Custom MCP Server
Designed, built and hosted a large-scale custom MCP server with 240+ tools and an AI Agent โ enabling AI-Agentic development workflows across databases, codebases, APIs, DevOps, monitoring systems and product knowledge bases.
Senior Product Software Engineer architecting agentic AI systems, custom MCP servers, and enterprise automation workflows that think, decide, and execute at scale.
Who's behind the code
@AI_Engineer
class Arivazhagan_S:
full_name = "Arivazhagan S"
title = "Senior Product SW Engineer"
company = "Wolters Kluwer ELM Solutions"
location = "Chennai, Tamil Nadu, India"
contact = {
"๐ฑ mobile": "+91 70100 09295",
"๐ง email": "arivazhaganazhagan98@gmail.com",
"๐ผ linkedin": "linkedin.com/in/ariv98",
"๐ portfolio": "ariv98.github.io/ariv98",
}
def mission(self):
return (
"Architect agentic AI systems "
"that think, decide, and execute "
"at enterprise scale."
)
I'm a Senior JAVA Product Developer and AI Systems Architect specializing in Agentic AI architecture, enterprise Java systems, and intelligent automation. My work focuses on bridging the gap between human intent and machine execution.
From designing MCP servers with 240+ tools to building custom AI knowledge engines without RAG โ I architect systems that solve real enterprise problems.
My engineering arsenal
What I've architected at the cutting edge
Designed, built and hosted a large-scale custom MCP server with 240+ tools and an AI Agent โ enabling AI-Agentic development workflows across databases, codebases, APIs, DevOps, monitoring systems and product knowledge bases.
Built a custom AI knowledge retrieval system over multi-GB datasets and source codes for high-accuracy domain-specific AI reasoning โ without relying on RAG.
Engineered a fully automated Agentic AI-driven system performing end-to-end product validation โ autonomously generating & executing test scenarios and producing validation reports using custom Agentic AI & Agent Skills.
Designed and built multiple custom AI Agents for the product โ purpose-built specialists for domain workflows, validations and automations.
Designed and implemented DataPrivacyShield โ a security middleware layer for the MCP platform that tokenizes and masks PII before it reaches LLMs, enabling secure AI-assisted workflows without exposing sensitive customer data.
Architected MCP server hosting & deployment strategies on Microsoft Azure โ covering scalability, security, authentication and session management.
Designed and developed a custom IntelliJ IDEA Ultimate plugin โ extending the IDE with intelligent capabilities and AI-powered developer tooling.
Advanced expertise in GitHub Copilot LLM models, custom Agents, SpecKit, MCP architecture, knowledge extraction, search indexing and AI tool orchestration for real-world enterprise products and use cases.
Advanced expertise on GitHub Copilot and Claude Agent capabilities including Sub-agents, Skills, Instructions, Hooks, Sessions, Contexts, Tokenization and Specks.
Extensive hands-on experience and advanced knowledge of Prompt Engineering โ building production-grade prompts for real-world enterprise use cases.
The foundation
Jeppiaar SRR Engineering College, Chennai
Sacred Heart Matriculation, Chennai
Sacred Heart Matriculation, Chennai
Where I've shipped real impact
Senior Product Software Engineer ยท Chennai ยท Direct Payroll
Senior Analyst ยท Custom Software Developer ยท Chennai ยท Direct Payroll
Always open to interesting AI & engineering conversations