RRepoGEO

REPOGEO REPORT · LITE

mshumer/gpt-author

Default branch main · commit 179d86f7 · scanned 5/23/2026, 2:12:39 PM

GitHub: 2,529 stars · 353 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
30 /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
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 mshumer/gpt-author, 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
    Add a concise 'About' description for the repository

    Why:

    COPY-PASTE FIX
    Generate full-length fantasy novels as EPUBs from a simple prompt using a chain of GPT-4, Claude 3, and Stable Diffusion.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-writing, novel-generation, epub, generative-ai, gpt-4, claude-3, stable-diffusion, fantasy-novels, creative-writing, writing-assistant
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/mshumer/gpt-author

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 mshumer/gpt-author
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. Cohere · recommended 1×
  • CATEGORY QUERY
    How can I generate full-length fantasy novels using AI from a simple prompt?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Claude 3 Opus
    3. NovelAI
    4. Sudowrite
    5. Cohere

    AI recommended 5 alternatives but never named mshumer/gpt-author. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI tools for creating multi-chapter books compatible with e-readers?
    you: not recommended
    AI recommended (in order):
    1. Atticus
    2. Scrivener
    3. Jasper
    4. Sudowrite
    5. Jounce AI
    6. Novelcrafter
    7. Google Docs
    8. GPT for Google Docs
    9. Writer.ai

    AI recommended 9 alternatives but never named mshumer/gpt-author. 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 mshumer/gpt-author?
    pass
    AI named mshumer/gpt-author explicitly

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

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

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

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mshumer/gpt-author — 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