Model Context Protocol (MCP)
Browse articles on Model Context Protocol (MCP) — tutorials, guides, and in-depth comparisons.
Model Context Protocol (MCP) is Anthropic's open standard for connecting AI models to external data sources and tools. Instead of building one-off integrations, you build an MCP server once and any MCP-compatible AI client can use it.
How MCP Works
AI Client (Claude Desktop, Cursor, Zed)
↕ MCP Protocol (JSON-RPC over stdio or SSE)
MCP Server (your code, or community servers)
↕
External System (files, databases, APIs, GitHub...)
Any tool you expose through an MCP server becomes available as a context resource or callable tool inside the AI client — no plugins, no custom API wrappers.
What You Can Connect
- Filesystem — read/write files, search codebases
- Databases — query PostgreSQL, SQLite, run migrations
- GitHub — browse repos, read PRs, create issues
- Slack — read channels, post messages
- Web browsers — Puppeteer automation, web scraping
- Custom APIs — wrap any REST endpoint as a tool
Quick Start — Build Your First Server
import { Server } from "@modelcontextprotocol/sdk/server/index.js";
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
const server = new Server({ name: "my-server", version: "1.0.0" });
server.setRequestHandler("tools/list", async () => ({
tools: [{
name: "get_weather",
description: "Get current weather for a city",
inputSchema: {
type: "object",
properties: { city: { type: "string" } },
required: ["city"]
}
}]
}));
server.setRequestHandler("tools/call", async (req) => {
const { city } = req.params.arguments;
// Call your weather API here
return { content: [{ type: "text", text: `Weather in ${city}: 22°C` }] };
});
const transport = new StdioServerTransport();
await server.connect(transport);
Learning Path
- Install community servers — filesystem, GitHub, PostgreSQL in Claude Desktop
- Understand the protocol — Resources vs Tools vs Prompts
- Build a custom server — TypeScript SDK, expose your first tool
- Debug with MCP Inspector — visual testing before wiring to a client
- Deploy — Docker, persistent config, multi-server setup
Showing 61–90 of 116 articles · Page 3 of 4
- Model Context Protocol Query Optimization: Tips for 10x Faster Responses
- Model Context Protocol on the Edge: Deployment Strategies for CDNs
- Model Context Protocol for IoT Devices: Optimizing for Low-Power Environments
- Migrating from REST APIs to Model Context Protocol: Complete 2025 Migration Guide
- MCP Test Automation with Playwright: Complete E2E Testing Guide
- MCP Semantic Routing: Intelligent Request Handling with Embedded AI
- MCP Security Best Practices: Protecting Your API Endpoints in 2025
- MCP Schema Validation: Preventing Breaking Changes in Your API
- MCP Penetration Testing: Identifying and Patching Security Flaws
- MCP Load Balancing Strategies: Handling Millions of Requests per Minute
- MCP Configuration Best Practices: Optimizing Your setup.yaml File
- MCP Caching Strategies: Reducing Latency in High-Traffic Applications
- MCP and gRPC: Building Hybrid API Architectures in 2025
- MCP and Function Calling: AI-Powered API Orchestration Patterns
- Load Testing MCP Services: JMeter Configuration for High Traffic Simulation
- Integrating Redis Caching into Model Context Protocol Services: A Complete Guide
- Integrating Model Context Protocol with GitHub Actions: A Complete CI/CD Pipeline Guide
- Integrating MCP with Vector Databases: Pinecone, Weaviate, and Qdrant
- Implementing OAuth 2.1 Authentication with Model Context Protocol: A Complete Guide
- Implementing Model Context Protocol in Kubernetes: A Complete Guide
- Implementing MCP in React Native Applications: Mobile Integration Guide
- Implementing MCP in Flutter Applications: Cross-Platform Guide
- How to Use Claude 3.7 with Model Context Protocol: Integration Guide
- How to Fix the CVE-2025-12XX Vulnerability in Model Context Protocol: Complete Guide
- How to Fix Slow Model Context Protocol Queries: Complete Troubleshooting Guide
- How to Fix MCP Connectivity Issues in Offline-First Mobile Applications
- How to Fix Hallucination Issues in AI-Enhanced MCP Implementations
- How to Fix Flaky Tests in Model Context Protocol Integration Suites
- How to Connect MCP with OpenTelemetry 2.0 for Advanced Observability
- GDPR Compliance Guide for Model Context Protocol Implementations