RRepoGEO

REPOGEO REPORT · LITE

bbycroft/llm-viz

Default branch main · commit 0b6dbbb5 · scanned 5/27/2026, 3:37:33 PM

GitHub: 5,399 stars · 639 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 bbycroft/llm-viz, 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 main heading and opening paragraph

    Why:

    CURRENT
    # Brendan Bycroft's Home Page & Projects

This repository contains my (Brendan's) homepage, as well as a number of non-trivial projects.

They are kept in a single repository for ease of deployment, as well as sharing a bunch of js utils
which are otherwise a pain to share around.
    COPY-PASTE FIX
    # LLM-Viz: 3D Interactive Visualization of GPT-style LLMs

This repository primarily showcases LLM-Viz, a 3D interactive model designed to visualize the internal workings and inference process of GPT-style Large Language Models. It also contains other projects, but LLM-Viz is the main focus.
  • hightopics#2
    Add specific topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, large-language-models, visualization, gpt, transformer, neural-network, deep-learning, interpretability, ai-explainability, 3d-visualization
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    (Create a LICENSE file in the root of the repository. For example, you could add an MIT License or Apache-2.0 License, or specify a custom license if applicable.)

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 bbycroft/llm-viz
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TransformerLens
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. TransformerLens · recommended 2×
  2. Neuroscope · recommended 2×
  3. matplotlib · recommended 2×
  4. seaborn · recommended 2×
  5. Captum · recommended 1×
  • CATEGORY QUERY
    How to visualize the internal workings of a GPT-style neural network?
    you: not recommended
    AI recommended (in order):
    1. TransformerLens
    2. Captum
    3. LIME
    4. SHAP
    5. AttentionViz
    6. TensorBoard
    7. Neuroscope
    8. matplotlib
    9. seaborn
    10. Plotly
    11. Bokeh

    AI recommended 11 alternatives but never named bbycroft/llm-viz. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for interactively exploring the architecture and inference of large language models?
    you: not recommended
    AI recommended (in order):
    1. Neuroscope
    2. TransformerLens
    3. Language Interpretability Tool (LIT) by Google
    4. OpenAI Microscope
    5. Ecco
    6. Gradio
    7. Streamlit
    8. matplotlib
    9. seaborn
    10. plotly

    AI recommended 10 alternatives but never named bbycroft/llm-viz. 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 bbycroft/llm-viz?
    pass
    AI named bbycroft/llm-viz explicitly

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

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

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

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