RRepoGEO

REPOGEO REPORT · LITE

autodriving-heart/Awesome-Autonomous-Driving

Default branch main · commit 3015a0e5 · scanned 6/26/2026, 5:37:46 PM

GitHub: 1,137 stars · 106 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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 autodriving-heart/Awesome-Autonomous-Driving, 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
  • highabout#1
    Update the repository's GitHub description

    Why:

    CURRENT
    awesome-autonomous-driving
    COPY-PASTE FIX
    Comprehensive curated list of learning resources, courses, papers, and community for autonomous driving technology stack, from perception to planning.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    autonomous-driving, self-driving-cars, deep-learning, computer-vision, sensor-fusion, perception, planning, control, robotics, learning-resources, courses, tutorials, awesome-list
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Choose and add a standard open-source license file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root.

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 autodriving-heart/Awesome-Autonomous-Driving
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Udacity's Self-Driving Car Engineer Nanodegree
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Udacity's Self-Driving Car Engineer Nanodegree · recommended 2×
  2. NVIDIA's Deep Learning Institute (DLI) Courses · recommended 2×
  3. Coursera's Specialization in Self-Driving Cars by the University of Toronto · recommended 1×
  4. Waymo · recommended 1×
  5. edX's Autonomous Driving Courses · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive learning resources and courses for autonomous driving development?
    you: not recommended
    AI recommended (in order):
    1. Udacity's Self-Driving Car Engineer Nanodegree
    2. Coursera's Specialization in Self-Driving Cars by the University of Toronto
    3. NVIDIA's Deep Learning Institute (DLI) Courses
    4. Waymo
    5. edX's Autonomous Driving Courses
    6. ROS (Robot Operating System)
    7. OpenCV

    AI recommended 7 alternatives but never named autodriving-heart/Awesome-Autonomous-Driving. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking advanced tutorials on sensor fusion, perception, and planning for self-driving car systems.
    you: not recommended
    AI recommended (in order):
    1. Udacity's Self-Driving Car Engineer Nanodegree
    2. Autonomous Driving Systems by Prof. Karl Iagnemma
    3. Applied Robotics by Prof. Wolfram Burgard
    4. Modern Robotics: Mechanics, Planning, and Control
    5. NVIDIA's Deep Learning Institute (DLI) Courses
    6. Probabilistic Robotics
    7. Apollo (baidu/apollo)
    8. Autoware (autowarefoundation/autoware)

    AI recommended 8 alternatives but never named autodriving-heart/Awesome-Autonomous-Driving. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 autodriving-heart/Awesome-Autonomous-Driving?
    pass
    AI named autodriving-heart/Awesome-Autonomous-Driving explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts autodriving-heart/Awesome-Autonomous-Driving in production, what risks or prerequisites should they evaluate first?
    pass
    AI named autodriving-heart/Awesome-Autonomous-Driving 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 autodriving-heart/Awesome-Autonomous-Driving solve, and who is the primary audience?
    pass
    AI did not name autodriving-heart/Awesome-Autonomous-Driving — 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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autodriving-heart/Awesome-Autonomous-Driving — 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