RRepoGEO

REPOGEO REPORT · LITE

RhythmicWave/NovelForge

Default branch main · commit 71db1420 · scanned 6/9/2026, 1:11:57 PM

GitHub: 922 stars · 182 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 RhythmicWave/NovelForge, 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 core value and open-source nature

    Why:

    CURRENT
    **NovelForge** 是一款具备数百万字级长篇创作潜力的 AI 辅助写作工具。它不仅是编辑器，更是一套集世界观构建、结构化内容生成于一体的解决方案。
    COPY-PASTE FIX
    **NovelForge** 是一款新一代开源、跨平台的 AI 辅助长篇小说创作引擎，旨在提供现代、直观、精致的桌面写作体验，是 Scrivener 等专有工具的免费社区驱动替代品。它不仅是编辑器，更是一套集世界观构建、结构化内容生成于一体的解决方案，具备数百万字级长篇创作潜力。
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Maintainer: Add the official project homepage URL here, e.g., "https://novelforge.app"]
  • lowtopics#3
    Add differentiating topics to improve categorization

    Why:

    CURRENT
    ai-writing, ai-writing-assistant, creative-writing, creative-writing-ai, fiction, json-schema, llm, longform, novel-writing, outline, pydantic, structured-generation
    COPY-PASTE FIX
    ai-writing, ai-writing-assistant, creative-writing, creative-writing-ai, fiction, json-schema, llm, longform, novel-writing, outline, pydantic, structured-generation, desktop-app, cross-platform, open-source-alternative

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 RhythmicWave/NovelForge
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. Scrivener · recommended 2×
  3. GPT-4 · recommended 2×
  4. NovelCrafter · recommended 1×
  5. Campfire Technology · recommended 1×
  • CATEGORY QUERY
    Looking for an AI writing assistant to generate structured long-form fiction content using schemas.
    you: not recommended
    AI recommended (in order):
    1. NovelCrafter
    2. Sudowrite
    3. Campfire Technology
    4. Jounce.ai
    5. Scrivener
    6. Claude
    7. GPT-4

    AI recommended 7 alternatives but never named RhythmicWave/NovelForge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to maintain narrative consistency and context in AI-generated long-form stories?
    you: not recommended
    AI recommended (in order):
    1. AI Dungeon
    2. Latitude's Voyage
    3. NovelAI
    4. GPT-4
    5. Claude 3 Opus
    6. Sudowrite
    7. Scrivener
    8. Obsidian

    AI recommended 8 alternatives but never named RhythmicWave/NovelForge. 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 RhythmicWave/NovelForge?
    pass
    AI named RhythmicWave/NovelForge explicitly

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

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

    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 RhythmicWave/NovelForge. 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/RhythmicWave/NovelForge.svg)](https://repogeo.com/en/r/RhythmicWave/NovelForge)
HTML
<a href="https://repogeo.com/en/r/RhythmicWave/NovelForge"><img src="https://repogeo.com/badge/RhythmicWave/NovelForge.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

RhythmicWave/NovelForge — 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