MCP Server vs API: What's the Real Difference?
MCP servers provide bidirectional tool calling with context management, while traditional APIs are unidirectional request-response patterns.
Product updates, deep technical guides, and India-first operating lessons for teams deploying Model Context Protocol servers.
The pillar guide tying together every cluster on this blog — architecture, security, deployment, platforms, integrations, and where MCP is headed next.
MCP servers provide bidirectional tool calling with context management, while traditional APIs are unidirectional request-response patterns.
A complete, hands-on walkthrough: build a real two-tool MCP server in Python and TypeScript, test it with the MCP Inspector, and connect it to Claude Desktop.
MCP's lifecycle has three real, distinct phases — initialization/capability negotiation, normal operation, and shutdown — and understanding the handshake specifically explains a lot of otherwise-confusing client behavior.
Comprehensive checklist for securing MCP servers in production environments.
CVE-2025-6514 is a real, CVSS 9.6 critical vulnerability in mcp-remote that let a malicious MCP server trigger OS command execution on a connecting client via a crafted OAuth redirect URL. Here's exactly how it worked and how to check if you're affected.
Analysis of real-world attack scenarios targeting MCP servers and prevention strategies.
Complete guide to building MCP servers from the ground up with TypeScript and Python.
Best practices for developing robust MCP servers that scale and maintain well.
Common programming patterns and anti-patterns for MCP server development.
Deploying MCP servers on AWS infrastructure with best practices.
Deploying MCP servers on Microsoft Azure platforms.
Deploying MCP servers on Google Cloud Platform.
Slack now ships its own official MCP server, which replaced and archived Anthropic's earlier community reference implementation — letting AI agents read, search, and post in a workspace with the same permissions as the connecting user.
Google runs an official, remote-hosted MCP server for Gmail alongside Calendar, Drive, and other Workspace apps — plus a healthy ecosystem of community-built alternatives if you need something the official server doesn't cover.
Google runs a dedicated, official MCP server for Calendar as part of its per-app Workspace MCP model — letting an agent list events and schedule meetings within the authenticated user's existing calendar permissions.
Building MCP servers for WooCommerce e-commerce platform.
Building MCP servers for Salesforce CRM integration.
Building multi-agent systems with MCP servers for collaborative AI workflows.
Community members share their experiences building their first MCP servers.
Not invented startup testimonials — real, publicly documented MCP launches from companies that actually shipped, with sources you can check yourself.
Detailed case studies of enterprise MCP implementations.