RRepoGEO

REPOGEO REPORT · LITE

mayooear/langchain-supabase-website-chatbot

Default branch main · commit 53020a79 · scanned 6/7/2026, 4:48:18 AM

GitHub: 700 stars · 188 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 mayooear/langchain-supabase-website-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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository. Choose an appropriate open-source license (e.g., MIT, Apache-2.0, or GPL-3.0) and add its full text to this file.
  • highreadme#2
    Clarify README's opening to position as a reference implementation

    Why:

    CURRENT
    # LangChain & Supabase - Create a ChatGpt Chatbot for Your Website

> [!IMPORTANT]
> This project is no longer actively maintained and is kept here for reference.
> Please do not expect responses to new issues or pull requests.
    COPY-PASTE FIX
    # LangChain & Supabase - Create a ChatGpt Chatbot for Your Website

> [!IMPORTANT]
> This project is no longer actively maintained and is kept here as a **reference implementation** for building a website chatbot. It demonstrates how to use LangChain, Supabase, Typescript, OpenAI, and Next.js for this purpose. Please do not expect responses to new issues or pull requests.
  • mediumtopics#3
    Refine repository topics for better categorization

    Why:

    CURRENT
    chatgpt, gpt3, langchain, nextjs, notion, openai, supabase, typescript
    COPY-PASTE FIX
    chatgpt, gpt3, langchain, nextjs, notion, openai, supabase, typescript, **website-chatbot, site-assistant, llm-app, vector-database-example, fullstack-ai, web-scraping**

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 mayooear/langchain-supabase-website-chatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Dialogflow ES/CX
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Dialogflow ES/CX · recommended 1×
  2. Dialogflow Messenger · recommended 1×
  3. RasaHQ/rasa · recommended 1×
  4. botfront/rasa-webchat · recommended 1×
  5. Microsoft Azure Bot Service · recommended 1×
  • CATEGORY QUERY
    How to integrate an intelligent conversational agent into a modern web application?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow ES/CX
    2. Dialogflow Messenger
    3. Rasa (RasaHQ/rasa)
    4. Rasa Webchat (botfront/rasa-webchat)
    5. Microsoft Azure Bot Service
    6. Azure Bot Framework SDK
    7. Azure Bot Framework Web Chat (microsoft/BotFramework-WebChat)
    8. Amazon Lex
    9. AWS Amplify (aws-amplify/amplify-js)
    10. Tidio
    11. Intercom
    12. Zendesk Chat
    13. spaCy (explosion/spaCy)
    14. NLTK (nltk/nltk)
    15. Hugging Face Transformers (huggingface/transformers)
    16. React (facebook/react)
    17. Vue (vuejs/core)
    18. Angular (angular/angular)

    AI recommended 18 alternatives but never named mayooear/langchain-supabase-website-chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Guide to creating an AI-powered site assistant using a vector database?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate (weaviate/weaviate)
    3. Qdrant (qdrant/qdrant)
    4. Chroma (chroma-core/chroma)
    5. Faiss (facebookresearch/faiss)
    6. Milvus (milvus-io/milvus)
    7. Vald (vdaas/vald)

    AI recommended 7 alternatives but never named mayooear/langchain-supabase-website-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
    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 mayooear/langchain-supabase-website-chatbot?
    pass
    AI did not name mayooear/langchain-supabase-website-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 mayooear/langchain-supabase-website-chatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mayooear/langchain-supabase-website-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 mayooear/langchain-supabase-website-chatbot solve, and who is the primary audience?
    pass
    AI did not name mayooear/langchain-supabase-website-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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mayooear/langchain-supabase-website-chatbot — 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