RRepoGEO

REPOGEO REPORT · LITE

koishijs/novelai-bot

Default branch main · commit 50667895 · scanned 5/9/2026, 12:17:35 AM

GitHub: 2,542 stars · 205 forks

AI VISIBILITY SCORE
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 koishijs/novelai-bot, 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 H1 to clarify its role as a Koishi bot plugin

    Why:

    CURRENT
    # koishi-plugin-novelai
    COPY-PASTE FIX
    # koishi-plugin-novelai: A NovelAI Image Generation Plugin for Koishi Bots
  • mediumtopics#2
    Add more specific topics for bot integration

    Why:

    CURRENT
    ai, bot, chatbot, generator, image, koishi, naifu, novelai, plugin, stable-diffusion, stable-diffusion-webui
    COPY-PASTE FIX
    ai, bot, chatbot, chatbot-plugin, discord-bot, telegram-bot, generator, image, koishi, koishi-plugin, naifu, novelai, plugin, stable-diffusion, stable-diffusion-webui
  • lowreadme#3
    Expand README introduction to clearly state the problem it solves for Koishi users

    Why:

    CURRENT
    基于 NovelAI 的画图插件。已实现功能：
    COPY-PASTE FIX
    koishi-plugin-novelai 是一个基于 NovelAI 的画图插件，专为 Koishi 机器人框架设计，旨在帮助 Koishi 用户轻松地将 AI 图像生成能力集成到他们的聊天平台中。它允许用户直接在 QQ、Discord、Telegram 等平台生成图片，并支持高级功能。已实现功能：

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 koishijs/novelai-bot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stability AI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stability AI API · recommended 1×
  2. OpenAI API · recommended 1×
  3. Hugging Face Inference API · recommended 1×
  4. Replicate · recommended 1×
  5. RunDiffusion · recommended 1×
  • CATEGORY QUERY
    How to integrate text-to-image generation capabilities into a Discord or Telegram bot?
    you: not recommended
    AI recommended (in order):
    1. Stability AI API
    2. OpenAI API
    3. Hugging Face Inference API
    4. Replicate
    5. RunDiffusion
    6. DreamStudio
    7. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    8. ComfyUI (comfyanonymous/ComfyUI)
    9. discord.py (Rapptz/discord.py)
    10. discord.js (discordjs/discord.js)
    11. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    12. telegraf.js (telegraf/telegraf)

    AI recommended 12 alternatives but never named koishijs/novelai-bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool for AI image generation with advanced controls like img2img and prompt translation.
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 web UI
    2. ComfyUI
    3. Fooocus
    4. InvokeAI
    5. Midjourney
    6. Leonardo.Ai

    AI recommended 6 alternatives but never named koishijs/novelai-bot. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 koishijs/novelai-bot?
    pass
    AI did not name koishijs/novelai-bot — 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 koishijs/novelai-bot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named koishijs/novelai-bot 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 koishijs/novelai-bot solve, and who is the primary audience?
    pass
    AI did not name koishijs/novelai-bot — 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?

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koishijs/novelai-bot — 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