RRepoGEO

REPOGEO REPORT · LITE

whwangovo/pyre-code

Default branch main · commit 7ede95b4 · scanned 6/17/2026, 8:07:47 PM

GitHub: 1,143 stars · 107 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)

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

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 whwangovo/pyre-code, 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 opening to clarify core purpose and avoid name collision

    Why:

    CURRENT
    Implement the internals of modern AI systems from scratch — Transformers, vLLM, TRL, and beyond.
    COPY-PASTE FIX
    Pyre Code is a self-hosted platform for practicing the implementation of modern AI systems from scratch — Transformers, vLLM, TRL, and beyond. This project is *not* related to the Pyre static type checker.
  • hightopics#2
    Add relevant GitHub topics

    Why:

    COPY-PASTE FIX
    machine-learning, deep-learning, ai, transformers, rlhf, diffusion-models, coding-challenges, interview-prep, education, python
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) and terms, e.g., 'a custom license. See the LICENSE file for full details.']

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 whwangovo/pyre-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LeetCode
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LeetCode · recommended 1×
  2. HackerRank · recommended 1×
  3. CodeSignal · recommended 1×
  4. TopCoder · recommended 1×
  5. Kaggle · recommended 1×
  • CATEGORY QUERY
    What are good platforms for practicing machine learning algorithm implementations for interviews?
    you: not recommended
    AI recommended (in order):
    1. LeetCode
    2. HackerRank
    3. CodeSignal
    4. TopCoder
    5. Kaggle
    6. GeeksforGeeks

    AI recommended 6 alternatives but never named whwangovo/pyre-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I practice implementing advanced AI models like Transformers without needing a powerful GPU?
    you: not recommended
    AI recommended (in order):
    1. Google Colaboratory (Colab)
    2. Colab Pro
    3. Colab Pro+
    4. Kaggle Notebooks
    5. Hugging Face Transformers Library (huggingface/transformers)
    6. Google Cloud Platform (GCP)
    7. AWS
    8. Azure
    9. PyTorch (pytorch/pytorch)
    10. TensorFlow (tensorflow/tensorflow)
    11. ONNX Runtime (microsoft/onnxruntime)
    12. OpenVINO (openvinotoolkit/openvino)

    AI recommended 12 alternatives but never named whwangovo/pyre-code. 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 whwangovo/pyre-code?
    pass
    AI named whwangovo/pyre-code explicitly

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

  • If a team adopts whwangovo/pyre-code in production, what risks or prerequisites should they evaluate first?
    pass
    AI named whwangovo/pyre-code 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 whwangovo/pyre-code solve, and who is the primary audience?
    pass
    AI did not name whwangovo/pyre-code — 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?

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whwangovo/pyre-code — 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