RRepoGEO

REPOGEO REPORT · LITE

shenminglinyi/PlotPilot

Default branch master · commit 0011e503 · scanned 6/10/2026, 5:22:00 AM

GitHub: 1,061 stars · 348 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
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 shenminglinyi/PlotPilot, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Update the repository description to be explicit and in English

    Why:

    CURRENT
    【墨枢】作者的领航员
    COPY-PASTE FIX
    An open-source Narrative Engine Kernel for long-form AI story generation, focusing on character consistency, plot integrity, and structured world-building.
  • mediumreadme#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a 'License' section to your README, stating: 'This project uses a custom license. Please refer to the `LICENSE` file for specific terms and conditions.' (Adjust if the license is a known combination, e.g., 'This project is licensed under a combination of [License A] and [License B].')

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 shenminglinyi/PlotPilot
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. AI Dungeon · recommended 2×
  3. Sudowrite · recommended 1×
  4. Claude · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    How to maintain character consistency and plot integrity in AI-generated long-form stories?
    you: not recommended
    AI recommended (in order):
    1. NovelAI
    2. Sudowrite
    3. Claude
    4. ChatGPT
    5. AI Dungeon
    6. Latitude.sh
    7. Scrivener
    8. Campfire Technology

    AI recommended 8 alternatives but never named shenminglinyi/PlotPilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an AI narrative engine for complex story generation with structured world-building and memory.
    you: not recommended
    AI recommended (in order):
    1. AI Dungeon
    2. Latitude's Voyage
    3. NovelAI
    4. Inworld AI
    5. Dreamily AI
    6. GPT-3
    7. GPT-4
    8. OpenAI API
    9. Hugging Face Transformers (huggingface/transformers)

    AI recommended 9 alternatives but never named shenminglinyi/PlotPilot. 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 shenminglinyi/PlotPilot?
    pass
    AI named shenminglinyi/PlotPilot explicitly

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

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