RRepoGEO

REPOGEO REPORT · LITE

cloneofsimo/minRF

Default branch main · commit 4fc10e0c · scanned 6/4/2026, 2:23:00 PM

GitHub: 634 stars · 63 forks

AI VISIBILITY SCORE
28 /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
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 cloneofsimo/minRF, 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
    Add a clarifying sentence about 'minRF' in the README's introduction

    Why:

    CURRENT
    This repository contains a minimal implementation of the rectified flow models. I've taken SD3 approach of training along with LLaMA-DiT architecture.
    COPY-PASTE FIX
    This repository contains `minRF`, a **minimal implementation of Rectified Flow models** (not Random Forests). I've taken SD3 approach of training along with LLaMA-DiT architecture.
  • hightopics#2
    Add specific topics for Rectified Flow and Diffusion Models

    Why:

    COPY-PASTE FIX
    rectified-flow, diffusion-models, transformers, pytorch, image-generation, deep-learning, sd3, llama-dit
  • mediumhomepage#3
    Set the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/cloneofsimo/minRF

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 cloneofsimo/minRF
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 1×
  2. huggingface/diffusers · recommended 1×
  3. Lightning-AI/pytorch-lightning · recommended 1×
  4. lucidrains/x-transformers · recommended 1×
  5. pytorch/pytorch · recommended 1×
  • CATEGORY QUERY
    Looking for a minimal PyTorch implementation of rectified flow transformers for image generation.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. Hugging Face diffusers (huggingface/diffusers)
    3. PyTorch Lightning (Lightning-AI/pytorch-lightning)
    4. x-transformers (lucidrains/x-transformers)
    5. PyTorch (pytorch/pytorch)

    AI recommended 5 alternatives but never named cloneofsimo/minRF. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build scalable diffusion models using rectified flow for large datasets?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. PyTorch Lightning
    3. Hugging Face Accelerate
    4. JAX
    5. Flax
    6. Haiku
    7. Hugging Face Diffusers Library
    8. TensorFlow
    9. Keras
    10. Ray

    AI recommended 10 alternatives but never named cloneofsimo/minRF. 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 cloneofsimo/minRF?
    pass
    AI did not name cloneofsimo/minRF — 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 cloneofsimo/minRF in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloneofsimo/minRF 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 cloneofsimo/minRF solve, and who is the primary audience?
    pass
    AI named cloneofsimo/minRF explicitly

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

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cloneofsimo/minRF — 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