RRepoGEO

REPOGEO REPORT · LITE

WLJSTeam/wljs-notebook

Default branch main · commit 4598b881 · scanned 6/10/2026, 4:31:13 AM

GitHub: 590 stars · 31 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 WLJSTeam/wljs-notebook, 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 the README H2 to specify 'web-based interactive notebook'

    Why:

    CURRENT
    <h2 align="center">Open-source Notebook interface for Wolfram Language</h2>
    COPY-PASTE FIX
    <h2 align="center">Open-source web-based interactive notebook for Wolfram Language computation</h2>
  • highreadme#2
    Add a concise 'About' paragraph immediately after the H2

    Why:

    COPY-PASTE FIX
    WLJS Notebook is an open-source, web-based interactive notebook environment designed for seamless Wolfram Language computation. It provides a rich interface for typeset math input, expressive syntax, and live interactivity, allowing users to execute Wolfram Language code directly in a free web environment without needing a Mathematica installation.
  • mediumlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project's licensing is detailed in the `LICENSE` file. It is not a standard SPDX license; please review the file for specific terms and conditions.

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 WLJSTeam/wljs-notebook
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
jupyterlab/jupyterlab
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. jupyterlab/jupyterlab · recommended 1×
  2. Google Colaboratory (Colab) · recommended 1×
  3. Wolfram Mathematica (Cloud) · recommended 1×
  4. Observable Notebooks · recommended 1×
  5. Deepnote · recommended 1×
  • CATEGORY QUERY
    Seeking a web-based interactive notebook for advanced mathematical and scientific computation.
    you: not recommended
    AI recommended (in order):
    1. JupyterLab (jupyterlab/jupyterlab)
    2. Google Colaboratory (Colab)
    3. Wolfram Mathematica (Cloud)
    4. Observable Notebooks
    5. Deepnote

    AI recommended 5 alternatives but never named WLJSTeam/wljs-notebook. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I execute Wolfram Language code in a free web environment?
    you: not recommended
    AI recommended (in order):
    1. Wolfram Cloud Free Tier
    2. WolframAlpha (Pro)
    3. Wolfram Community Notebooks
    4. Wolfram Engine for Developers

    AI recommended 4 alternatives but never named WLJSTeam/wljs-notebook. 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 WLJSTeam/wljs-notebook?
    pass
    AI named WLJSTeam/wljs-notebook explicitly

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

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