Rsync patches 33 security vulnerabilities in critical update
PLUS: Linux 7.2 reverts DRM scheduler, Mold 2.42 performance boost, QEMU 11.1 adds UFS 4.1 emulation
China-linked hackers deploy StormEncryptor via N-central exploit
PLUS: GKE's ClusterNetworkPolicy for Kubernetes, NVIDIA Nova Rust driver for Linux 7.3, Intel Xeon 678X benchmarks
Linux kernel lockdown bug exposed legacy I/O handlers
PLUS: Cloudflare's Wasm browser for AI agents, prompt injection via Ask AI buttons, BigQuery's 35% speed boost
AMD Safe RET cracked by interrupt timing attack
PLUS: OVHcloud's Reed-Solomon NVMe architecture, dbt Labs slashes AI costs with warehouse pre-processing, Apple M4 driver fixes
OpenAI model escapes sandbox, hacks Hugging Face
PLUS: How DeepSeek R1 learned to self-correct, MCP's agent tool standard, and ServiceNow's $40M banking AI bet
AWS shows MCP standardizing computer vision AI agents
PLUS: Google tests 180 agent setups, Big Tech's $1.65T hidden AI debt, and RAG systems with expiring facts
AWS shows how MCP servers enable visual AI agents
PLUS: Sheetz migrates 11,000 VMs off VMware, building anti-hallucination RAG systems, how autoregressive generation actually works
How to Choose an MCP Server (A Developer Decision Framework)
A five-criteria framework for choosing an MCP server. Covers maintenance status, auth, transport compatibility, and the archived-server trap most tutorials miss.
MCP Server Tutorial — How to Build an MCP Server in 15 Minutes
A hands-on MCP server tutorial. Learn how to build an MCP server in Python or TypeScript with the official SDKs, connect it to Claude, and avoid the common mistakes.
What Is an MCP Server and How Does It Work
An MCP server exposes tools, resources, and prompts that AI models discover and invoke at runtime. Learn how MCP servers work, the four server types, and how to connect one to Claude.
We Scanned Every Skill We List — Here's How It Compares to Snyk's 13.4%
Original research: we built a 4-layer security scanner for AI agent skills and ran it against our entire curated directory. The result: 0% flagged with critical or high issues — compared to Snyk's 13.4% in the unvetted ecosystem.
DoorDash's LLM jury system judges AI annotations
PLUS: Intel's ACE accelerator for x86, Claude Code's new MCP features, and why agent tool costs keep rising
AI friendly codebases are your new competitive moat
PLUS: Building production MCP servers with AWS AgentCore, DeepSeek's 400% speedup explained, and 9 AI tools enabling botnets
Inscribe cuts fraud detection to 90 seconds with multi-model agents
PLUS: Why agent accuracy crashes past 20 MCP tools, LeRobot v0.6.0 adds world models, HippoRAG's 60% reasoning boost
AWS launches serverless gateway for multi-agent systems
PLUS: Inscribe cuts fraud detection to 90 seconds, GitHub Copilot adds first open-weight model, knowledge graph RAG breakthrough
EU's $100B data center plan overlooks Iceland
PLUS: Build local AI coding agents with Ollama and Continue, Ollama 0.19's 93% MLX speed boost on Apple Silicon
Our Directory's Search Is Built on MCP
How we dogfooded our own product: the My MCP Shelf website's natural-language search is powered by the exact same engine we ship as an MCP server. Here's the architecture, how it works, and why.
We Scanned 574 MCP Servers: The 2026 Security Landscape, In Our Own Data
Original research: we ran an automated CVE watchlist, static analysis, and dependency scan against every server in our MCP directory. Here's what we found — including 3 critical vulnerabilities in widely-trusted tools.
MIT's Murakkab makes AI agents faster and leaner
PLUS: Gemini 3.5 Flash gains computer use, Huntington redacts 400M+ documents with AWS, and 5 production RAG patterns
Oracle cuts 21,000 jobs citing AI automation
PLUS: Why MCP tools hit 1.1M tokens, $48K fine-tuning vs $1.5K LoRA comparison, production guardrails implementation
Top 10 Most Reliable MCP Servers — June 2026
Monthly reliability report ranking the most dependable MCP servers by stars trajectory, issue response time, fork activity, download trends, and commit frequency.
