RRepoGEO

REPOGEO REPORT · LITE

yvann-ba/Robby-chatbot

Default branch main · commit b311f666 · scanned 5/30/2026, 12:37:35 PM

GitHub: 815 stars · 287 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 yvann-ba/Robby-chatbot, 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/H2 to clarify Robby-chatbot is a ready-to-use application

    Why:

    CURRENT
    # Robby-chatbot 🤖

### An AI chatbot featuring conversational memory, designed to enable users to discuss their CSV, PDF, TXT data and YouTube videos in a more intuitive manner. 🚀
    COPY-PASTE FIX
    # Robby-chatbot 🤖: Your AI Assistant for Data & Video Interaction

### Robby-chatbot is a ready-to-use, self-hostable AI application that allows users to chat with their CSV, PDF, TXT files, and YouTube videos using natural language. It features conversational memory and leverages advanced LLMs to provide intuitive data analysis and summarization. 🚀
  • mediumabout#2
    Refine the repository description to emphasize its application nature

    Why:

    CURRENT
    AI chatbot 🤖 for chat with CSV, PDF, TXT files 📄 and YTB videos 🎥 | using Langchain🦜 | OpenAI | Streamlit ⚡
    COPY-PASTE FIX
    Robby-chatbot: Your AI application to chat with CSV, PDF, TXT files and YouTube videos. Get instant answers and summaries from your data using natural language. Built with Langchain, OpenAI, Streamlit.
  • lowtopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, chatbot, gpt-4, langchain, nlp, openai, streamlit
    COPY-PASTE FIX
    ai, chatbot, gpt-4, langchain, nlp, openai, streamlit, rag, data-analysis, document-qa, youtube-summarizer, self-hosted-ai

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 yvann-ba/Robby-chatbot
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. OpenAI GPT-4 · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. Pinecone · recommended 1×
  5. Unstructured.io · recommended 1×
  • CATEGORY QUERY
    How to build an AI assistant for querying information from my PDF and CSV files?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. GPT-3.5 Turbo
    4. Pinecone
    5. Unstructured.io
    6. LlamaIndex
    7. Haystack
    8. Cohere
    9. Hugging Face Transformers
    10. Weaviate
    11. Google Cloud Document AI
    12. Google Cloud Vertex AI Embeddings API
    13. Google Cloud Vertex AI Vector Search
    14. Gemini
    15. PaLM 2
    16. Azure AI Search
    17. Azure OpenAI Service
    18. Azure AI Document Intelligence
    19. pypdf
    20. PyMuPDF
    21. pandas
    22. sentence-transformers
    23. FAISS
    24. transformers

    AI recommended 24 alternatives but never named yvann-ba/Robby-chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help analyze tabular data and summarize YouTube videos using natural language?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Claude 3
    4. Microsoft Copilot
    5. Notion AI
    6. Eightify
    7. Trinka.ai
    8. QuillBot

    AI recommended 8 alternatives but never named yvann-ba/Robby-chatbot. 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 yvann-ba/Robby-chatbot?
    pass
    AI did not name yvann-ba/Robby-chatbot — 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 yvann-ba/Robby-chatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yvann-ba/Robby-chatbot 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 yvann-ba/Robby-chatbot solve, and who is the primary audience?
    pass
    AI did not name yvann-ba/Robby-chatbot — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite