#MCP

Finally Understanding What MCP Actually Does in Claude Code

A developer's take on what MCP actually does in Claude Code: it doesn't make Claude smarter, it lets it reach GitHub, databases, browsers, and other external systems. Plus the common myth that more MCP servers is better.

Plunger: See Exactly What Your AI Agent Is Sending to APIs

Plunger is an open-source HTTP client for AI agents with GUI, CLI, and MCP entry points sharing requests and history, offering variable validation against placeholder leaks, credential masking, and tamper-evident logs for observable, auditable API calls.

AI Agent Auto-Fills Timesheets: Webhook + MCP Power Law Firm Billing Drafts

The AI-MCP Agent platform shows how Webhook triggers and MCP tool connections build an AI Agent that auto-drafts billable consultant time entries — no chat interface, launched by enterprise end-of-day systems, generating reviewable time entries from calendars and messages.

RESTk + MCP in Practice: Let AI Agents Operate Your API Client Directly

RESTk uses a local MCP Server to let Claude Code, Cursor, and other AI assistants operate the API client directly, supporting automated audits, doc generation, and Agent-readiness scoring. Fully local, credential-redacted, approval-gated—demonstrating a new paradigm for AI Agent and dev tool integration.

What Makes Up an Agentic AI System? Five Core Components

MCP vs Function Calling: A Decision Framework for Agent Tool Selection

MCP vs LLM function calling: compare core differences, MCP's hidden operational costs, and a practical decision framework for agent tool selection.

MCP: The New Standard for AI Tool Integration — Are You Still Not On Board?

MCP (Model Context Protocol) is emerging as the unified standard for AI tool integration. This article covers its architecture principles, comparison with custom integrations, common first-week mistakes, and the vendor landscape.

Laravel Meets MCP Servers: A Practical Guide from Install to Test

Hands-on Laravel MCP package tutorial: setup and install, creating MCP servers and tools via Artisan, local vs remote registration, testing with the built-in inspector, and best practices for descriptions and safety annotations.

New Ideas for Agent Memory: The More You Use It, the Better You Remember

Agent Commons launches Agent notes: topic-based storage, tag retrieval, and read-count reinforcement. Frequently recalled memories rank higher—designed as "a notebook, not a vector database," available via HTTP, MCP, and A2A.

Building a Privacy-First Medical Imaging AI Agent with Claude and MCP

Build a privacy-first medical imaging AI agent with Claude and MCP: Aegis local de-identification and six narrow tools keep PHI and pixels local while the model only orchestrates.

A2A vs MCP vs ACP: The Protocol War Is Over, But Teams Are Still Paying for It

What's the difference between A2A, MCP, and ACP? ACP has been merged into A2A and is now history. This article analyzes the real cost of the protocol war, the two-layer MCP and A2A stack, what enterprise-ready really means, and the trade-offs you must accept when choosing a protocol.

Chatway MCP: Let ChatGPT and Claude Take Over Customer Support Tickets Directly

Chatway MCP lets AI assistants like ChatGPT and Claude manage support tickets, reply to messages, search contacts, and access knowledge bases via the MCP protocol—no code required.

Developer Builds Ad-Free MCP Prayer Times Plugin: Precise Calculations with 12 Algorithms

Developer launches ad-free ChatGPT plugin Muslim Prayer Reminder, built on MCP protocol with 12 astronomical standards, multi-school Asr times, high-latitude handling, and zero data tracking for automated daily prayer reminders.

REA Hands-On: Letting AI Agents Drive Ghidra Reverse Engineering with Natural Language

The open-source REA project uses MCP to let AI Agents like Claude Code and Cursor drive Ghidra and other reverse engineering tools, analyzing binaries, APKs, Electron apps, and packets in natural language with evidence-backed results, plus setup and legal tips.

Mycelium Finance Hands-On: How AI Agents Can Connect Directly to On-Chain Real-Time Data

Hands-on with Mycelium Finance's MCP server: how AI agents connect directly to Solana on-chain real-time data via tools like get_mycelium_allocation, plus the x402 payment mechanism and HTTP mirror.

MCP Server Tool Count Tested: From 5 to 100, Accuracy Doesn't Drop — It Actually Holds

1,932 runs tested: MCP servers with 5 to 100 tools show no accuracy drop on frontier models. But client costs diverge sharply — Claude Code tool search saves 59% of input tokens, while Codex CLI costs the most.

MCP Tool Call Security: The Agent Tool Surface Is the Attack Surface

MCP lets AI Agents call tools, but most teams overlook who decides the call. This article analyzes injection risks, trust boundary determination, and three missing defense lines.

I Added AI Agents to My To-Do App and Became the Most Useless Person in the Room

A developer hooked a multi-agent AI system into a to-do app: two code review bots argued for three days, a vector database enabled semantic search, and an agent chain burned 2M tokens delivering a pizza. As AI agents start collaborating, the human role in to-do management is being redefined.

AI Coding Keeps Writing Outdated APIs? Context7 MCP Solves Code Lag

AI coding assistants often write outdated API code due to knowledge cutoff dates. Context7 MCP Server lets coding agents fetch the latest official documentation context in real time via the MCP protocol, reducing debugging time from outdated APIs and improving coding efficiency.

daily.dev Brings AI Agents into the Developer Feed

daily.dev adds MCP protocol support so AI agents like Claude, Cursor, and Codex can read personalized developer feeds, search posts, save bookmarks, and more.