RRepoGEO

REPOGEO REPORT · LITE

inliver233/Ai-Novel

Default branch main · commit 28d75355 · scanned 6/15/2026, 5:22:37 AM

GitHub: 674 stars · 140 forks

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 inliver233/Ai-Novel, 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

2 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 application category

    Why:

    CURRENT
    一个用于小说创作与项目管理的 Web Demo：前端 React + 后端 FastAPI。
    COPY-PASTE FIX
    一个功能强大的、专为小说作者设计的 AI 驱动的 Web 应用，用于创作、项目管理和知识库构建，采用 React 前端和 FastAPI 后端。
  • mediumhomepage#2
    Set the homepage URL in repository settings

    Why:

    COPY-PASTE FIX
    https://demo.ainovel.de

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 inliver233/Ai-Novel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 1×
  2. Logseq · recommended 1×
  3. Joplin · recommended 1×
  4. TiddlyWiki · recommended 1×
  5. DocuWiki · recommended 1×
  • CATEGORY QUERY
    What open-source tools help manage AI-generated novel writing projects with knowledge bases?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq
    3. Joplin
    4. TiddlyWiki
    5. DocuWiki
    6. BookStack

    AI recommended 6 alternatives but never named inliver233/Ai-Novel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hostable AI writing assistant with RAG, multi-LLM support, and structured memory features.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. OpenWebUI (open-webui/open-webui)
    5. PrivateGPT (PrivateGPT/PrivateGPT)

    AI recommended 5 alternatives but never named inliver233/Ai-Novel. 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 inliver233/Ai-Novel?
    pass
    AI named inliver233/Ai-Novel explicitly

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

  • If a team adopts inliver233/Ai-Novel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named inliver233/Ai-Novel 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 inliver233/Ai-Novel solve, and who is the primary audience?
    pass
    AI named inliver233/Ai-Novel explicitly

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

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inliver233/Ai-Novel — 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