RRepoGEO

REPOGEO REPORT · LITE

dabit3/react-native-ai

Default branch main · commit 68708c5a · scanned 5/20/2026, 1:28:22 AM

GitHub: 1,274 stars · 169 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
27 /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
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 dabit3/react-native-ai, 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 first sentence to emphasize framework identity

    Why:

    CURRENT
    # React Native AI
Full stack framework for building cross-platform mobile AI apps supporting LLM real-time / streaming text and chat UIs, image services and natural language to images with multiple models, and image processing.
    COPY-PASTE FIX
    # React Native AI: Full-Stack Framework for Mobile AI Apps
Accelerate development of cross-platform mobile AI applications with real-time LLM and image features. This full-stack framework provides everything you need to build streaming text and chat UIs, image services, and natural language to image generation, supporting multiple leading AI models.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, cross-platform, express, llm, react, react-native, streaming
    COPY-PASTE FIX
    ai, cross-platform, express, llm, react, react-native, streaming, framework, mobile-ai, generative-ai, chat-ui, image-generation, full-stack
  • lowreadme#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike general mobile frameworks (e.g., Flutter, React Native, Ionic) or low-level AI APIs (e.g., OpenAI API, Google Gemini API, TensorFlow Lite), React Native AI is a complete, opinionated full-stack framework specifically designed to accelerate the development of mobile AI applications. It provides pre-built UI components, server-side proxies, and integrated support for multiple LLM and image generation providers, allowing developers to focus on application logic rather than integration complexities.

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 dabit3/react-native-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Flutter
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Flutter · recommended 2×
  2. React Native · recommended 2×
  3. SwiftUI · recommended 2×
  4. Ionic · recommended 2×
  5. Capacitor · recommended 2×
  • CATEGORY QUERY
    How to build cross-platform mobile AI applications with real-time LLM and image features?
    you: not recommended
    AI recommended (in order):
    1. Flutter
    2. TensorFlow Lite
    3. PyTorch Mobile
    4. Google Gemini API
    5. OpenAI API
    6. React Native
    7. react-native-tflite
    8. Kotlin Multiplatform Mobile (KMM)
    9. Core ML
    10. ML Kit
    11. Compose Multiplatform
    12. SwiftUI
    13. UIKit
    14. Ionic
    15. Capacitor
    16. Angular
    17. React
    18. Vue
    19. TensorFlow.js
    20. ONNX Runtime Web
    21. Kotlin Compose

    AI recommended 21 alternatives but never named dabit3/react-native-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What full-stack framework helps create streaming AI chat UIs for mobile apps?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel AI SDK
    3. Capacitor
    4. Ionic
    5. Flutter
    6. Shelf
    7. FastAPI
    8. React Native
    9. Express.js
    10. Expo
    11. SwiftUI
    12. Vapor
    13. Jetpack Compose
    14. Ktor
    15. Spring Boot

    AI recommended 15 alternatives but never named dabit3/react-native-ai. 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 dabit3/react-native-ai?
    pass
    AI did not name dabit3/react-native-ai — 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 dabit3/react-native-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dabit3/react-native-ai 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 dabit3/react-native-ai solve, and who is the primary audience?
    pass
    AI did not name dabit3/react-native-ai — 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?

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  • Brand-free category queries5 vs 2 in Lite
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