RRepoGEO

REPOGEO REPORT · LITE

pigirons/cpufp

Default branch master · commit ffb33818 · scanned 6/12/2026, 2:38:28 PM

GitHub: 584 stars · 132 forks

AI VISIBILITY SCORE
35 /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
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 pigirons/cpufp, 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 opening sentence to clarify purpose

    Why:

    CURRENT
    This is a cpu tool for benchmarking the peak performance of floating-points and AI ISAs.
    COPY-PASTE FIX
    cpufp is a specialized CPU benchmarking tool designed to measure the peak performance of floating-point and AI (e.g., SIMD, DSA) instruction sets across various architectures.
  • hightopics#2
    Add relevant topics for categorization

    Why:

    COPY-PASTE FIX
    cpu-benchmark, floating-point, simd, dsa, isa, performance-testing, arm64, x86-64, loongarch64, riscv64, e2k, ai-isa
  • lowhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/pigirons/cpufp

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 pigirons/cpufp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Geekbench 6
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Geekbench 6 · recommended 1×
  2. Cinebench R23 · recommended 1×
  3. AIDA64 Extreme · recommended 1×
  4. Prime95 · recommended 1×
  5. Intel Math Kernel Library (MKL) · recommended 1×
  • CATEGORY QUERY
    How can I benchmark my CPU's floating-point and AI instruction set performance?
    you: not recommended
    AI recommended (in order):
    1. Geekbench 6
    2. Cinebench R23
    3. AIDA64 Extreme
    4. Prime95
    5. Intel Math Kernel Library (MKL)
    6. NumPy
    7. SPEC CPU 2017
    8. OpenVINO Benchmark Application

    AI recommended 8 alternatives but never named pigirons/cpufp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to evaluate SIMD and DSA instruction performance across different architectures.
    you: not recommended
    AI recommended (in order):
    1. Intel VTune Profiler
    2. AMD uProf
    3. perf
    4. LLVM-MCA
    5. Google Benchmark
    6. Catch2
    7. Valgrind
    8. Callgrind
    9. Cachegrind
    10. Arm Streamline

    AI recommended 10 alternatives but never named pigirons/cpufp. 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 pigirons/cpufp?
    pass
    AI named pigirons/cpufp explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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pigirons/cpufp — 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