RRepoGEO

REPOGEO REPORT · LITE

NousResearch/autonovel

Default branch master · commit d165f267 · scanned 5/28/2026, 7:17:57 AM

GitHub: 1,019 stars · 187 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 NousResearch/autonovel, 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 to improve categorization

    Why:

    COPY-PASTE FIX
    ["ai-agents", "generative-ai", "novel-writing", "creative-writing", "llm", "autonomous-ai", "pipeline", "fiction-generation", "story-generation"]
  • highreadme#2
    Strengthen README opening to emphasize autonomous pipeline differentiator

    Why:

    CURRENT
    # autonovel

An autonomous pipeline for writing, revising, typesetting, illustrating, and narrating a complete novel. From a seed concept to a print-ready PDF, ePub, audiobook, and landing page — all generated by AI agents.
    COPY-PASTE FIX
    # autonovel

**The first fully autonomous AI pipeline for generating, revising, typesetting, illustrating, and narrating a complete novel from a single seed concept.** This project enables AI agents to produce a print-ready PDF, ePub, audiobook, and landing page, all without human intervention in the creative process.
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Choose and add a standard open-source license file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root.

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 NousResearch/autonovel
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. GPT-4 · recommended 1×
  3. Claude 3 Opus · recommended 1×
  4. NovelAI · recommended 1×
  5. Midjourney · recommended 1×
  • CATEGORY QUERY
    How can I use AI to generate a complete novel from a high-level concept?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Claude 3 Opus
    3. Sudowrite
    4. NovelAI
    5. Midjourney
    6. DALL-E 3

    AI recommended 6 alternatives but never named NousResearch/autonovel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools exist for an end-to-end creative writing pipeline, including editing and publishing formats?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Jasper
    3. Sudowrite
    4. Grammarly Premium
    5. ProWritingAid
    6. Atticus.io
    7. Reedsy Book Editor

    AI recommended 7 alternatives but never named NousResearch/autonovel. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 NousResearch/autonovel?
    pass
    AI did not name NousResearch/autonovel — 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 NousResearch/autonovel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NousResearch/autonovel 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 NousResearch/autonovel solve, and who is the primary audience?
    pass
    AI named NousResearch/autonovel explicitly

    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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MARKDOWN (README)
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NousResearch/autonovel — 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