RRepoGEO

REPOGEO REPORT · LITE

KroMiose/nonebot_plugin_naturel_gpt

Default branch main · commit d9b5e448 · scanned 6/13/2026, 8:47:50 AM

GitHub: 513 stars · 53 forks

AI VISIBILITY SCORE
22 /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
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 KroMiose/nonebot_plugin_naturel_gpt, 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 opening to clarify NoneBot plugin focus

    Why:

    CURRENT
    ✨ 更人性化(拟人)的GPT聊天Ai插件! ✨
    COPY-PASTE FIX
    ✨ nonebot_plugin_naturel_gpt: 更人性化(拟人)的 NoneBot GPT 聊天Ai插件! ✨
  • mediumtopics#2
    Add specific NoneBot and chatbot topics

    Why:

    CURRENT
    chatgpt, openai, python
    COPY-PASTE FIX
    chatgpt, openai, python, nonebot, nonebot-plugin, chatbot, ai-chatbot, llm-agent
  • lowhomepage#3
    Add project homepage URL

    Why:

    COPY-PASTE FIX
    https://ng.kro.zone

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 KroMiose/nonebot_plugin_naturel_gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. OpenAI API · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. RasaHQ/rasa · recommended 1×
  • CATEGORY QUERY
    How to add a customizable AI chatbot with conversation memory to my Python bot?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI API
    4. Hugging Face Transformers (huggingface/transformers)
    5. Rasa (RasaHQ/rasa)

    AI recommended 5 alternatives but never named KroMiose/nonebot_plugin_naturel_gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python-based AI agent that can generate code and maintain dynamic personalities.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. LlamaIndex
    4. Haystack
    5. CrewAI
    6. Transformers Agents
    7. Guidance

    AI recommended 7 alternatives but never named KroMiose/nonebot_plugin_naturel_gpt. 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 KroMiose/nonebot_plugin_naturel_gpt?
    pass
    AI did not name KroMiose/nonebot_plugin_naturel_gpt — 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 KroMiose/nonebot_plugin_naturel_gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named KroMiose/nonebot_plugin_naturel_gpt 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 KroMiose/nonebot_plugin_naturel_gpt solve, and who is the primary audience?
    pass
    AI did not name KroMiose/nonebot_plugin_naturel_gpt — 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?

Embed your GEO score

Drop this badge into the README of KroMiose/nonebot_plugin_naturel_gpt. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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KroMiose/nonebot_plugin_naturel_gpt — 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