RRepoGEO

REPOGEO REPORT · LITE

OpenMathLib/OpenBLAS

Default branch develop · commit 1bd74ad3 · scanned 5/27/2026, 2:41:24 PM

GitHub: 7,440 stars · 1,678 forks

AI VISIBILITY SCORE
71 /100
Needs work
Category recall
1 / 2
Avg rank #2.0 when recommended
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 OpenMathLib/OpenBLAS, 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
    Expand repository topics to include broader application areas

    Why:

    CURRENT
    blas, lapack, lapacke
    COPY-PASTE FIX
    blas, lapack, lapacke, numerical-computation, matrix-operations, high-performance-computing, scientific-computing, data-science, machine-learning
  • mediumreadme#2
    Add a concise, benefit-oriented opening sentence to the README

    Why:

    CURRENT
    ## Introduction

OpenBLAS is an optimized BLAS (Basic Linear Algebra Subprograms) library based on GotoBLAS2 1.13 BSD version.
    COPY-PASTE FIX
    ## Introduction

OpenBLAS is a high-performance, open-source library that significantly accelerates numerical computations and matrix operations, making it essential for scientific computing, data analysis, and machine learning applications. It provides highly optimized BLAS and LAPACK implementations based on GotoBLAS2 1.13 BSD version.
  • lowreadme#3
    Relocate CI badges to a dedicated section in the README

    Why:

    COPY-PASTE FIX
    Move all CI badges currently at the top of the README into a new '## Build Status' or '## Continuous Integration' section placed after the main '## Introduction'.

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
1 / 2
50% of queries surface OpenMathLib/OpenBLAS
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
6%
Of all named tools, what % are you?
Top rival
Intel MKL (Math Kernel Library)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Intel MKL (Math Kernel Library) · recommended 1×
  2. AMD ROCm ecosystem · recommended 1×
  3. rocBLAS · recommended 1×
  4. rocSOLVER · recommended 1×
  5. NVIDIA cuBLAS · recommended 1×
  • CATEGORY QUERY
    What are the best optimized linear algebra libraries for high-performance computing?
    you: #2
    AI recommended (in order):
    1. Intel MKL (Math Kernel Library)
    2. OpenBLAS ← you
    3. AMD ROCm ecosystem
    4. rocBLAS
    5. rocSOLVER
    6. NVIDIA cuBLAS
    7. cuSOLVER
    8. BLIS (Basic Linear Algebra Subprograms)
    9. Eigen
    Show full AI answer
  • CATEGORY QUERY
    How can I accelerate numerical computations and matrix operations in my application?
    you: not recommended
    AI recommended (in order):
    1. NumPy
    2. SciPy
    3. Intel MKL
    4. CuPy
    5. JAX
    6. PyTorch
    7. TensorFlow
    8. Numba

    AI recommended 8 alternatives but never named OpenMathLib/OpenBLAS. 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 OpenMathLib/OpenBLAS?
    pass
    AI named OpenMathLib/OpenBLAS explicitly

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

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