RRepoGEO

REPOGEO REPORT · LITE

carpedm20/awesome-torch

Default branch master · commit 48c02a20 · scanned 6/10/2026, 8:42:59 PM

GitHub: 650 stars · 138 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
35 /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
3 / 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 carpedm20/awesome-torch, 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
  • hightopics#1
    Add specific 'awesome-list' topic and correct typo

    Why:

    CURRENT
    awsome, torch
    COPY-PASTE FIX
    awesome-list, awesome, torch, deep-learning, machine-learning, tutorials, resources
  • highlicense#2
    Add a LICENSE file or clarify license in README

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE.md` file in the repository root with the chosen license text (e.g., MIT License). Alternatively, if a specific license cannot be chosen, add a clear statement to the README indicating the licensing terms for the content.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add `https://github.com/carpedm20/awesome-torch` as the homepage URL in the repository settings, or a more specific project page if one exists.

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 carpedm20/awesome-torch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyTorch Documentation (Official Tutorials)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PyTorch Documentation (Official Tutorials) · recommended 1×
  2. Fast.ai's "Practical Deep Learning for Coders" · recommended 1×
  3. DeepLearning.AI PyTorch Courses on Coursera · recommended 1×
  4. pytorch/examples · recommended 1×
  5. Towards Data Science (Medium) · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive tutorials and learning resources for deep learning with Torch?
    you: not recommended
    AI recommended (in order):
    1. PyTorch Documentation (Official Tutorials)
    2. Fast.ai's "Practical Deep Learning for Coders"
    3. DeepLearning.AI PyTorch Courses on Coursera
    4. PyTorch Examples GitHub Repository (pytorch/examples)
    5. Towards Data Science (Medium)
    6. "Deep Learning with PyTorch" by Eli Stevens, Luca Antiga, and Thomas Viehmann (Manning Publications)

    AI recommended 6 alternatives but never named carpedm20/awesome-torch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good libraries and pre-trained models for recurrent or convolutional networks using Torch?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. torchvision.models
    3. Hugging Face Transformers
    4. timm
    5. torchaudio.models
    6. Keras
    7. PyTorch Geometric

    AI recommended 7 alternatives but never named carpedm20/awesome-torch. 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 carpedm20/awesome-torch?
    pass
    AI named carpedm20/awesome-torch explicitly

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

  • If a team adopts carpedm20/awesome-torch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named carpedm20/awesome-torch 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 carpedm20/awesome-torch solve, and who is the primary audience?
    pass
    AI named carpedm20/awesome-torch explicitly

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

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carpedm20/awesome-torch — 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