MCP Student Assistant
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@MCP Student AssistantWhat is Rahul's attendance?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
š MCP Student Assistant
An AI-powered Student Assistant built with the Model Context Protocol (MCP). It exposes a set of student-focused tools ā attendance lookup, marks calculator, notes search, college rules, and a math calculator ā through an MCP server, with a companion CLI client powered by Groq's Llama 3.3 70B for natural-language interaction.
⨠Features
Tool | Description |
Calculator | Evaluate arbitrary math expressions (e.g. |
Attendance | Look up a student's attendance record from |
Marks | Compute a student's average across Math, Physics, Chemistry, Java & Python |
Notes Search | Search for keywords inside |
College Rules | Display all college rules from |
For questions that don't match any tool, the client falls back to Groq's Llama 3.3 70B model for general-purpose answers.
Related MCP server: Personal Toolkit MCP Server
š Project Structure
MCP/
āāā server.py # MCP server ā registers all tools
āāā client.py # CLI client ā keyword routing + Groq fallback
āāā attendance.py # Attendance lookup (pandas + CSV)
āāā marks.py # Average marks calculator (pandas + CSV)
āāā notes.py # Keyword search across PDF notes
āāā pdf_reader.py # PDF text extraction (pypdf)
āāā calculator.py # Simple eval-based calculator
āāā rules.py # Reads college rules from a text file
āāā requirements.txt # Python dependencies
āāā .env # Environment variables (GROQ_API_KEY)
āāā data/
āāā attendance.csv # Student attendance records
āāā marks.csv # Student marks (5 subjects)
āāā notes.pdf # Course notes (PDF)
āāā notes.txt # Course notes (plain text)
āāā rules.txt # College rules
āāā students.csv # Student rosterš Getting Started
Prerequisites
Python 3.10+
A Groq API key (free tier available)
1. Clone the repository
git clone <repo-url>
cd MCP2. Create a virtual environment (recommended)
python -m venv venv
# Windows
venv\Scripts\activate
# macOS / Linux
source venv/bin/activate3. Install dependencies
pip install -r requirements.txt4. Configure environment variables
Create a .env file in the project root (one is already included):
GROQ_API_KEY=your_groq_api_key_here5. Run the application
Option A ā MCP Server (exposes tools over the MCP protocol):
python server.pyOption B ā CLI Client (interactive chat with keyword routing + Groq fallback):
python client.pyš¬ Usage Examples
Ask : What is Rahul's attendance?
ā {'Name': 'Rahul', 'Days_Present': 42, 'Total_Days': 50, ...}
Ask : Show me Priya's average marks
ā Average = 82.4
Ask : What are the college rules?
ā (displays all rules from rules.txt)
Ask : Search notes for machine learning
Keyword : machine learning
ā (matching lines from notes.pdf)
Ask : Calculate 25+50*2
ā 125
Ask : What is the capital of France?
ā (answered by Groq Llama 3.3 70B)
Ask : exit
ā (exits the program)š ļø Tech Stack
MCP (Model Context Protocol) ā tool registration & server
Groq ā LLM inference (Llama 3.3 70B)
pandas ā CSV data processing
pypdf ā PDF text extraction
python-dotenv ā environment variable management
š License
This project is for educational purposes.
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