RRepoGEO

REPOGEO REPORT · LITE

wttwins/wrong-notebook

Default branch main · commit 1aec51b9 · scanned 6/5/2026, 2:02:42 AM

GitHub: 558 stars · 162 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 wttwins/wrong-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 README opening to clarify purpose and counter misinterpretations

    Why:

    CURRENT
    # Smart Wrong Notebook (智能错题本)

一个基于 AI 的智能错题管理系统，帮助学生高效整理、分析和复习错题。
    COPY-PASTE FIX
    # Smart Wrong Notebook (智能错题本)

一个基于 AI 的智能错题管理系统，帮助学生高效整理、分析和复习错题。

**This is an AI-powered system for students to manage and practice missed questions, not a development tool or a Jupyter notebook.**
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai, education, student-tools, wrong-questions, learning-platform, nextjs
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.

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 wttwins/wrong-notebook
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Anki
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Anki · recommended 2×
  2. Quizlet · recommended 1×
  3. Memrise · recommended 1×
  4. Knowji · recommended 1×
  5. Brainscape · recommended 1×
  • CATEGORY QUERY
    Seeking an AI-powered system for students to organize and practice missed questions.
    you: not recommended
    AI recommended (in order):
    1. Anki
    2. Quizlet
    3. Memrise
    4. Knowji
    5. Brainscape
    6. ChatGPT
    7. Google Gemini
    8. Claude

    AI recommended 8 alternatives but never named wttwins/wrong-notebook. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source solutions assist students with AI-driven wrong answer tracking and practice generation?
    you: not recommended
    AI recommended (in order):
    1. Anki
    2. Open edX
    3. Moodle
    4. H5P
    5. Adapt Learning

    AI recommended 5 alternatives but never named wttwins/wrong-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
    fail

    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 wttwins/wrong-notebook?
    pass
    AI named wttwins/wrong-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 wttwins/wrong-notebook in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wttwins/wrong-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 wttwins/wrong-notebook solve, and who is the primary audience?
    pass
    AI named wttwins/wrong-notebook explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite