RRepoGEO

REPOGEO REPORT · LITE

lich0821/BotFlow

Default branch master · commit cd9c0bc5 · scanned 5/13/2026, 10:32:38 AM

GitHub: 1,972 stars · 435 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
0 pass · 2 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 lich0821/BotFlow, 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
    Replace the 'project stopped maintenance' message with a clear introduction

    Why:

    CURRENT
    # WeChatRobot

因不可抗因素，项目停止维护。
    COPY-PASTE FIX
    # BotFlow: 多功能机器人框架

BotFlow 是一个灵活的机器人框架，旨在轻松集成多种大型语言模型（如 Gemini、ChatGPT、ChatGLM、讯飞星火、Tigerbot）并支持自定义任务，例如成语接龙、天气预报、新闻摘要和定时任务。它为开发者构建智能聊天机器人和自动化系统提供了强大的基础。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clarify usage rights.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., project documentation, demo, or a more detailed GitHub Pages site) to the repository's 'About' section.

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 lich0821/BotFlow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. OpenAI Python Library · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    Looking for a Python framework to integrate various large language models into a bot.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Python Library
    5. Hugging Face Transformers

    AI recommended 5 alternatives but never named lich0821/BotFlow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I develop a Python chatbot for WeChat with advanced AI features?
    you: not recommended
    AI recommended (in order):
    1. WeChaty (wechaty/python-wechaty)
    2. Rasa (RasaHQ/rasa)
    3. OpenAI API
    4. LangChain (langchain-ai/langchain)
    5. Hugging Face Transformers (huggingface/transformers)
    6. itchat (littlecodersh/itchat)
    7. Flask (pallets/flask)
    8. Django (django/django)
    9. NLTK (nltk/nltk)
    10. spaCy (explosion/spaCy)

    AI recommended 10 alternatives but never named lich0821/BotFlow. 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
    warn

    Suggestion:

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 lich0821/BotFlow?
    pass
    AI named lich0821/BotFlow explicitly

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

  • If a team adopts lich0821/BotFlow in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lich0821/BotFlow 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 lich0821/BotFlow solve, and who is the primary audience?
    pass
    AI named lich0821/BotFlow 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite