RRepoGEO

REPOGEO REPORT · LITE

Oneflow-Inc/oneflow

Default branch master · commit 25c8978c · scanned 5/27/2026, 12:52:05 AM

GitHub: 9,395 stars · 1,015 forks

AI VISIBILITY SCORE
40 /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
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 Oneflow-Inc/oneflow, 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 README's initial feature list to highlight benefits

    Why:

    CURRENT
    - program a model with **PyTorch-like API**
- scale a model to n-dimensional-parallel execution with the **Global Tensor**
- accelerate/deploy a model with the **Graph Compiler**.
    COPY-PASTE FIX
    - program models with a **PyTorch-like API** for familiar development.
- scale models for **distributed training** with n-dimensional-parallel execution using the **Global Tensor**.
- accelerate and **deploy models efficiently** with the **Graph Compiler**.
  • mediumtopics#2
    Add specific keywords to repository topics

    Why:

    CURRENT
    cuda, deep-learning, deep-neural-networks, distributed, machine-learning, ml, neural-network
    COPY-PASTE FIX
    cuda, deep-learning, deep-neural-networks, distributed, machine-learning, ml, neural-network, pytorch-like-api, distributed-deep-learning, model-deployment
  • lowcomparison#3
    Add a dedicated 'Comparison' or 'Why OneFlow?' section to README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## Why OneFlow? (Comparison)' or '## OneFlow vs. Alternatives', and populate it with OneFlow's core differentiators, such as its unified programming experience combining eager execution with static graph compilation for distributed deep learning.

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 Oneflow-Inc/oneflow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyTorch
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyTorch · recommended 2×
  2. JAX · recommended 2×
  3. PyTorch Distributed · recommended 1×
  4. PyTorch Lightning · recommended 1×
  5. Hugging Face Accelerate · recommended 1×
  • CATEGORY QUERY
    What's a scalable deep learning framework with a PyTorch-like API for distributed training?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. PyTorch Distributed
    3. PyTorch Lightning
    4. Hugging Face Accelerate
    5. JAX
    6. Flax
    7. Haiku
    8. Equinox
    9. DeepSpeed
    10. PaddlePaddle
    11. Fleet API
    12. MindSpore

    AI recommended 12 alternatives but never named Oneflow-Inc/oneflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an efficient deep learning framework for accelerated model deployment on CUDA hardware.
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. TensorFlow
    3. NVIDIA TensorRT
    4. JAX
    5. Apache MXNet

    AI recommended 5 alternatives but never named Oneflow-Inc/oneflow. 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 Oneflow-Inc/oneflow?
    pass
    AI named Oneflow-Inc/oneflow explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite