RRepoGEO

REPOGEO REPORT · LITE

patrick-kidger/diffrax

Default branch main · commit ae856adf · scanned 6/27/2026, 6:01:47 AM

GitHub: 2,058 stars · 185 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
88 /100
Healthy
Category recall
2 / 2
Avg rank #1.0 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
  • highhomepage#1
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://docs.kidger.site/diffrax/
  • mediumreadme#2
    Refine README H2 to emphasize its role as a JAX-native solver library

    Why:

    CURRENT
    <h2 align='center'>Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable.</h2>
    COPY-PASTE FIX
    <h2 align='center'>A JAX-native library for high-performance, autodifferentiable numerical differential equation solvers.</h2>
  • mediumtopics#3
    Add specific differential equation solver types to topics

    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, ode-solver, sde-solver, cde-solver

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
#1.0
Lower is better. #1 = top recommendation.
Share of voice
20%
Of all named tools, what % are you?
Top rival
JAX-ODEs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. JAX-ODEs · recommended 1×
  2. Equinox · recommended 1×
  3. PyTorchDiffEq · recommended 1×
  4. TorchSDE · recommended 1×
  5. JAX · recommended 1×
  • CATEGORY QUERY
    Looking for a JAX-compatible library to solve differential equations with automatic differentiation.
    you: #1
    AI recommended (in order):
    1. Diffrax ← you
    2. JAX-ODEs
    3. Equinox
    4. PyTorchDiffEq
    Show full AI answer
  • CATEGORY QUERY
    What are good GPU-accelerated solvers for stochastic differential equations in Python?
    you: #1
    AI recommended (in order):
    1. Diffrax ← you
    2. TorchSDE
    3. JAX
    4. Numba
    5. PyCUDA
    6. PyOpenCL
    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