RRepoGEO

REPOGEO REPORT · LITE

wordflowlab/novel-writer

Default branch main · commit e4190d40 · scanned 6/5/2026, 12:08:12 PM

GitHub: 845 stars · 166 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 wordflowlab/novel-writer, 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
  • highabout#1
    Update repository description to emphasize user benefit and key features

    Why:

    CURRENT
    参考Spec-kit 实现小说撰写工具
    COPY-PASTE FIX
    AI-powered tool for systematic Chinese novel creation, leveraging a 7-step spec-driven methodology and slash commands within AI assistants.
  • hightopics#2
    Expand repository topics with user-centric and feature-specific keywords

    Why:

    CURRENT
    engineering, novels, sdd, spec, spec-driven
    COPY-PASTE FIX
    ai-writing, creative-writing, novel-writing, story-generation, chinese-language, engineering, novels, sdd, spec, spec-driven
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/wordflowlab/novel-writer

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 wordflowlab/novel-writer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Campfire Pro · recommended 1×
  3. Sudowrite · recommended 1×
  4. Jounce · recommended 1×
  5. Claude 3 Opus · recommended 1×
  • CATEGORY QUERY
    How can I use AI to systematically write a novel, ensuring plot consistency and character development?
    you: not recommended
    AI recommended (in order):
    1. Campfire Pro
    2. Sudowrite
    3. Jounce
    4. ChatGPT
    5. Claude 3 Opus
    6. Scrivener
    7. Lexica.art
    8. Midjourney
    9. DALL-E 3

    AI recommended 9 alternatives but never named wordflowlab/novel-writer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking AI writing assistant tools that integrate with slash commands for Chinese novel creation.
    you: not recommended
    AI recommended (in order):
    1. NovelAI
    2. ChatGPT
    3. Coze
    4. Claude
    5. Youdao AI Writing
    6. WPS AI

    AI recommended 6 alternatives but never named wordflowlab/novel-writer. 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 wordflowlab/novel-writer?
    pass
    AI named wordflowlab/novel-writer explicitly

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

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

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

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