RRepoGEO

REPOGEO REPORT · LITE

BurhanUlTayyab/GPTZero

Default branch main · commit 8ea629b6 · scanned 6/7/2026, 10:17:47 PM

GitHub: 595 stars · 91 forks

AI VISIBILITY SCORE
65 /100
Needs work
Category recall
1 / 2
Avg rank #2.0 when recommended
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 BurhanUlTayyab/GPTZero, 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 H1 and opening paragraph to clarify it's an independent implementation, not a wrapper

    Why:

    CURRENT
    # Check out our new project: Faz, a safety layer between AI agents and databases: https://github.com/fazhq/faz

# GPTZero

GPTZero is an AI model with some mathematical formulation to determine if a particular text fed to it is written by AI or a human being.
    COPY-PASTE FIX
    # GPTZero: An Open-Source Implementation for AI Text Detection

This repository provides an independent, open-source implementation of the core mathematical formulation used by GPTZero to determine if a given text was written by an AI or a human being. It is not a wrapper or client for the official GPTZero API, but a standalone recreation.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-text-detection, gptzero, ai-content-detector, plagiarism-detection, natural-language-processing, nlp, machine-learning, python
  • mediumreadme#3
    Refine the 'Motivation' section for a more professional tone

    Why:

    CURRENT
    ## The motivation for it
Recently, GPTZero gotten a lot of hype/traction from media to be able to determine whether a set of sentences are generated from ChatGPT. It was indeed a great initative for Education Institutes. However, the implementation is closed-source. We tried to construct identical solutioning and voila!! :tada: our implementation gets the exact same results mostly lol. :joy: :joy: :joy:
    COPY-PASTE FIX
    ## Motivation

Inspired by the public interest and utility of AI text detection tools like GPTZero, particularly for educational institutions, this project aims to provide a transparent, open-source implementation. Our goal was to independently recreate the core detection logic, and through extensive comparison, our implementation consistently yields results highly similar to the original GPTZero.

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
1 / 2
50% of queries surface BurhanUlTayyab/GPTZero
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
5%
Of all named tools, what % are you?
Top rival
OpenAI's AI Text Classifier
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI's AI Text Classifier · recommended 1×
  2. Turnitin · recommended 1×
  3. Originality.ai · recommended 1×
  4. Copyleaks · recommended 1×
  5. Sapling AI Content Detector · recommended 1×
  • CATEGORY QUERY
    How to programmatically detect if a piece of text was generated by an AI model?
    you: #2
    AI recommended (in order):
    1. OpenAI's AI Text Classifier
    2. GPTZero ← you
    3. Turnitin
    4. Originality.ai
    5. Copyleaks
    6. Sapling AI Content Detector
    7. Hugging Face Transformers
    8. scikit-learn
    9. TensorFlow
    10. PyTorch
    Show full AI answer
  • CATEGORY QUERY
    What open-source libraries can determine if student essays are AI-generated?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. GPT-2 Output Detector
    3. RoBERTa-large-mnli
    4. spaCy (explosion/spaCy)
    5. scikit-learn (scikit-learn/scikit-learn)
    6. NLTK (nltk/nltk)
    7. XGBoost (dmlc/xgboost)
    8. LightGBM (microsoft/LightGBM)
    9. PyTorch (pytorch/pytorch)
    10. TensorFlow (tensorflow/tensorflow)
    11. OpenAI's API

    AI recommended 11 alternatives but never named BurhanUlTayyab/GPTZero. 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 BurhanUlTayyab/GPTZero?
    pass
    AI named BurhanUlTayyab/GPTZero explicitly

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

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

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

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BurhanUlTayyab/GPTZero — 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