mcp

An opinion piece arguing that MCP servers often fail because teams build them without confirming real user demand, and recommends validating with actual struggling users and early usage instrumentation before committing.

Cloudflare is open sourcing Cloudflare OS, an open platform that gives every employee an AI agent and workspace grounded in company context, skills, and internal systems.

PullMD is an open-source, self-hostable service that converts web pages, PDFs, Office documents, EPUBs, images, audio, and YouTube videos into clean Markdown, with a REST API, MCP server, and PWA frontend.

This paper investigates when hybrid computer-use agents actually choose to use MCP tools versus screenshots, finding that tool availability alone does not guarantee adoption: a reasoning model improves while a non-reasoning model degrades. It also explores training and context compression strategies to close the adoption gap and reduce token costs.

This video tutorial explains how to use the MCP protocol to let an AI Agent drive CATIA V5 modeling, including installation/configuration and automatic 3D model generation.

Dover MCP lets you run your hiring process directly from Claude or ChatGPT, integrating AI assistants with recruitment workflows.

The article describes a capability layer for AI agents that lets them discover, pay for, and verify external services with strict controls like spending limits, durable receipts, and replay protection, applied to EU compliance tools.

BackEngine MCP is a product that makes private company knowledge usable for AI, presumably via the Model Context Protocol.

OpenWork offers a free, open-source alternative to Claude Cowork, letting you bring your own LLM keys and integrate all your existing agents via MCP, with desktop apps for all major platforms.

A security analysis paper comparing emerging AI agent communication protocols (MCP, A2A, Agora, ANP) using STRIDE and a white-box Strix scan, highlighting risks and providing a comparative risk assessment framework.

This post explains how integrating MCP (Model Context Protocol) into Agentic RAG systems allows each data domain to manage its own MCP servers, enabling standardized data access, security, and decoupled evolution of retrieval systems.

The author built a service that exposes Google Patents data as structured JSON over MCP, letting AI agents query patent claims, citations, family graphs, and summaries across many patent offices, with pay-per-event pricing.

Introducing the open-source project Firecrawl: a web data API that converts any URL into clean Markdown/JSON, supports AI interactions and whole-site crawling, designed specifically for LLMs and Agents, with 25k+ GitHub stars.

The author shares experience building a human-in-the-loop approval system for an enterprise agent platform, emphasizing that the approval step must be a true blocking pause with editable parameters and first-class rejection/editing outcomes, and asks how others structure agent suspension.

Xberg is a local content intelligence framework (Rust core, MIT) that extracts text from 101 document formats via MCP server or CLI, reconstructs reading order and tables, and chunks for context windows—all on-device for AI agents.

Promotional tweet for the book 'Agentic Coding with OpenAI Codex CLI' by Daniel Vaughan, a comprehensive guide to building agentic AI workflows with OpenAI's Codex CLI, covering MCP, hooks, sub-agents, CI/CD, and enterprise deployment.

Glasp MCP Connector lets users search their highlights and notes directly inside Claude and ChatGPT.

Armature is a new product analytics tool for AI agent sessions, capturing user intent, agent thinking, and success scores via an SDK for MCP servers, with automatic PII redaction.

WebMCP is a protocol implemented by MCP-B that lets websites act as MCP servers, exposing browser JavaScript functionality to LLMs as tools via tab or extension transports. The codebase is maintained for historical reference only.

Free live webinar on building better AI agents in Java, led by James Ward of AWS, covering tools, MCP, and agent design patterns.