RRepoGEO

REPOGEO REPORT · LITE

MaoXiaoYuZ/Long-Novel-GPT

Default branch main · commit 107c31e5 · scanned 5/29/2026, 9:22:50 AM

GitHub: 1,136 stars · 205 forks

AI VISIBILITY SCORE
22 /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
1 / 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 MaoXiaoYuZ/Long-Novel-GPT, 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 highlight user-facing application

    Why:

    CURRENT
    Long-Novel-GPT的核心是一个基于LLM和RAG的长篇小说Agent，根据用户的提问（要写什么小说，要对什么情节做出什么改动），LNGPT会采用大纲-章节-正文的自上而下扩写来一步步生成最终长篇小说，在生成过程中调用工具检索相关正文片段和剧情纲要，并且对相关正文片段进行修改，同时更新剧情纲要。
    COPY-PASTE FIX
    Long-Novel-GPT是一个专为作家和内容创作者设计的AI长篇小说生成应用。它利用LLM和RAG技术，提供从大纲到章节再到正文的完整创作流程，帮助您一键生成、修改和扩展长篇小说。该应用的核心是一个基于LLM和RAG的长篇小说Agent，根据用户的提问（要写什么小说，要对什么情节做出什么改动），LNGPT会采用大纲-章节-正文的自上而下扩写来一步步生成最终长篇小说，在生成过程中调用工具检索相关正文片段和剧情纲要，并且对相关正文片段进行修改，同时更新剧情纲要。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0) to clarify usage rights.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a URL to the repository's 'About' section (e.g., a link to a live demo if available, or a project website).

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 MaoXiaoYuZ/Long-Novel-GPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NovelAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NovelAI · recommended 2×
  2. Sudowrite · recommended 2×
  3. Claude 3 Opus / Claude 3 Sonnet · recommended 1×
  4. GPT-4 · recommended 1×
  5. Jasper · recommended 1×
  • CATEGORY QUERY
    What are the best AI tools for generating a full-length novel from a high-level concept?
    you: not recommended
    AI recommended (in order):
    1. Claude 3 Opus / Claude 3 Sonnet
    2. GPT-4
    3. NovelAI
    4. Sudowrite
    5. Jasper
    6. Cohere (Command model)

    AI recommended 6 alternatives but never named MaoXiaoYuZ/Long-Novel-GPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I use large language models to expand an existing story draft into a complete novel?
    you: not recommended
    AI recommended (in order):
    1. Claude (Anthropic)
    2. ChatGPT (OpenAI)
    3. NovelAI
    4. Sudowrite
    5. Perplexity AI

    AI recommended 5 alternatives but never named MaoXiaoYuZ/Long-Novel-GPT. 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 MaoXiaoYuZ/Long-Novel-GPT?
    pass
    AI did not name MaoXiaoYuZ/Long-Novel-GPT — likely talking about a different project

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

  • If a team adopts MaoXiaoYuZ/Long-Novel-GPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MaoXiaoYuZ/Long-Novel-GPT 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 MaoXiaoYuZ/Long-Novel-GPT solve, and who is the primary audience?
    pass
    AI did not name MaoXiaoYuZ/Long-Novel-GPT — likely talking about a different project

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

Embed your GEO score

Drop this badge into the README of MaoXiaoYuZ/Long-Novel-GPT. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/MaoXiaoYuZ/Long-Novel-GPT.svg)](https://repogeo.com/en/r/MaoXiaoYuZ/Long-Novel-GPT)
HTML
<a href="https://repogeo.com/en/r/MaoXiaoYuZ/Long-Novel-GPT"><img src="https://repogeo.com/badge/MaoXiaoYuZ/Long-Novel-GPT.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

MaoXiaoYuZ/Long-Novel-GPT — 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