RRepoGEO

REPOGEO REPORT · LITE

benthecoder/yt-channels-DS-AI-ML-CS

Default branch master · commit 12c9ce76 · scanned 6/30/2026, 11:28:19 AM

GitHub: 1,596 stars · 155 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
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 benthecoder/yt-channels-DS-AI-ML-CS, 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 it's a list

    Why:

    CURRENT
    # Awesome YouTube Channels
    COPY-PASTE FIX
    # Awesome List of YouTube Channels
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT or Apache-2.0) to the repository root and reference it in the README.
  • mediumreadme#3
    Explicitly state the list's unique differentiator in the README

    Why:

    COPY-PASTE FIX
    Add a sentence to the README's opening paragraph, e.g., 'Unlike simple compilations, this list is meticulously categorized by topic and language, providing a structured resource for learners across various domains.'

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 benthecoder/yt-channels-DS-AI-ML-CS
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
freeCodeCamp.org
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. freeCodeCamp.org · recommended 2×
  2. StatQuest with Josh Starmer · recommended 2×
  3. sentdex · recommended 2×
  4. DeepLearning.AI · recommended 2×
  5. 3Blue1Brown · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of YouTube channels for learning data science and AI?
    you: not recommended
    AI recommended (in order):
    1. freeCodeCamp.org
    2. StatQuest with Josh Starmer
    3. 3Blue1Brown
    4. Krish Naik
    5. sentdex
    6. DeepLearning.AI
    7. Google Developers

    AI recommended 7 alternatives but never named benthecoder/yt-channels-DS-AI-ML-CS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some highly recommended YouTube channels for deep learning, programming, and software engineering content?
    you: not recommended
    AI recommended (in order):
    1. Two Minute Papers
    2. StatQuest with Josh Starmer
    3. freeCodeCamp.org
    4. sentdex
    5. DeepLearning.AI
    6. Fireship
    7. ThePrimeagen

    AI recommended 7 alternatives but never named benthecoder/yt-channels-DS-AI-ML-CS. 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 benthecoder/yt-channels-DS-AI-ML-CS?
    pass
    AI did not name benthecoder/yt-channels-DS-AI-ML-CS — 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 benthecoder/yt-channels-DS-AI-ML-CS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named benthecoder/yt-channels-DS-AI-ML-CS 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 benthecoder/yt-channels-DS-AI-ML-CS solve, and who is the primary audience?
    pass
    AI did not name benthecoder/yt-channels-DS-AI-ML-CS — 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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benthecoder/yt-channels-DS-AI-ML-CS — 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