RRepoGEO

REPOGEO REPORT · LITE

xiamuceer-j/MuMuAINovel

Default branch main · commit 9dfd383b · scanned 5/23/2026, 10:20:01 PM

GitHub: 2,465 stars · 502 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
28 /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
2 / 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 xiamuceer-j/MuMuAINovel, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-writing-assistant, novel-writing, story-generation, llm, ai-tools, self-hosted, docker, creative-writing, story-management
  • highreadme#2
    Strengthen the README's opening statement

    Why:

    CURRENT
    **基于 AI 的智能小说创作助手**
    COPY-PASTE FIX
    **基于 AI 的智能小说创作助手**

MuMuAINovel 是一款功能强大的 AI 驱动小说创作平台，旨在帮助作家轻松构建故事大纲、管理角色、设定世界观并生成高质量章节。它支持多模型集成，提供生产级数据库和 Docker 一键部署，是个人和团队进行创意写作的理想选择。
  • mediumreadme#3
    Add a 'Why MuMuAINovel?' or 'Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## 🚀 为什么选择 MuMuAINovel？

与市面上其他 AI 写作工具相比，MuMuAINovel 凭借其强大的自部署能力（Docker 一键启动）、生产级的多用户数据隔离（PostgreSQL），以及独特的智能故事管理功能（如伏笔追踪、提示词工坊）脱颖而出，为专业作家和团队提供更灵活、更强大的创作体验。

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 xiamuceer-j/MuMuAINovel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Campfire Pro/Campfire Blaze
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Campfire Pro/Campfire Blaze · recommended 1×
  2. Sudowrite · recommended 1×
  3. Novelcrafter · recommended 1×
  4. ChatGPT · recommended 1×
  5. Jasper · recommended 1×
  • CATEGORY QUERY
    What AI tools can help me generate outlines, characters, and world-building for a novel?
    you: not recommended
    AI recommended (in order):
    1. Campfire Pro/Campfire Blaze
    2. Sudowrite
    3. Novelcrafter
    4. ChatGPT
    5. Jasper
    6. Scribble Diffusion
    7. Midjourney
    8. Stable Diffusion
    9. World Anvil

    AI recommended 9 alternatives but never named xiamuceer-j/MuMuAINovel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hostable AI writing assistant with multi-user support and detailed story management.
    you: not recommended
    AI recommended (in order):
    1. NovelAI
    2. KoboldAI (KoboldAI/KoboldAI-Client)
    3. Oobabooga's Text Generation WebUI (oobabooga/text-generation-webui)
    4. LocalAI (mudler/LocalAI)
    5. OpenAssistant (LAION-AI/Open-Assistant)
    6. Hugging Face Transformers (huggingface/transformers)
    7. LangChain (langchain-ai/langchain)

    AI recommended 7 alternatives but never named xiamuceer-j/MuMuAINovel. 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 xiamuceer-j/MuMuAINovel?
    skipped
    AI did not name xiamuceer-j/MuMuAINovel — 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 xiamuceer-j/MuMuAINovel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xiamuceer-j/MuMuAINovel 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 xiamuceer-j/MuMuAINovel solve, and who is the primary audience?
    pass
    AI named xiamuceer-j/MuMuAINovel explicitly

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

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xiamuceer-j/MuMuAINovel — 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