RRepoGEO

REPOGEO REPORT · LITE

jasmcaus/opencv-course

Default branch master · commit c028d362 · scanned 6/20/2026, 1:42:55 PM

GitHub: 1,390 stars · 1,066 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)

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

AI VISIBILITY SCORE
33 /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
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 jasmcaus/opencv-course, 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 explicitly state it's a course

    Why:

    CURRENT
    # OpenCV with Python in 4 Hours
    COPY-PASTE FIX
    # Learn OpenCV with Python: A 4-Hour Course
  • mediumtopics#2
    Add explicit learning-oriented topics

    Why:

    CURRENT
    caer, concepts, face-detection, face-recognition, faces, freecodecamp, opencv, opencv-course, opencv-python, python, recognition, video
    COPY-PASTE FIX
    caer, concepts, face-detection, face-recognition, faces, freecodecamp, opencv, opencv-course, opencv-python, python, recognition, video, tutorial, guide, computer-vision-course, learning
  • lowreadme#3
    Add a 'Why this Course?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why this Course?
This repository provides a free, open-source, and structured comprehensive course for learning OpenCV with Python. Unlike general libraries or fragmented tutorials, this course offers a complete learning path with practical code examples, designed for beginners and developers interested in computer vision and image processing.

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 jasmcaus/opencv-course
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenCV
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenCV · recommended 2×
  2. Pillow · recommended 1×
  3. scikit-image · recommended 1×
  4. NumPy · recommended 1×
  5. Matplotlib · recommended 1×
  • CATEGORY QUERY
    Seeking a comprehensive guide to learn image and video processing using Python.
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. Pillow
    3. scikit-image
    4. NumPy
    5. Matplotlib
    6. MoviePy

    AI recommended 6 alternatives but never named jasmcaus/opencv-course. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are efficient Python tools for developing face detection and recognition applications?
    you: not recommended
    AI recommended (in order):
    1. dlib
    2. face_recognition
    3. OpenCV
    4. MediaPipe
    5. InsightFace
    6. RetinaFace

    AI recommended 6 alternatives but never named jasmcaus/opencv-course. 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 jasmcaus/opencv-course?
    pass
    AI named jasmcaus/opencv-course explicitly

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

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

Drop this badge into the README of jasmcaus/opencv-course. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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jasmcaus/opencv-course — 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