RRepoGEO

REPOGEO REPORT · LITE

voocel/ainovel-cli

Default branch main · commit 0c408041 · scanned 6/17/2026, 12:12:11 AM

GitHub: 589 stars · 115 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 voocel/ainovel-cli, 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
    Add a clear English tagline to the README H1

    Why:

    CURRENT
    # ainovel-cli

全自动 AI 长篇小说创作引擎。Coordinator 在一次 Prompt 里驱动 Architect / Writer / Editor 三个子代理完成整本书的创作，Host 只做启动、恢复和观察。从一句话需求到完整小说，全程无需人工干预。
    COPY-PASTE FIX
    # ainovel-cli
A fully automated, multi-agent AI engine for long-form novel creation, driven by a CLI.

全自动 AI 长篇小说创作引擎。Coordinator 在一次 Prompt 里驱动 Architect / Writer / Editor 三个子代理完成整本书的创作，Host 只做启动、恢复和观察。从一句话需求到完整小说，全程无需人工干预。
  • hightopics#2
    Add more specific topics for novel/story generation

    Why:

    CURRENT
    agents, ai, ai-agents, claude, go, llm, novel, openai
    COPY-PASTE FIX
    agents, ai, ai-agents, claude, go, llm, novel, openai, story-generation, creative-writing, ai-writer, fiction-writer, long-form-content
  • mediumhomepage#3
    Set the repository's homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/voocel/ainovel-cli

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 voocel/ainovel-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NovelAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NovelAI · recommended 2×
  2. Sudowrite · recommended 2×
  3. LangChain · recommended 1×
  4. OpenAI GPT-4 · recommended 1×
  5. Claude 3 Opus · recommended 1×
  • CATEGORY QUERY
    How to fully automate long-form novel generation using multiple AI agents and LLMs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. Claude 3 Opus
    4. Pinecone
    5. Weaviate
    6. ChromaDB
    7. AutoGPT
    8. BabyAGI
    9. Microsoft Guidance
    10. Outlines.dev
    11. Hugging Face Transformers
    12. Llama 3
    13. Mistral
    14. NovelAI
    15. Sudowrite
    16. Jasper.ai

    AI recommended 16 alternatives but never named voocel/ainovel-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust AI system for generating complete stories, including planning, editing, and consistency checks.
    you: not recommended
    AI recommended (in order):
    1. AI Dungeon
    2. Latitude's Voyage
    3. NovelAI
    4. Sudowrite
    5. InferKit
    6. OpenAI API
    7. GPT-3
    8. text-davinci-003
    9. gpt-4
    10. ShortlyAI
    11. Jasper

    AI recommended 11 alternatives but never named voocel/ainovel-cli. 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 voocel/ainovel-cli?
    pass
    AI did not name voocel/ainovel-cli — 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 voocel/ainovel-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named voocel/ainovel-cli 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 voocel/ainovel-cli solve, and who is the primary audience?
    pass
    AI named voocel/ainovel-cli explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite