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Chatbot implementation

Skill aiskillstore/marketplace/skills/abdulsamad94/chatbot-implementation

Details of the RAG Chatbot, including UI and backend logic.From its SKILL.md

Install
npx -y skills add aiskillstore/marketplace --skill chatbot-implementation

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • no licenseNo license file was found in the repository. Code published without one is not open source by default, so using it at work is a question for whoever answers licensing questions where you are.

SKILL.md

1.2 KB, 286 tokens by cl100k_base, as published. Nobody here has run it

Chatbot Logic

Overview

A specialized RAG (Retrieval Augmented Generation) chatbot that helps users learn from the textbook content.

Backend

  • Route: app/api/chat/route.ts
  • Logic:
    1. Receives query and history.
    2. Embeds query using Gemini or OpenAI embedding model.
    3. Searches Qdrant (vector DB) for relevant textbook chunks.
    4. Constructs context from matches.
    5. Generates response using Gemini Flash/Pro.

Vector Search (Qdrant)

We use Qdrant for storing embeddings of the textbook.

  • Collection: textbook_chunks (or similar).
  • Fields: text, source, chunk_id.

UI Component

  • Location: textbook/src/components/Chatbot/index.tsx.
  • Features:
    • Floating chat window.
    • Size controls (Small, Medium, Large).
    • Markdown rendering of responses.
    • Context selection (highlight text to ask about it).
    • Mobile responsive design.
    • Auth awareness (personalizes answer based on user profile).

Styling

  • CSS: styles.module.css (Premium animations, shadow effects).
  • Themes: Dark/Light mode compatible (using --ifm variables).

What ships with it: 1 file

13.6 KB alongside SKILL.md

Keep looking

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