,379 stars · 88 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 signerlabs/ShipSwift, 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 to specify category and purpose

    Why:

    CURRENT
    # ShipSwift **AI-native SwiftUI component library — production-ready code that LLMs can use to build real apps.**
    COPY-PASTE FIX
    # ShipSwift: The AI-Native SwiftUI Component Library for LLM-Powered App Development
  • highreadme#2
    Add a 'Clarifying Purpose' section to README

    Why:

    COPY-PASTE FIX
    ## Important Clarification
ShipSwift is an AI-native SwiftUI component library for app development, not a shipping or logistics platform. Its name refers to 'shipping' code swiftly with AI assistance.
  • mediumreadme#3
    Expand README with a 'Key Features' section

    Why:

    COPY-PASTE FIX
    ## Key Features
- **AI-Native Design:** Components and recipes optimized for seamless integration with LLMs and AI assistants for rapid app development.
- **Full-Stack Recipes:** Pre-built solutions for common app functionalities, connecting UI components with backend logic.
- **Comprehensive Component Library:** A rich collection of production-ready SwiftUI components, including advanced charts and animations.
- **MCP Integration:** Connects directly via the MCP protocol for instant access to skills and recipes from your AI.
- **iOS App Development Focus:** Tailored for building robust and modern iOS applications.

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 signerlabs/ShipSwift
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SwiftUI (Apple's Native Components)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SwiftUI (Apple's Native Components) · recommended 1×
  2. GetStream/stream-chat-swiftui · recommended 1×
  3. airbnb/lottie-ios · recommended 1×
  4. Charts (Apple's Framework) · recommended 1×
  5. SDWebImage/SDWebImageSwiftUI · recommended 1×
  • CATEGORY QUERY
    Looking for a production-ready SwiftUI component library optimized for AI-assisted iOS app development.
    you: not recommended
    AI recommended (in order):
    1. SwiftUI (Apple's Native Components)
    2. Stream Chat SwiftUI (GetStream/stream-chat-swiftui)
    3. Lottie for iOS (airbnb/lottie-ios)
    4. Charts (Apple's Framework)
    5. SDWebImageSwiftUI (SDWebImage/SDWebImageSwiftUI)
    6. Kingfisher (onevcat/Kingfisher)
    7. PopupView (exyte/PopupView)

    AI recommended 7 alternatives but never named signerlabs/ShipSwift. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find an AI-native SwiftUI component library offering full-stack recipes and charts?
    you: not recommended
    AI recommended (in order):
    1. SwiftUI
    2. Core ML
    3. Create ML
    4. Charts (SwiftUI)
    5. Swift for TensorFlow
    6. TensorFlow Lite for iOS
    7. Plot
    8. OpenAI API
    9. Hugging Face API

    AI recommended 9 alternatives but never named signerlabs/ShipSwift. 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 signerlabs/ShipSwift?
    pass
    AI did not name signerlabs/ShipSwift — 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 signerlabs/ShipSwift in production, what risks or prerequisites should they evaluate first?
    pass
    AI named signerlabs/ShipSwift 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 signerlabs/ShipSwift solve, and who is the primary audience?
    pass
    AI named signerlabs/ShipSwift explicitly

    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 signerlabs/ShipSwift. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/signerlabs/ShipSwift.svg)](https://repogeo.com/en/r/signerlabs/ShipSwift)
HTML
<a href="https://repogeo.com/en/r/signerlabs/ShipSwift"><img src="https://repogeo.com/badge/signerlabs/ShipSwift.svg" alt="RepoGEO" /></a>
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signerlabs/ShipSwift — 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