Mcp
29 articles about mcp.
The Gap Between Agent Memory and Agent Execution - You Need Both
An AI agent with perfect memory but no way to act is just a chatbot. An agent with execution capability but no memory forgets everything between sessions.
Why Backend Tasks Still Break AI Agents - Tool Response Design Matters
AI agents fail on backend tasks not because models are weak but because tool responses are poorly designed. Write full data to files and return compact summaries instead.
Blast Radius - What Happens When Your AI Agent Gets Compromised
MCP servers limit blast radius by design with UI-only access, no shell, no filesystem. But in practice, both tools often run in the same session. Here is how to assess the real risk.
Claude Code Skills Are Mini Startup Wrappers - How Playwright MCP Ties 30+ Skills Together
With 30+ Claude Code skills and Playwright MCP as the glue, each skill is essentially a mini startup wrapper. How browser automation ties together social media posting, testing, and more.
How CLAUDE.md Files and MCP Servers Work Together for Project Structure
CLAUDE.md maps out your project while MCP servers extend what the agent can do. Together they create a structured workspace the agent actually understands.
MCP Tool Responses Are the Biggest Context Hog - How to Compress Them
MCP server tool responses silently eat your context window. Here is how to compress accessibility tree data and other MCP outputs before they fill your token budget.
Using MCP to Let AI Agents Control macOS via Accessibility APIs
MCP servers that expose macOS accessibility APIs give AI agents structured control over any application. Add voice input and you get hands-free desktop automation.
Giving Claude Code Eyes and Hands with macOS Accessibility APIs
macOS accessibility APIs give Claude Code the full accessibility tree of any app - turning a coding assistant into a desktop agent with real eyes and hands through MCP servers.
Using Claude Chat to Orchestrate Claude Code via MCP
Run 5 Claude Code agents in parallel on the same repo with CLAUDE.md as the shared brain. Claude Chat acts as the orchestrator through MCP server connections.
Is MCP Dead? No - 10 MCP Servers Solve Problems CLI Cannot
MCP is not dead. Running 10 MCP servers daily reveals they solve fundamentally different problems than CLI tools - like accessing the macOS accessibility tree, browser state, and native app UIs.
How to Debug MCP Servers That Stop Working
MCP servers break silently. Check the initialize handshake, restart the server process, verify the transport layer, and inspect Claude Desktop logs.
MCP Servers Need Interactive UI - Raw JSON Is Not Enough
Most MCP servers return raw JSON that agents struggle to interpret. Calendar and scheduling tools need interactive UI responses with structured actions, not data dumps.
Building an MCP Server That Combines macOS Accessibility APIs With Screen Capture
The biggest unlock for desktop AI agents: an MCP server that wraps macOS accessibility and screen capture so the AI can see what is on screen and click things.
Using MCP Servers for Desktop Automation, Not Just Chat
Most people use MCP to add tools to chat interfaces. The real power is chained workflows across native apps - browser automation, accessibility tree traversal, and memory systems as an automation backbone.
How MCP Servers Changed My Coding Workflow After 10 Years of Backend Dev
MCP servers eliminated copy-pasting between apps. Direct tool interaction from Claude Code changed how a backend developer writes and ships code.
MCP Servers That Pipe Raw Data Beat REST API Wrappers
The most useful MCP servers send raw data into context - transcripts, accessibility trees, full documents. The ones that just wrap a REST API add a layer of abstraction nobody needs.
MCP Servers That See Your Screen vs Ones That Read Your Clipboard
Screen-aware MCP servers using macOS accessibility APIs are far more powerful than clipboard-reading alternatives. They understand context, not just copied text.
Octopus Cognition - Why AI Agents Split Brain from Arms
The best AI agent architecture separates reasoning (LLM) from execution (MCP tools) like an octopus. Each arm does its own perception through accessibility tree traversal.
Open Source MCP Server for macOS Accessibility Tree Control
How an open source MCP server uses macOS accessibility APIs to traverse UI trees, screenshot elements, and click controls - giving AI agents native app control.
Using Playwright MCP with Claude Code for Daily Browser Automation
How Playwright MCP with Claude Code handles daily browser tasks like scraping engagement data, filling forms, and automating repetitive web workflows.
Why Removing Unused MCP Servers Speeds Up Claude Code More Than Removing Skills
Trimming unused MCP servers made way more difference than removing skills. MCP servers are actual processes that all have to handshake on startup.
Skip MCP for Native Mac Apps - Use the Accessibility API Instead
Why setting up MCP servers for native Mac app control is overkill when the accessibility API already gives you everything you need - no servers, no config.
Skills vs MCP vs Plugins - What's the Difference?
Skills inject instructions into conversations. MCP servers give agents new tools. Plugins are platform-specific integrations. Most people confuse all three - here is a clear breakdown.
Skip AI Frameworks - Use the API and MCP Servers Directly
Why writing a custom MCP server with 500 lines of code beats months of fighting LangChain and other AI frameworks for real projects.
Session State Management for AI Agents - Why Agents Forget and How to Fix It
The challenge of maintaining state across AI agent sessions - tool call chains, conversation history, and file context. How agents need session management like web apps.
MCP Config Management Is Broken - Why We Need an App Store for AI Integrations
The biggest friction with MCP is setup and config management. Running 12+ MCP servers for a desktop agent means editing JSON configs manually. An app store model would fix this.
You Do Not Need an MCP Server for Every Mac App - Accessibility APIs as a Universal Interface
Instead of building a separate MCP server for each macOS app, use the accessibility API as a single universal interface. One integration controls every app on your Mac.
Using Claude as an Execution Layer - Markdown Specs, MCP Tools, No Traditional Code
What happens when your entire app is markdown specs that Claude executes, with MCP servers as the only real code. A year of building this way.
I Installed 20 MCP Servers and Everything Got Worse - Why Fewer Is Better
More MCP servers means hundreds of tool definitions competing for attention. Stripping down to 3 servers made Claude pick the right tool on the first try.