REPOGEO REPORT · LITE

Ly0n/awesome-robotic-tooling

Default branch main · commit dc73ead6 · scanned 6/24/2026, 11:57:42 AM

GitHub: 3,841 stars · 543 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
Reposition the README H1 to clarify its nature as a resource list
Why:
CURRENT
```
# Awesome Robotic Tooling
```
COPY-PASTE FIX
```
# Awesome Robotic Tooling: A Curated List for Professional Robotics Development
```
mediumhomepage#2
Add the repository URL as the homepage
Why:
COPY-PASTE FIX
```
https://github.com/Ly0n/awesome-robotic-tooling
```

lowreadme#3

Integrate the repository name into the README's introductory paragraph

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

Awesome Robotic Tooling is a curated list of resources for professional robotic development in C++ and Python, with a focus on ROS, autonomous driving, and aerospace.

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

OpenCV (Open Source Computer Vision Library)

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

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

CATEGORY QUERY
Need to discover essential C++ and Python tools for professional robotics development.
you: not recommended
AI recommended (in order):
1. ROS (Robot Operating System)
2. ROS 2
3. Eigen
4. OpenCV (Open Source Computer Vision Library)
5. PCL (Point Cloud Library)
6. Boost C++ Libraries
7. Gazebo
8. ROS 2 (rclpy)
9. NumPy
10. SciPy
11. Matplotlib
12. Jupyter Notebook/Lab
13. PyTorch
14. TensorFlow
15. OpenCV-Python
AI recommended 15 alternatives but never named Ly0n/awesome-robotic-tooling. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find comprehensive open-source tooling for autonomous driving and aerospace robotics?
you: not recommended
AI recommended (in order):
1. ROS (Robot Operating System) / ROS 2
2. Gazebo
3. PX4 Autopilot
4. OpenCV (Open Source Computer Vision Library)
5. Apollo (Baidu Apollo)
6. CARLA Simulator
7. ArduPilot
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?

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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