RRepoGEO

REPOGEO REPORT · LITE

patrick-kidger/diffrax

Default branch main · commit 9094d039 · scanned 5/16/2026, 9:56:51 AM

GitHub: 2,008 stars · 180 forks

AI VISIBILITY SCORE
81 /100
Healthy
Category recall
2 / 2
Avg rank #3.0 when recommended
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 patrick-kidger/diffrax, 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 topics for stochastic differential equations

    Why:

    CURRENT
    deep-learning, differential-equations, dynamical-systems, equinox, jax, machine-learning, neural-differential-equations, neural-networks
    COPY-PASTE FIX
    deep-learning, differential-equations, dynamical-systems, equinox, jax, machine-learning, neural-differential-equations, neural-networks, stochastic-differential-equations, sde-solvers
  • mediumreadme#2
    Expand README's introductory paragraph to highlight SDEs and performance

    Why:

    CURRENT
    Diffrax is a JAX-based library providing numerical differential equation solvers.
    COPY-PASTE FIX
    Diffrax is a high-performance JAX-based library for numerical solutions to a wide range of differential equations, including ordinary (ODEs), stochastic (SDEs), and controlled (CDEs) differential equations. It is fully autodifferentiable and GPU-capable, designed for scientific computing and machine learning applications.
  • mediumhomepage#3
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://docs.kidger.site/diffrax/

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
2 / 2
100% of queries surface patrick-kidger/diffrax
Avg rank
#3.0
Lower is better. #1 = top recommendation.
Share of voice
14%
Of all named tools, what % are you?
Top rival
google/jax-odes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. google/jax-odes · recommended 1×
  2. rtqichen/torchdiffeq · recommended 1×
  3. DiffEqFlux.jl · recommended 1×
  4. SciML ecosystem · recommended 1×
  5. DifferentialEquations.jl · recommended 1×
  • CATEGORY QUERY
    What are the best JAX-compatible libraries for solving differentiable ordinary differential equations?
    you: #1
    AI recommended (in order):
    1. Diffrax (google/diffrax) ← you
    2. JAX-ODEs (google/jax-odes)
    3. TorchDiffEq (rtqichen/torchdiffeq)
    Show full AI answer
  • CATEGORY QUERY
    Tool for high-performance numerical solutions of stochastic differential equations with GPU support?
    you: #5
    AI recommended (in order):
    1. DiffEqFlux.jl
    2. SciML ecosystem
    3. DifferentialEquations.jl
    4. JAX
    5. diffrax ← you
    6. TensorFlow Probability
    7. PyTorch
    8. torchsde
    9. CUDA C++
    10. cuRAND
    11. cuBLAS
    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 patrick-kidger/diffrax?
    pass
    AI named patrick-kidger/diffrax explicitly

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

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

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

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patrick-kidger/diffrax — 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