Anthropic blocks Fable & Mythos, triggering India's AI crisis
PLUS: x86 ACE spec for AI compute, why autonomous agents fail in production, building agents in Rust
Microsoft routes GitHub through AWS for AI coding
PLUS: AWS Strands Evals automates agent debugging, and Respond.io raises $62.5M for AI customer service at $35M ARR
Claude Skills and MCP Together: Patterns for Real Workflows
Everyone says Claude Skills and MCP are complementary. Nobody shows what that looks like in practice. Here are the three composition patterns and when each one applies.
MCP Architecture by Use Case: Coding Agent, Data Agent, Support Agent
Concrete MCP reference architectures for three real agent types. What servers to connect, which transport to use, and where each pattern breaks under production load.
MCP Architecture Decisions: Transport, Multi-Server Design, and Hosting
A decision framework for developers architecting systems with MCP servers. Covers stdio vs Streamable HTTP transport, single-server vs multi-server topology, and self-hosted vs managed gateway tradeoffs.
Why AI can't replace engineers and the sandwich framework
PLUS: AWS case study shows 6 engineers replace 30 developers, and Opendoor shuts India ops for AI-native teams
Anthropic Agent Skills: What They Are and How They Work
Anthropic Agent Skills are reusable, folder-based capability packages for Claude. Learn how they work, what Anthropic ships out of the box, and how to build your own.
Apple's $1B Gemini deal for Siri AI
PLUS: Anthropic's RSI-native Mythos model, government equity stakes in AI labs, and the $200B automation reality check
Stanford's OpenJarvis runs agents at 800× lower cost
PLUS: Gemma 4 deletes encoders for multimodal on 16GB laptops, Anthropic's agent containment architecture, and Langfuse observability guide
Introducing The MCP Security Standard: A 6-Dimension Framework for Evaluating MCP Servers
We're publishing The MCP Security Standard — a complete, reproducible security framework for MCP servers covering transport encryption, authentication, token lifecycle, input validation, data flow, and dependency health. Free to use for enterprise procurement and server authors alike.
NVIDIA's 550B Nemotron runs impossibly fast at 300 tok/s
PLUS: AWS shows how to secure MCP servers with OAuth, building feature stores that prevent training-serving skew, scaling Claude Code with git worktrees
Verizon Connect deploys agentic AI to 100,000 fleet managers
PLUS: Hermes Agent's autonomous coding loops ship PRs overnight, why Google's AI can't spell 'Google', Illinois mandates AI safety audits
Why models fail in production: the harness problem
PLUS: Microsoft's Webwright beats browser agents, MCP's hidden production costs, and when agents should actually stop
Claude Skills Examples: 12 Practitioner Use Cases
Claude Skills solve real, repetitive problems. This post shows 12 concrete examples: writers eliminating tone inconsistency, designers enforcing brand automatically, ops teams cutting manual data work in half. No coding required.
Understanding SKILL.md: The Universal Skill Format
SKILL.md is the emerging open standard for AI agent skill definitions used by Claude, Cursor, VSCode Copilot, Vercel, and other platforms. This guide covers the anatomy, patterns, validation, and cross-platform compatibility you need to build or deploy skills effectively.
Nvidia's Vera: First CPU built for AI agents
PLUS: AWS SageMaker adds OpenAI-compatible API, polling shows widespread AI opposition, MIT research on technology and jobs
ZAYA1-8B beats GPT-5 on math using AMD GPUs
PLUS: Why most LLM servers waste 80% of GPU memory, agent architecture failures, and healthcare's data crisis
First AI discovered zero-day exploited in wild attacks
PLUS: Spatial computing's AI shift, 70% say AI moves too fast, and the automation economics paradox
SpaceX's $1.75T IPO merges rockets with AI
PLUS: First AI-discovered zero-day in the wild, 70% say AI moving too fast, and patient-side health AI raises $9M
MCP Definition: What MCP Means in AI
MCP stands for Model Context Protocol — an open standard that lets AI models connect to external tools and data sources. Here's what it means, how it works, and why it matters.
How to Use Skills in Cursor: A Complete Agent Skills Tutorial
Learn how to create, configure, and invoke Cursor Skills to give your AI agent reusable capabilities. Covers setup, file structure, invocation, subagents, and Rules vs Skills.
AI Agent Governance: How Git-Native Standards Solve the Enterprise Problem
Most AI agent governance frameworks stop at policy. Git-native standards like GitAgent go further, baking auditability, portability, and human oversight directly into the agent definition. Here is how it works.
What Are Claude Skills? The Complete Guide
Claude Skills are reusable packages of instructions and code that extend what Claude can do — automatically. Here's how they work, how they compare to MCP and Projects, and which ones are worth installing.
90% of executives report zero AI impact
PLUS: Gemma 4 MoE vs Dense on Mac, building fraud detection in Snowflake, how cross-encoders actually rerank
Stanford reveals AI trust gap: 84% vs 44%
PLUS: Amazon Nova training inside Snowflake, voice AI architectures for production, and MiniMax's self-evolving breakthrough
Cursor Agent Skills: Complete Guide for 2026 (Skills vs Rules Explained)
Learn how Cursor Agent Skills work, how they compare to Rules, and why skills built in Cursor work across 30+ AI coding tools including VS Code, GitHub Copilot, and Claude Code.
Deploying MCP Servers in Cloud-Native Environments
Complete guide to deploying MCP servers with SSE/WebSocket for cloud scalability, remote teams, and distributed architectures.
Deploying MCP Servers in Enterprise SaaS Environments
Complete guide to enterprise-grade MCP server deployment with SSO, audit logs, SLAs, and production-ready features.
Deploying MCP Servers Locally and via CLI
Complete guide to deploying MCP servers for local development, stdio-based communication, and CLI workflows.
Deploying MCP Servers in Self-Hosted and VPC Environments
Complete guide to deploying MCP servers in your own infrastructure, VPC, or data center for complete data control and compliance.
Mistral Document AI hits 95% accuracy for enterprises
PLUS: Altman calls Pentagon deal 'sloppy' amid employee revolt, military AI startups emerge, and Amazon Lex's CI/CD breakthrough
SAP's RPT-1: Foundation models crack tabular data
PLUS: OpenAI splits GPT-5 into instant vs. thinking models, why 40% of multi-agent projects will fail, and markdown as agentic UI protocol
Shelf Spotlight: Semiotic MCP Server
How the Semiotic React data visualization library ships a first-class MCP server that lets AI assistants generate correct chart code without writing React by hand.
Kin: Semantic version control built for AI agents
PLUS: SAP's tabular foundation model, OpenAI's instant vs thinking split, and V-RAG video generation
AWS revenue projections double to $600B on AI
PLUS: UK reverses AI copyright plans after artist revolt, and Pokemon Go's unexpected robotics role
Google Drive MCP Server: Which One Should You Use?
There are at least four distinct Google Drive MCP server implementations — and they are not equivalent. Here is a practical breakdown of capabilities, OAuth security, and which one fits your setup.
Slack MCP Server: Which Implementation Is Right for Your Use Case
Five Slack MCP server implementations exist and they are not interchangeable. This guide breaks down the official server, korotovsky, ubie-oss, and others — with a decision framework for personal, dev, and production use.
GitHub MCP Server Enterprise Configuration Guide
GitHub MCP Server is enterprise-ready in capability but not in default configuration. Here is the evaluation framework, the configuration decisions that matter, and where it still has gaps.
A quiet week in AI news
PLUS: AWS Lex development updates and Accenture's Speedtest acquisition news
Microsoft and Mistral's 95%+ accurate document AI
PLUS: New model releases from leading labs, enterprise AI adoption updates, and this week's deployment tools
MCP vs REST API: Why Your MCP Server Shouldn't Just Be a REST Proxy
The dominant MCP implementation pattern is architecturally wrong. Learn why wrapping REST endpoints degrades LLM performance, and how to design MCP servers around agent intents instead of database operations.
MCP vs API: What's Actually Different (And When to Use Each)
A clear comparison of MCP (Model Context Protocol) and traditional APIs. Learn when to use each, how the architecture differs, and why MCP doesn't replace APIs—it orchestrates them for AI agents.
Superpowers: The Skills Framework That Makes Claude Code a Disciplined Engineering Partner
With 40k+ GitHub stars and more installs than Playwright on the Claude Code marketplace, Superpowers by Jesse Vincent is one of the most important open-source tools in the agentic AI ecosystem. Here's what it is, how it works, and why it matters.
Beginner's Guide to MCP: Everything You Need to Know to Get Started
A complete beginner-friendly introduction to the Model Context Protocol (MCP). Learn what MCP is, how it works, and get started in 15 minutes with no coding experience required.
5 Recent MCP Security Vulnerabilities & How to Protect Your Systems (2025-2026)
Critical analysis of the latest Model Context Protocol security vulnerabilities including RCE exploits, prompt injection attacks, and supply chain compromises. Learn how to patch these flaws and prevent future exploitation.
MCP Security Best Practices for Teams (2026)
Comprehensive guide to securing Model Context Protocol implementations. Learn authentication strategies, supply chain hardening, runtime security, and evaluation frameworks from former Microsoft Xbox and blockchain security expert.
MCP Tutorial: Build Your First Server in 15 Minutes [2026 Guide]
Most MCP tutorials start with architecture diagrams and protocol specs. By the time you understand what you're building, you've lost interest. This guide is different. In 15 minutes, you'll have a working MCP server.
Shelf Spotlight: Jetski — The Missing Operations Layer for MCP Servers
Discover how Jetski adds authentication, analytics, and real-time visibility to your MCP servers with zero code changes. Part of the HyprMCP platform.
MCP Operator: Kubernetes-Native MCP Server Deployment & Validation
Deploy MCP servers to Kubernetes with automatic protocol validation, scaling, and monitoring. MCP Operator brings production-grade infrastructure to AI tooling.
What is an MCP Server? The Complete Guide to Model Context Protocol
Learn what MCP servers are, how they work, and why they're transforming AI integrations. Comprehensive guide covering architecture, use cases, and getting started with Model Context Protocol.
MCP Tools: The Complete Guide to Finding & Using Tools in 2025
Comprehensive guide to MCP tools covering what they are, how they work, platform-specific implementations, comparisons with alternatives, and how to find & evaluate 600+ tools for your AI applications.
MCP Client: What It Is, How to Choose One, and Getting Started
Your comprehensive guide to MCP clients—learn what they are, how they work, and which one to choose for your AI workflow with detailed comparisons and setup instructions.
Building a Production Notion MCP Gateway: Complete Technical Guide
Build a production Notion MCP gateway in Python. Handle >25 relations, add custom retry logic, deploy to Docker. Complete code + config included.
Solving the Notion 25-Reference Limit in MCP: Complete Field Research Report
Deep technical analysis of Notion's 25-reference API limit with tested workarounds, performance benchmarks, and production-ready solutions for MCP servers.
What is Model Context Protocol? Complete Guide for 2025
The complete guide to Model Context Protocol (MCP): how it works, why it matters, and how to implement it. Learn the universal standard for AI-tool integration.
MCP Server Architecture Diagram – From Spaghetti Integrations to Lego Bricks
Deep dive into MCP server architecture with diagrams, real code examples, and production deployment patterns. Learn how to build standardized AI integrations that replace custom API wrappers.
Deploying MCP Servers in Production: A Security-First Guide
Production-ready MCP deployment guide covering architecture, security, performance, observability, and operational best practices for enterprise environments.
How to Build Your Own MCP Server: A Complete Developer's Guide
Learn to build production-ready MCP servers from scratch. Covers architecture, development, testing, deployment, and real-world integration examples.
What is MCP in AI? A Complete Guide to Model Context Protocol
Comprehensive guide to Model Context Protocol (MCP)—what it is, how it works, and how to use it to build powerful AI applications with standardized tool access.
Best GitHub Alternative Open Source Platforms: The Complete 2025 Guide
A comprehensive guide to self-hosted and managed open-source Git platforms.
Understanding Our MCP Quality Standards
Learn about the rigorous quality criteria we use to curate only the best Model Context Protocol servers for our directory.
Welcome to My MCP Shelf
Build your curated collection of Model Context Protocol servers - your gateway to connecting AI assistants with external tools and services.
How to Build an MCP Server
A step-by-step guide to building your first Model Context Protocol (MCP) server from scratch — covering architecture, tools, TypeScript and Python implementations, testing, and deployment.
Mastra MCP Server: Complete Guide to @mastra/mcp
Complete guide to Mastra's @mastra/mcp package. Learn MCPClient listTools vs listToolsets, how to build an MCPServer, multi-tenant patterns, and production security gotchas.
SQL MCP Server
Everything you need to know about SQL MCP servers — from Microsoft's official DAB implementation to community tools, security architecture, real-world case studies, and a decision framework for your stack.
What is MCP in AI? The Complete Guide to Model Context Protocol
What is MCP in AI? Model Context Protocol is the open standard that lets AI models connect to external tools, data, and services. Go beyond the basics with this technical deep dive—architecture, security risks, real comparisons, and where MCP is headed.
MCP Protocol Explained: The Complete Technical Guide to Model Context Protocol
Comprehensive guide to Model Context Protocol (MCP) architecture, implementation, and ecosystem. Learn how MCP servers work, the protocol specifications, and how to integrate them into your AI workflows.
Building a Carbon-Neutral Marketing Stack with MCP
How to create an environmentally conscious marketing workflow using Model Context Protocol servers for SEO auditing, green hosting verification, content management, and carbon tracking.