RRepoGEO

REPOGEO REPORT · LITE

Zymrael/awesome-neural-ode

Default branch master · commit 37f00d2a · scanned 5/14/2026, 8:22:36 AM

GitHub: 1,531 stars · 154 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 Zymrael/awesome-neural-ode, 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
    Explicitly state 'awesome list' in the README's opening sentence

    Why:

    CURRENT
    A collection of resources regarding the interplay between differential equations, dynamical systems, deep learning, control, numerical methods and scientific machine learning.
    COPY-PASTE FIX
    This **awesome list** is a curated collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control, numerical methods, and scientific machine learning.
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/Zymrael/awesome-neural-ode
  • mediumtopics#3
    Add 'awesome-list' and 'resource-collection' to the repository topics

    Why:

    CURRENT
    deep-learning, dynamical-modeling, dynamical-systems, hamiltonian-dynamics, implicit-models, ode, ode-solver, ordinary-differential-equations, root-finding
    COPY-PASTE FIX
    awesome-list, resource-collection, deep-learning, dynamical-modeling, dynamical-systems, hamiltonian-dynamics, implicit-models, ode, ode-solver, ordinary-differential-equations, root-finding

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 Zymrael/awesome-neural-ode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
torchdiffeq
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. torchdiffeq · recommended 1×
  2. tf_ode · recommended 1×
  3. deq · recommended 1×
  4. DeepXDE · recommended 1×
  5. Modulus · recommended 1×
  • CATEGORY QUERY
    How can I integrate differential equations and dynamical systems into my deep learning models?
    you: not recommended
    AI recommended (in order):
    1. torchdiffeq
    2. tf_ode
    3. deq
    4. DeepXDE
    5. Modulus
    6. torchsde
    7. pyrcn
    8. PyTorch Geometric
    9. DGL

    AI recommended 9 alternatives but never named Zymrael/awesome-neural-ode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources exist for applying continuous models and numerical methods in machine learning control systems?
    you: not recommended
    AI recommended (in order):
    1. MATLAB/Simulink
    2. Python
    3. SciPy
    4. NumPy
    5. scikit-learn
    6. TensorFlow
    7. PyTorch
    8. python-control
    9. gym
    10. Julia
    11. DifferentialEquations.jl
    12. ModelingToolkit.jl
    13. Flux.jl
    14. OpenModelica/Modelica
    15. CasADi
    16. SimPy

    AI recommended 16 alternatives but never named Zymrael/awesome-neural-ode. 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 Zymrael/awesome-neural-ode?
    pass
    AI did not name Zymrael/awesome-neural-ode — 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 Zymrael/awesome-neural-ode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Zymrael/awesome-neural-ode 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 Zymrael/awesome-neural-ode solve, and who is the primary audience?
    pass
    AI named Zymrael/awesome-neural-ode explicitly

    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 Zymrael/awesome-neural-ode. 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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Zymrael/awesome-neural-ode — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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Zymrael/awesome-neural-ode — RepoGEO report