RRepoGEO

REPOGEO REPORT · LITE

YILING0013/AI_NovelGenerator

Default branch main · commit 170fde70 · scanned 5/30/2026, 12:22:49 AM

GitHub: 5,151 stars · 937 forks

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 YILING0013/AI_NovelGenerator, 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 specific topics for AI novel generation

    Why:

    COPY-PASTE FIX
    ai-novel-generator, long-form-fiction, creative-writing-ai, story-generation, open-source-ai, python, multi-chapter
  • highreadme#2
    Add a concise positioning statement to the README

    Why:

    CURRENT
    [中文文档](./README_zh-CN.md) | English | [日本語](./README_ja.md) | [Français](./README_fr-FR.md) | [Sawcuengh](./README_sawcuengh.md)
    COPY-PASTE FIX
    [中文文档](./README_zh-CN.md) | English | [日本語](./README_ja.md) | [Français](./README_fr-FR.md) | [Sawcuengh](./README_sawcuengh.md)

An open-source AI tool for generating coherent, multi-chapter long-form fiction, complete with context management, foreshadowing, and worldbuilding features.
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison with Alternatives

Unlike general-purpose AI models (e.g., ChatGPT, Claude) or commercial web-based writing assistants (e.g., Sudowrite, NovelAI), AI_NovelGenerator is an open-source, script-based tool focused on a structured, multi-stage generation pipeline for long-form fiction. It provides granular control over worldbuilding, character arcs, and plot continuity, making it ideal for developers and writers seeking a customizable, self-hosted solution.

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 YILING0013/AI_NovelGenerator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Sudowrite
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Sudowrite · recommended 2×
  2. Claude · recommended 2×
  3. ChatGPT · recommended 2×
  4. NovelAI · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How can I use AI to generate coherent, multi-chapter long-form fiction?
    you: not recommended
    AI recommended (in order):
    1. NovelAI
    2. Sudowrite
    3. Claude
    4. ChatGPT
    5. Google Gemini
    6. Inferkit

    AI recommended 6 alternatives but never named YILING0013/AI_NovelGenerator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for AI tools to help with worldbuilding, character arcs, and plot continuity in stories.
    you: not recommended
    AI recommended (in order):
    1. Campfire Blaze
    2. Sudowrite
    3. Novelcrafter
    4. World Anvil
    5. Plottr
    6. Scribble Diffusion
    7. Midjourney
    8. DALL-E 3
    9. ChatGPT
    10. Claude
    11. Gemini

    AI recommended 11 alternatives but never named YILING0013/AI_NovelGenerator. 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 YILING0013/AI_NovelGenerator?
    pass
    AI named YILING0013/AI_NovelGenerator explicitly

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

  • If a team adopts YILING0013/AI_NovelGenerator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named YILING0013/AI_NovelGenerator 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 YILING0013/AI_NovelGenerator solve, and who is the primary audience?
    pass
    AI did not name YILING0013/AI_NovelGenerator — 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

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