Automation Architect

I automate what others do by hand

Transforming 100 hours of manual work into 1 click

Through MCP servers and agent systems. Building AI infrastructure that eliminates manual work and creates intelligent automation.

AI/MCP expertise • Agent systems • Process automation

See MCP Demo AI Systems
300+
MCP Tools Built
Single API → Complete automation ecosystem
2 weeks → 2 hours
Integration Time
From manual setup to automated deployment
0%
Error Rate
vs 15% manual processing errors

Automation Cases

Show, Don't Tell

Real automation solutions with measurable impact. See how manual processes become elegant automated systems.

Agent Infrastructure

Insurance Service MCP Monitor

Problem:

Manual monitoring of service settings and anomaly detection

Solution:

MCP server with 300+ tools for real-time monitoring and configuration

Before Manual checks every 2-4 hours
After Real-time monitoring + alerts
Result 24/7 automated oversight
Impact Detects anomalies within 30 seconds
MCPOpenAPIPythonCLIModular Architecture
Production
OpenAPI
MCP Server
300+ Tools
Process Automation

Access Management Bot

Problem:

Manual processing of access requests took 2-4 hours per batch

Solution:

Multi-format input processing → Automated Excel generation

Before 2-4 hours per batch
After 5 minutes per batch
Result 85% time reduction
Impact Handles 50+ requests simultaneously
PythonOCRSpeech RecognitionExcel ProcessingTelegram Bot
Production
Multi-Input
AI Processing
Excel Output
AI Infrastructure

Agent Memory Architecture

Problem:

Agents losing context between sessions

Solution:

Vector + Graph hybrid memory with TTL policies

Before No persistence
After Smart memory
Result 90% context retention
Impact Intelligent conversations
LangChainVector DBGraph MemoryTTL PoliciesQuality Metrics
Production
Vector Store
Graph Memory
Smart Retrieval

About Me

Building systems at the intersection of business and engineering

I specialize in creating systems that actually work. MCP servers over OpenAPI, agent memory and orchestration, n8n automations, and user-friendly dashboards with Next.js SSR. I work at the intersection of business and engineering—quickly building MVPs and taking them to implementation.

MCP Development

Wrapping OpenAPI/internal services into MCP servers so agents can perform real operations.

Agent Memory

Vector + graph memory, TTL/merge policies, audit trails, quality metrics.

Orchestration

LangChain/LangGraph, multi-tool pipelines, planners, safety gates.

Automation

n8n workflows (webhooks, retries, alerts, logs), Python service utilities.

I love experiments on the bleeding edge: LangGraph, LangChain, Graphiti, FastMCP, memory-routing, tool graphs, smart guardrails. I genuinely believe agent systems are the next step, and I'm passionate about making them practical: less magic, more value.

Current Tech Stack

Systems in production

Frontend
Next.js TypeScript
Orchestration
LangChain n8n
MCP Layer
~300 Tools FastMCP
Backend
Python FastAPI
99.9%
Uptime
< 200ms
Response
15+
Automations

Expertise

Technical & Business Solutions

Specialized in bridging business requirements with cutting-edge automation and AI technologies.

Business & Insurance Domain

Business Analysis

Requirements & Implementation

Stakeholder communication, user stories, UAT, priority management. Leading partners (banks/insurance), conducting demos, training teams.

Discovery User Stories UAT Stakeholder Management Process Documentation
Document Systems

Dynamic Templates & Forms

Apache Velocity templates for insurance documents. Versioning, validation rules, unified template system.

Apache Velocity Document Templates Form Validation Version Control Content Management

Development & AI Technologies

MCP Development

Agent-Ready Systems

~300 MCP tools from internal APIs. Modular loading, key-based sharding, multi-agent reuse.

MCP Servers OpenAPI Wrapping Tool Orchestration Agent Integration API Design
Automation

n8n & Python Workflows

Integration pipelines, alerts, retries, logging. Bots for access management without APIs.

n8n Workflows Python Automation Telegram Bots Integration Pipelines Process Optimization
Web Development

Full-Stack Solutions

TypeScript/Next.js applications with SSR. Time tracking systems, credit application forms.

Next.js TypeScript SSR Serverless FastAPI
AI Integration

LLM & Agent Systems

Memory systems (vector + graph), orchestration (LangChain/LangGraph), guardrails.

LangChain Vector Memory Agent Orchestration LLM Integration Smart Guardrails

Ready to discuss your project?

Get in Touch

Experience

AI/MCP Development • Automation • Business Implementation

Building AI infrastructure and automation systems. Domain expertise in FinTech/InsurTech processes.

Automation Architect • MCP Developer

AI/MCP Development

2022 — Present

Remote • Freelance + Projects

Building cutting-edge AI infrastructure: MCP servers, agent systems, and automation workflows that eliminate manual work.

Key Achievements

  • ▸ Built internal MCP server with ~300 tools - single API to complete automation ecosystem
  • ▸ Developed agent memory architecture: Vector + Graph hybrid with TTL policies
  • ▸ Created n8n automation pipelines: integrations, alerts, retries, logging systems
  • ▸ Built no-API automation: screenshot/voice/Excel → validated Excel (0% error rate)
  • ▸ Developed LangChain orchestration with multi-agent workflows and guardrails
  • ▸ Created time tracking systems and serverless applications (TS/Next.js/FastAPI)

Technologies

MCP LangChain Vector DB n8n Python Next.js TypeScript FastAPI Agent Systems

Business Implementation • Process Expert

InsurTech/FinTech Service

2022 — Present

Russia (Remote) • Domain Context

Applied AI/automation expertise in insurance domain. Partner management and process implementation experience.

Key Achievements

  • ▸ Partner meetings generated 3000+ applications for Sovcombank box insurance
  • ▸ Sogaz partnership resulted in 1000+ box insurance applications
  • ▸ Multiple banks connected for mortgage insurance partnerships
  • ▸ Automated document templates system using Apache Velocity (reduced manual errors)
  • ▸ Led partner onboarding processes for banks and insurance companies
  • ▸ Built unified template system reducing document duplication

Technologies

Apache Velocity OpenAPI Jira YouTrack Airtable Process Automation

Core Skills

AI & Automation

  • MCP Development
  • Agent Systems
  • LangChain Orchestration
  • Vector Memory
  • n8n Workflows
  • Python Automation

Technical Stack

  • TypeScript
  • Next.js
  • FastAPI
  • Vector DB
  • OpenAPI
  • Agent Architecture

Process Implementation

  • System Integration
  • Process Optimization
  • Training & Support
  • Quality Assurance
  • Automation Design

Business Context

  • Requirements Gathering
  • Stakeholder Management
  • Partner Onboarding
  • Process Documentation

Featured Projects

Real-world solutions that make a difference

From enterprise automation to cutting-edge AI integration - projects that solve actual business problems.

Production Agent Infrastructure
Agent Infrastructure

Internal MCP Server

Comprehensive MCP server wrapping frontend OpenAPI with ~300 tools. Modular loading via CLI, key-based sharding, multi-agent reuse.

MCP OpenAPI Python +2

Key Features

  • ▸ ~300 MCP tools from single API
  • ▸ Modular loading system
  • ▸ Key-based sharding
  • +2 more features
Private Repository
Live Enterprise Implementation
Enterprise Implementation

Sovcombank Insurance Launch

Led presentation and successful launch of "box insurance" for Sovcombank and Sovcombank Insurance. Full process training and ongoing support.

Business Analysis Process Design Training +1

Key Features

  • ▸ Stakeholder presentations
  • ▸ Team training programs
  • ▸ Process documentation
  • +2 more features
Private Repository
Production Document Automation
Document Automation

Dynamic Document Templates

Unified template system using Apache Velocity for major insurers (RGS, Sogaz, Renaissance, PARI, PSB, VSK). Reduced duplication, increased flexibility.

Apache Velocity Document Generation Version Control +1

Key Features

  • ▸ Multi-insurer compatibility
  • ▸ Dynamic content generation
  • ▸ Version control system
  • +2 more features
Private Repository
Production Automation
Automation

Access Management Bot

No-API access management bot processing screenshots/text/Excel/voice input and generating valid Excel for bulk upload. Eliminates manual errors.

Python OCR Speech Recognition +2

Key Features

  • ▸ Multi-format input processing
  • ▸ OCR for screenshots
  • ▸ Voice-to-text conversion
  • +2 more features
Private Repository
Completed Web Application
Web Application

Time Tracking System

Client-server time tracking application built with TypeScript and Next.js SSR. Real-time monitoring and reporting capabilities.

TypeScript Next.js SSR +2

Key Features

  • ▸ Real-time time tracking
  • ▸ Client-server architecture
  • ▸ Detailed reporting
  • +2 more features
Private Repository
Deployed Serverless
Serverless

Credit Application Form

Serverless credit application form with Next.js and TypeScript. Optimized for performance and user experience.

Next.js TypeScript Serverless +1

Key Features

  • ▸ Serverless deployment
  • ▸ Form validation
  • ▸ Progressive enhancement
  • +2 more features
Private Repository

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