RRepoGEO

REPOGEO REPORT · LITE

HugeCatLab/ChatTutor

Default branch main · commit 7d9e9052 · scanned 6/27/2026, 8:12:29 AM

GitHub: 1,223 stars · 177 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)

3 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 HugeCatLab/ChatTutor, 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
    Strengthen README's opening to highlight unique AI + whiteboard blend

    Why:

    CURRENT
    ChatTutor is an AI teacher equipped with the ability to use an electronic whiteboard. Traditional chatbots interact with users primarily through text, which is sufficient in most scenarios. However, with the development of LLM in recent years, more and more people are using AI to assist their learning. In a real-world classroom, teachers have many teaching tools—chalk, computers, blackboards, and other teaching aids—that help students better understand knowledge. But for a chatbot, text can convey very limited information, especially in STEM subjects. ChatTutor effectively solves this problem by bringing all the teaching tools used in real-world educational scenarios to the forefront, allowing users to interact with them through electronic devices. We've empowered AI with the ability to use these tools, enabling AI to become a truly hands-on teacher.
    COPY-PASTE FIX
    ChatTutor is a unique AI teacher that transcends traditional text-based chatbots by integrating an interactive electronic whiteboard. It empowers AI to visually explain complex STEM concepts, making learning truly hands-on and engaging. While traditional chatbots are limited to text, ChatTutor brings real-world teaching tools—like chalkboards and interactive aids—to the digital realm, enabling a truly multi-modal and effective learning experience, especially for STEM subjects.
  • mediumtopics#2
    Add specific topics for visual and interactive AI tutoring

    Why:

    CURRENT
    ai, ai-education, education, llm, stem
    COPY-PASTE FIX
    ai, ai-education, education, llm, stem, virtual-whiteboard, interactive-learning, visual-learning, ai-tutor
  • mediumreadme#3
    Add a 'Why ChatTutor?' or 'Comparison' section to highlight differentiation

    Why:

    COPY-PASTE FIX
    ## Why ChatTutor Stands Out

Unlike generic AI chatbots, ChatTutor provides a dynamic, visual learning environment with an interactive whiteboard. And unlike general-purpose whiteboard tools, ChatTutor is powered by AI to actively teach, explain, and guide students through complex topics, making it a true hands-on teacher rather than just a canvas.

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 HugeCatLab/ChatTutor
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Wolfram Alpha
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Wolfram Alpha · recommended 1×
  2. ChatGPT · recommended 1×
  3. Khan Academy · recommended 1×
  4. Desmos · recommended 1×
  5. Geogebra · recommended 1×
  • CATEGORY QUERY
    Need an AI assistant that can visually explain complex STEM concepts interactively.
    you: not recommended
    AI recommended (in order):
    1. Wolfram Alpha
    2. ChatGPT
    3. Khan Academy
    4. Desmos
    5. Geogebra
    6. PhET Interactive Simulations

    AI recommended 6 alternatives but never named HugeCatLab/ChatTutor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI tool with a virtual whiteboard for educational explanations beyond text.
    you: not recommended
    AI recommended (in order):
    1. Miro
    2. Explain Everything
    3. FigJam
    4. Canva Whiteboards
    5. Microsoft Whiteboard
    6. Jamboard
    7. Conceptboard

    AI recommended 7 alternatives but never named HugeCatLab/ChatTutor. 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 HugeCatLab/ChatTutor?
    pass
    AI named HugeCatLab/ChatTutor explicitly

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

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