Model Context Protocol

The Model Context Protocol is an emerging framework designed to enhance how AI systems understand and retain user-specific information during interactions. By structuring contextual memory in a secure and scalable manner, this protocol allows models to provide more personalized, consistent, and meaningful responses across sessions. It’s a vital step toward making AI smarter, more adaptive, and user-centric without compromising privacy.

AI for IT Leaders: Secure Internal Chatbot Deployment with RAG & MCP | Prevent Data Leaks

AI for IT Leaders: How to Safely Deploy Internal Chatbots and Knowledge Tools Without Data Leaks

Ravi Jain
IT leaders on the secure deployment of internal AI chatbots and knowledge automation tools within an organization. It emphasizes that while these tools offer significant productivity benefits, they pose serious risks, including data exfiltration, prompt injection attacks, and compliance violations (especially for regulated industries like healthcare and finance). To mitigate these dangers, the text advocates for implementing specific architectures like Retrieval-Augmented Generation (RAG) and Model Context Protocol (MCP), which keep sensitive corporate data separate from the AI model's training process and enforce strict access controls. The guide then outlines a six-phase step-by-step approach covering governance definition, technology selection, data protection measures, access control integration, continuous monitoring, and user training to ensure safe and effective adoption. ... Read More
AI Integrations That Actually Work: Connecting Teams, 3CX, and Helpdesk for Instant Resolutions Make this sqaure image

AI Integrations That Actually Work: Connecting Teams, 3CX, and Helpdesk for Instant Resolutions

Ravi Jain
AI-powered workflow automation to connect three critical business systems: Microsoft Teams, the 3CX phone system, and various helpdesk systems. It asserts that traditional integrations fail due to disconnected data and manual handoffs, but AI-driven solutions introduce intelligent context awareness and predictive routing to streamline support operations. The text details how AI enhances each platform, such as enabling ticket creation directly from Teams and providing intelligent screen pops during 3CX calls. Finally, the document positions a company named Technijian as the expert partner for implementing these integrated solutions, promising significant reductions in ticket resolution time and improvements in customer satisfaction. ... Read More
Model Context Protocol (MCP) Explained

Model Context Protocol (MCP) Explained: The Safer Way to Connect AI to Your Systems

Ravi Jain
An extensive overview of the security risks associated with integrating Artificial Intelligence (AI) tools—such as ChatGPT and Claude—into business systems, highlighting that this creates a massive, often unsecured, attack surface. It explains the Model Context Protocol (MCP), an open standard designed to standardize these integrations, but stresses that adopting MCP without proper security controls creates “keys to the kingdom” scenarios vulnerable to attacks like prompt injection and token theft. The text then outlines a comprehensive, 12-step security implementation playbook that organizations, particularly Small and Mid-sized Businesses (SMBs), must follow to safely deploy MCP, including mandatory authentication, robust input validation, and continuous security testing. Finally, the document details the services offered by Technijian, an IT provider specializing in secure MCP architecture design and AI security management to help SMBs navigate these complex threats and maintain compliance. ... Read More
MCP Servers

MCP Servers 101: Safely Exposing Your Data and Tools to LLMs 

Ravi Jain
MCP (Model Context Protocol) Servers, detailing their architecture, purpose, and benefits as a secure method for integrating Large Language Models (LLMs) with enterprise data and tools. The text outlines how MCP Servers solve the critical dilemma of achieving dynamic, context-aware AI while maintaining enterprise-grade security through features like multi-layered authentication, data filtering, and robust auditing for compliance. The document also introduces Technijian, a managed IT services provider, which offers specialized consulting, deployment, and ongoing support services to organizations looking to implement and manage MCP Server solutions across various industries like healthcare and finance in Southern California. Ultimately, the sources describe MCP Servers as the standardized, secure solution for maximizing LLM utility without compromising sensitive corporate resources. ... Read More
ChatGPT Can Now Connect to MCP Servers

ChatGPT Can Now Connect to MCP Servers: Complete Implementation Guide for 2025

Ravi Jain
AI, specifically ChatGPT's integration with Model Context Protocol (MCP), a new open standard developed by Anthropic. This integration, released in June 2025, allows businesses using ChatGPT Enterprise, Education, or Team to connect their proprietary data sources directly to ChatGPT, breaking down information silos and enabling employees to access company data through conversational AI. The document outlines the technical implementation process, crucial security considerations, and various business applications, while also discussing limitations, future developments, and the competitive landscape. It emphasizes the importance of trusted MCP servers and careful data governance to mitigate risks like prompt injection. ... Read More