REPOGEO REPORT · LITE

mathworks/MATLAB-Simulink-Challenge-Project-Hub

Default branch main · commit 5a984b85 · scanned 5/24/2026, 2:31:53 AM

GitHub: 2,038 stars · 388 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 mathworks/MATLAB-Simulink-Challenge-Project-Hub, 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 README H1 to emphasize official hub status
Why:
CURRENT
```
# MATLAB and Simulink Challenge Projects
```
COPY-PASTE FIX
```
# Official MathWorks Hub: MATLAB and Simulink Challenge Projects
```
highhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
[YOUR_OFFICIAL_PROGRAM_OR_HUB_LANDING_PAGE_URL_HERE]
```

mediumlicense#3

Clarify the existing license(s) directly in the README

Why:

COPY-PASTE FIX

This project is licensed under [YOUR_LICENSE_NAME_OR_DESCRIPTION_HERE]. Please refer to the LICENSE file for full details.

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 mathworks/MATLAB-Simulink-Challenge-Project-Hub

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Kaggle

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Kaggle · recommended 2×
Topcoder · recommended 1×
Google Summer of Code (GSoC) · recommended 1×
IEEE Xtreme · recommended 1×
Hackster.io · recommended 1×

CATEGORY QUERY
Where can students find challenging engineering and science project ideas with industry relevance?
you: not recommended
AI recommended (in order):
1. Kaggle
2. Topcoder
3. Google Summer of Code (GSoC)
4. IEEE Xtreme
5. Hackster.io
6. Instructables
7. GitHub
8. GitLab
9. NumPy
10. SciPy
11. TensorFlow
12. PyTorch
13. ROS
AI recommended 13 alternatives but never named mathworks/MATLAB-Simulink-Challenge-Project-Hub. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking practical project challenges in AI, robotics, or computer vision for skill development.
you: not recommended
AI recommended (in order):
1. YOLO (You Only Look Once) (ultralytics/yolov5)
2. SSD (Single Shot MultiBox Detector) (amdegroot/ssd.pytorch)
3. DeepSORT (nwojke/deep_sort)
4. OpenCV (opencv/opencv)
5. Raspberry Pi
6. Arduino
7. Raspberry Pi Camera Module V2
8. MediaPipe Hands (google/mediapipe)
9. scikit-learn (scikit-learn/scikit-learn)
10. TensorFlow/Keras (tensorflow/tensorflow)
11. PyTorch (pytorch/pytorch)
12. TurtleBot3 (ROBOTIS-GIT/turtlebot3)
13. RPLIDAR
14. Intel RealSense (IntelRealSense/librealsense)
15. ROS (Robot Operating System) (ros/ros)
16. GMapping (ros-perception/slam_gmapping)
17. ORB-SLAM2/3 (raulmur/ORB_SLAM2)
18. OpenAI Gym (openai/gym)
19. Kaggle
AI recommended 19 alternatives but never named mathworks/MATLAB-Simulink-Challenge-Project-Hub. 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 mathworks/MATLAB-Simulink-Challenge-Project-Hub?
pass
AI did not name mathworks/MATLAB-Simulink-Challenge-Project-Hub — 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 mathworks/MATLAB-Simulink-Challenge-Project-Hub in production, what risks or prerequisites should they evaluate first?
pass
AI named mathworks/MATLAB-Simulink-Challenge-Project-Hub 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 mathworks/MATLAB-Simulink-Challenge-Project-Hub solve, and who is the primary audience?
pass
AI did not name mathworks/MATLAB-Simulink-Challenge-Project-Hub — 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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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite