REPOGEO REPORT · LITE

Ly0n/awesome-robotic-tooling

Default branch main · commit dc73ead6 · scanned 5/14/2026, 12:52:29 AM

GitHub: 3,812 stars · 539 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 Ly0n/awesome-robotic-tooling, 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

Clarify README's opening for AI to emphasize its role as a discovery resource

Why:

CURRENT

**A curated list of tooling for professional robotic development in C++ and Python with a touch of ROS, autonomous driving and aerospace**

COPY-PASTE FIX

The definitive curated list for discovering essential C++ and Python tools and resources for professional robotic development, including ROS, autonomous driving, and aerospace applications.

highhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://github.com/Ly0n/awesome-robotic-tooling
```

mediumtopics#3

Refine topics to include more specific 'awesome list' and 'tools' tags for robotics

Why:

CURRENT

aerospace, artificial-intelligence, automotive, autonomous-driving, awesome, awesome-list, cplusplus, cpp, lidar, machine-learning, mapping, point-cloud, python, robot, robotic, robotics, ros, ros2, self-driving-car, slam

COPY-PASTE FIX

aerospace, artificial-intelligence, automotive, autonomous-driving, awesome, awesome-list, awesome-robotics, cplusplus, cpp, lidar, machine-learning, mapping, point-cloud, python, robot, robotic, robotics, robotics-tools, ros, ros2, self-driving-car, slam

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 Ly0n/awesome-robotic-tooling

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ROS (Robot Operating System)

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ROS (Robot Operating System) · recommended 2×
Gazebo · recommended 2×
OpenCV (Open Source Computer Vision Library) · recommended 1×
Eigen · recommended 1×
PCL (Point Cloud Library) · recommended 1×

CATEGORY QUERY
What are essential C++ and Python tools for professional robotics development?
you: not recommended
AI recommended (in order):
1. ROS (Robot Operating System)
2. Gazebo
3. OpenCV (Open Source Computer Vision Library)
4. Eigen
5. PCL (Point Cloud Library)
6. Boost C++ Libraries
7. ROS (Robot Operating System)
8. rospy
9. ros2_py
10. NumPy
11. SciPy
12. Matplotlib
13. PyTorch
14. TensorFlow
15. OpenCV-Python
16. Jupyter Notebooks
AI recommended 16 alternatives but never named Ly0n/awesome-robotic-tooling. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking comprehensive resources for autonomous driving and aerospace robotics software development.
you: not recommended
AI recommended (in order):
1. ROS / ROS 2
2. Apollo
3. OpenCV
4. PX4 Autopilot
5. Gazebo
6. TensorFlow / PyTorch
7. CARLA Simulator
AI recommended 7 alternatives but never named Ly0n/awesome-robotic-tooling. 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 Ly0n/awesome-robotic-tooling?
pass
AI did not name Ly0n/awesome-robotic-tooling — 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 Ly0n/awesome-robotic-tooling in production, what risks or prerequisites should they evaluate first?
pass
AI named Ly0n/awesome-robotic-tooling 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 Ly0n/awesome-robotic-tooling solve, and who is the primary audience?
pass
AI did not name Ly0n/awesome-robotic-tooling — 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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Ly0n/awesome-robotic-tooling — 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