RRepoGEO

REPOGEO REPORT · LITE

Turing-Project/WriteGPT

Default branch master · commit 98f9dad5 · scanned 6/29/2026, 4:28:07 PM

GitHub: 5,299 stars · 883 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
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 Turing-Project/WriteGPT, 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's opening sentence to highlight Gaokao essay and OCR integration

    Why:

    CURRENT
    通用型议论文创作人工智能框架，仅限交流与科普。
    COPY-PASTE FIX
    Replace the existing first sentence after `# WriteGPT` with: "WriteGPT 是一个专为中国高考议论文设计的生成式AI框架，它整合了OCR、NLP技术，能实现从扫描试卷到生成符合人类认知的议论文的端到端流程。"
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["gpt2", "nlp", "ocr", "essay-generation", "argumentative-essay", "gaokao", "chinese-nlp", "deep-learning", "text-generation", "ai-education"]
  • mediumreadme#3
    Add a clear statement about the project's specific audience and purpose in the README

    Why:

    CURRENT
    The current README's introductory section lacks a dedicated, explicit statement of target audience and specific problem beyond '交流与科普'.
    COPY-PASTE FIX
    Add the following sentence immediately after the repositioned first sentence in the README: "本项目旨在为研究者和教育工作者提供一个探索AI辅助高考议论文写作的平台，尤其适用于对OCR与生成式AI结合感兴趣的用户。"

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 Turing-Project/WriteGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Claude · recommended 1×
  3. Google Bard · recommended 1×
  4. QuillBot · recommended 1×
  5. Elicit · recommended 1×
  • CATEGORY QUERY
    What AI tools can help generate argumentative essays for educational purposes?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude
    3. Google Bard
    4. QuillBot
    5. Elicit
    6. Perplexity AI
    7. Grammarly
    8. Jasper
    9. Scrivener

    AI recommended 9 alternatives but never named Turing-Project/WriteGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI solution to automate essay writing from scanned exam papers.
    you: not recommended
    AI recommended (in order):
    1. Google Cloud AI Platform
    2. Document AI
    3. Natural Language API
    4. Vertex AI
    5. PaLM 2
    6. Gemini
    7. Microsoft Azure AI
    8. Azure AI Document Intelligence
    9. Azure Cognitive Services for Language
    10. Azure OpenAI Service
    11. GPT-4
    12. GPT-3.5 Turbo
    13. Hugging Face Transformers (huggingface/transformers)
    14. Tesseract OCR (tesseract-ocr/tesseract)
    15. EasyOCR (JaidedAI/EasyOCR)
    16. GPT-2
    17. GPT-NeoX (EleutherAI/gpt-neox)
    18. Llama 2 (facebookresearch/llama)
    19. Mistral
    20. OpenAI API
    21. ABBYY FineReader Engine
    22. Google Cloud Vision API
    23. AWS AI Services
    24. Amazon Textract
    25. Amazon Comprehend
    26. Amazon SageMaker
    27. SageMaker JumpStart

    AI recommended 27 alternatives but never named Turing-Project/WriteGPT. 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 Turing-Project/WriteGPT?
    pass
    AI named Turing-Project/WriteGPT explicitly

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

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

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

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Turing-Project/WriteGPT — 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