REPOGEO REPORT · LITE

aws-samples/sample-mobile-ai-assistant

Default branch main · commit fa057d13 · scanned 6/24/2026, 12:37:04 PM

GitHub: 830 stars · 122 forks

AI VISIBILITY SCORE

22 /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

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 aws-samples/sample-mobile-ai-assistant, 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 tagline to clarify its purpose as a sample application

Why:

CURRENT

> 🚀 Your Personal AI Workspace — Chat, Create Apps, and More

COPY-PASTE FIX

> 🚀 A comprehensive demonstration for mobile developers to build AI assistants with React Native and AWS.

highabout#2

Add a homepage URL to the repository metadata

Why:

COPY-PASTE FIX

A URL to a live demo, a relevant AWS blog post, or the repository itself if no other external link is suitable.

mediumtopics#3

Add more specific topics to emphasize its nature as a sample application

Why:

CURRENT

amazon-bedrock, amazon-nova, android, aws, chat, claude-4-sonnet, deepseek, ios, mac, mobile-app, ollama, react-native, sample-vif-chat-app, speech-to-speech, vif-chat, vifchat, virtual-try-on

COPY-PASTE FIX

amazon-bedrock, amazon-nova, android, aws, chat, claude-4-sonnet, deepseek, ios, mac, mobile-app, ollama, react-native, sample-vif-chat-app, speech-to-speech, vif-chat, vifchat, virtual-try-on, sample-app, demo-application, aws-sample-app, ai-assistant-app

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 aws-samples/sample-mobile-ai-assistant

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

React Native

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

React Native · recommended 1×
Flutter · recommended 1×
Expo · recommended 1×
Ionic · recommended 1×
NativeScript · recommended 1×

CATEGORY QUERY
Seeking a cross-platform mobile framework for building an interactive AI chat assistant.
you: not recommended
AI recommended (in order):
1. React Native
2. Flutter
3. Expo
4. Ionic
5. NativeScript
AI recommended 5 alternatives but never named aws-samples/sample-mobile-ai-assistant. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable real-time AI conversations, image generation, and voice interaction in mobile apps?
you: not recommended
AI recommended (in order):
1. Google Cloud AI Platform
2. Vertex AI
3. Dialogflow CX
4. Cloud Text-to-Speech
5. Cloud Speech-to-Text
6. Firebase
7. AWS Amplify
8. Amazon Polly
9. Amazon Lex
10. Amazon Rekognition
11. Amazon SageMaker
12. Amazon Transcribe
13. OpenAI API
14. ChatGPT API
15. DALL-E 3 API
16. Whisper API
17. Azure AI Services
18. Azure Bot Service
19. Azure Cognitive Services Speech
20. Azure OpenAI Service
21. Azure Machine Learning
22. Hugging Face Transformers
23. FastAPI
24. Node.js Express
25. Google Cloud Run
26. AWS Lambda
27. Azure Container Apps
28. DeepMotion
AI recommended 28 alternatives but never named aws-samples/sample-mobile-ai-assistant. 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 aws-samples/sample-mobile-ai-assistant?
pass
AI did not name aws-samples/sample-mobile-ai-assistant — 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 aws-samples/sample-mobile-ai-assistant in production, what risks or prerequisites should they evaluate first?
pass
AI named aws-samples/sample-mobile-ai-assistant 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 aws-samples/sample-mobile-ai-assistant solve, and who is the primary audience?
pass
AI did not name aws-samples/sample-mobile-ai-assistant — 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?

Embed your GEO score

Drop this badge into the README of aws-samples/sample-mobile-ai-assistant. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/aws-samples/sample-mobile-ai-assistant.svg)](https://repogeo.com/en/r/aws-samples/sample-mobile-ai-assistant)

HTML

<a href="https://repogeo.com/en/r/aws-samples/sample-mobile-ai-assistant"><img src="https://repogeo.com/badge/aws-samples/sample-mobile-ai-assistant.svg" alt="RepoGEO" /></a>

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