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 Jobs Recommender Agentfind remote software engineer roles that match my python and react skills"
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.
MCP Jobs Recommender
An AI-powered Job Recommender Agent built using the Model Context Protocol (MCP) to provide personalized job recommendations using LLMs and external tools.
📌 Features
MCP-based AI Agent
Smart Job Recommendations
Resume / Skills matching
Tool integrations via MCP
🏗️ Project Structure
mcp-jobs-recommender-agent/ ├── app.py ├── main.py ├── mcp_server.py ├──
requirements.txt └── README.md⚙️ Installation
git clone https://github.com/jsuryanm/mcp-jobs-recommender-agent.git cd
mcp-jobs-recommender-agent pip install -r requirements.txt▶️ Run
streamlit run app.py
🛠️ Tech Stack
Python, MCP, Groq, Apify Client ,Streamlit
⭐ Support
If you like this project, please star the repo!