MCP Jobs Recommender Agent
Click on "Deploy 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
Related MCP server: Workopia
🏗️ 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!
This server cannot be deployed
Maintenance
Related MCP Connectors
AI job search MCP — fact-checked jobs, application tracker, alerts. ChatGPT, Claude, Cursor.
Job application tracker for developers - AI agents write over MCP, you review in a dashboard.
Resume builder with native MCP — create and edit resumes from your AI assistant.
Generate tailored, ATS-optimized resume PDFs and cover letters from a job description, over MCP.
Related MCP Servers
- AlicenseNot gradedqualityCmaintenanceJobPilot is a next-generation career assistant powered by AI Agents and the Model Context Protocol (MCP). It acts as your personal recruiter, tirelessly searching for jobs on platforms like LinkedIn, optimizing your resume for specific job descriptions (JD), and even automating the application process. Designed for the age of AI, JobPilot exposes a full MCP server, allowing you to connect it with2MIT
- AlicenseNot gradedqualityDmaintenanceAI job search, resume builder, and career advice via MCP2MIT
- AlicenseAqualityBmaintenanceEnables searching over 1 million enriched job listings from 20,000+ companies directly from MCP-compatible AI tools. Provides tools for job search, company profiles, and AI-powered similar job recommendations with real-time data updates.486 npm2MIT
- AlicenseNot gradedqualityCmaintenanceAI-powered job search and resume customization MCP server that automates job searching and tailors resumes for each role.MIT