RRepoGEO

REPOGEO REPORT · LITE

lich0821/BotFlow

Default branch master · commit cd9c0bc5 · scanned 6/23/2026, 9:39:14 PM

GitHub: 1,960 stars · 432 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
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
    Rewrite the README to clearly state the project's purpose and current status

    Why:

    CURRENT
    # WeChatRobot

因不可抗因素，项目停止维护。
    COPY-PASTE FIX
    # BotFlow: 机器人框架 (Robot Framework)

BotFlow is a versatile robot framework designed to streamline the creation and management of conversational AI applications. It offers a visual interface for designing complex AI flows, integrating with leading large language models such as Gemini, ChatGPT, ChatGLM, Xunfei Spark, and Tigerbot.

Key features include:
- Multi-LLM integration: Seamlessly switch between various generative AI models.
- Conversational AI flows: Build interactive chatbots, virtual assistants, and IVR systems.
- Built-in utilities: Implement features like idiom solitaire, weather forecasts, news summaries, and scheduled tasks.

[Optional: Current Status]
Due to unforeseen circumstances, active development on this project is currently paused. We welcome community contributions and feedback.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root directory of the repository. For example, you could choose the MIT License and paste its text into the file, or select another appropriate open-source license.
  • mediumtopics#3
    Expand repository topics to include more specific categories

    Why:

    CURRENT
    chatglm, chatgpt, gemini, python, wechat, xunfei
    COPY-PASTE FIX
    chatglm, chatgpt, gemini, python, wechat, xunfei, chatbot, llm, framework, conversational-ai, visual-programming, ai-orchestration, virtual-assistant

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-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. deepset-ai/haystack · recommended 1×
  4. openai/openai-python · recommended 1×
  5. anthropics/anthropic-sdk-python · recommended 1×
  • CATEGORY QUERY
    How to build a bot that can switch between different large language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. OpenAI Python Library (openai/openai-python)
    5. Anthropic Python SDK (anthropics/anthropic-sdk-python)
    6. Google Generative AI Python Library (google-gemini/generative-ai-python)
    7. Hugging Face Transformers Library (huggingface/transformers)

    AI recommended 7 alternatives but never named lich0821/BotFlow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python frameworks help create a messaging bot with news and weather features?
    you: not recommended
    AI recommended (in order):
    1. Rasa (RasaHQ/rasa)
    2. Telegram Bot API
    3. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    4. Flask (pallets/flask)
    5. Django (django/django)
    6. Bot Framework SDK for Python (microsoft/botbuilder-python)
    7. Rasa X (RasaHQ/rasa-x)

    AI recommended 7 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?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite