REPOGEO REPORT · LITE

software-mansion/react-native-executorch

Default branch main · commit 578f9832 · scanned 5/25/2026, 11:16:59 PM

GitHub: 1,523 stars · 78 forks

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 software-mansion/react-native-executorch, 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's opening statement to clarify unique value

Why:

CURRENT

React Native ExecuTorch

COPY-PASTE FIX

React Native ExecuTorch provides a declarative, on-device solution for integrating and running PyTorch AI models directly within your React Native applications, powered by ExecuTorch.

mediumlicense#2

Add a clear license statement to the README

Why:

COPY-PASTE FIX

This project is licensed under [Your specific license name(s) here]. See the [LICENSE](LICENSE) file for details.

mediumtopics#3

Add 'pytorch' to the repository topics

Why:

CURRENT

computer-vision, executorch, image-embeddings, llm-inference, object-detection, ocr, on-device-ai, react-native-ai, segmentation, speech-to-text, text-embeddings, text-to-speech, vlm

COPY-PASTE FIX

computer-vision, executorch, image-embeddings, llm-inference, object-detection, ocr, on-device-ai, react-native-ai, segmentation, speech-to-text, text-embeddings, text-to-speech, vlm, pytorch

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 software-mansion/react-native-executorch

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

TensorFlow.js

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

TensorFlow.js · recommended 2×
tensorflow/tfjs-react-native · recommended 1×
React Native ML Kit · recommended 1×
ML Kit · recommended 1×
react-native-mlkit/react-native-mlkit · recommended 1×

CATEGORY QUERY
How can I integrate on-device AI models into a React Native mobile application?
you: not recommended
AI recommended (in order):
1. React Native TensorFlow.js (tensorflow/tfjs-react-native)
2. TensorFlow.js
3. React Native ML Kit
4. ML Kit
5. react-native-mlkit (react-native-mlkit/react-native-mlkit)
6. react-native-firebase/ml (invertase/react-native-firebase)
7. React Native VisionCamera (mrousavy/react-native-vision-camera)
8. VisionCamera
9. TensorFlow Lite
10. Core ML
11. React Native Core ML
12. ONNX Runtime React Native
13. ONNX
14. ONNX Runtime
15. react-native-onnxruntime (microsoft/react-native-onnxruntime)
AI recommended 15 alternatives but never named software-mansion/react-native-executorch. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Need a declarative solution for integrating various AI models into a React Native application.
you: not recommended
AI recommended (in order):
1. React Native AI Kit
2. AWS Amplify
3. Firebase ML Kit
4. TensorFlow.js
5. OpenAI API
6. Hugging Face Transformers.js
AI recommended 6 alternatives but never named software-mansion/react-native-executorch. 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 software-mansion/react-native-executorch?
pass
AI did not name software-mansion/react-native-executorch — 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 software-mansion/react-native-executorch in production, what risks or prerequisites should they evaluate first?
pass
AI named software-mansion/react-native-executorch 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 software-mansion/react-native-executorch solve, and who is the primary audience?
pass
AI did not name software-mansion/react-native-executorch — 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

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/software-mansion/react-native-executorch"><img src="https://repogeo.com/badge/software-mansion/react-native-executorch.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite