Enterprise MCP Servers & Autonomous n8n Workflow Hub
Custom Model Context Protocol (MCP) server architecture connecting enterprise databases and SaaS tools with autonomous n8n workflows.
Automated end-to-end client onboarding, data enrichment, and CRM sync
Unified ERP, CRM, Slack, Google Workspace, and proprietary databases
Strict JSON schema validation prevents erroneous agent actions

Project Architecture & Objectives
Key Capabilities Delivered
Designed and deployed custom MCP servers in TypeScript and Python following official MCP specifications
Architected 30+ complex n8n workflows including conditional branching, error retries, and rate-limit backoffs
Implemented bidirectional tool calling allowing AI agents to query SQL/NoSQL databases, fetch tickets, and update CRMs
Configured robust authentication layers with API tokens, HMAC signatures, and zero-trust permissions
Deployed self-hosted n8n and MCP servers on Dockerized cloud infrastructure with real-time health checks
Engineering Challenges & Solutions
Critical architectural hurdles solved to deliver performance, security, and scale.
Deterministic Agent Tool Calling on High-Stakes Data
LLM agents occasionally hallucinate arguments or trigger dangerous mutating tool calls when schemas lack strict validation.
Implemented comprehensive Zod and Pydantic schemas on all MCP endpoints with pre-flight parameter verification and dry-run safety modes.
Visual Systems & User Experience


Technologies & Infrastructure
Have a Complex AI or Full-Stack System in Mind?
Whether you need custom MCP servers, RAG pipelines, autonomous n8n workflows, or scalable SaaS backends, let's build it right the first time.