RRepoGEO

REPOGEO REPORT · LITE

cubewhy/skid-homework

Default branch main · commit d2901f3c · scanned 5/18/2026, 8:07:36 AM

GitHub: 1,521 stars · 309 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
40 /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
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 cubewhy/skid-homework, 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
    Clarify README's opening statement to emphasize 'open-source application'

    Why:

    CURRENT
    # 打滑作业平台

[ENGLISH README](/README-EN.md)

符合人体工程学设计、人工智能驱动的作业助手
    COPY-PASTE FIX
    # 打滑作业平台

[ENGLISH README](/README-EN.md)

符合人体工程学设计、人工智能驱动的作业助手

**Skid-Homework is an open-source, browser-based AI application for students, not a course assignment or library.**
  • mediumcomparison#2
    Add a 'Comparison to Alternatives' section in README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike general-purpose AI libraries (e.g., Hugging Face Transformers, SymPy) or commercial AI assistants (e.g., ChatGPT, Gemini Advanced), Skid-Homework is a dedicated, open-source, self-hostable web application built specifically for homework assistance. It focuses on ergonomic design, privacy (no telemetry), and customizability, providing a transparent and user-controlled solution for parsing images/PDFs and generating answers.
  • lowtopics#3
    Add 'self-hostable' and 'web-application' to topics

    Why:

    CURRENT
    ai, gemini, homework, homework-helper, homework-solver, self-learning, self-taught, study
    COPY-PASTE FIX
    ai, gemini, homework, homework-helper, homework-solver, self-learning, self-taught, study, self-hostable, web-application

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 cubewhy/skid-homework
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 1×
  2. sympy/sympy · recommended 1×
  3. OpenAI's GPT-2/GPT-Neo/GPT-J · recommended 1×
  4. explosion/spaCy · recommended 1×
  5. scikit-learn/scikit-learn · recommended 1×
  • CATEGORY QUERY
    What open-source AI tools can help students solve homework problems efficiently?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. SymPy (sympy/sympy)
    3. OpenAI's GPT-2/GPT-Neo/GPT-J
    4. spaCy (explosion/spaCy)
    5. Scikit-learn (scikit-learn/scikit-learn)
    6. Wolfram Alpha

    AI recommended 6 alternatives but never named cubewhy/skid-homework. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a browser-based AI assistant to parse images and PDFs for study help.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. Claude 3 Opus/Sonnet
    3. Google Gemini Advanced
    4. Perplexity AI (Pro)
    5. ChatPDF
    6. Microsoft Copilot

    AI recommended 6 alternatives but never named cubewhy/skid-homework. 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 cubewhy/skid-homework?
    pass
    AI named cubewhy/skid-homework explicitly

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

  • If a team adopts cubewhy/skid-homework in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cubewhy/skid-homework 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 cubewhy/skid-homework solve, and who is the primary audience?
    pass
    AI named cubewhy/skid-homework 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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HTML
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cubewhy/skid-homework — 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