Blog Posts | Joshua Berkowitz

29 Articles

2025 × MCP ×

Turning Agents Into Sharable Software: Inside Docker’s cagent

A small utility that feels like a platform: Docker's cagent turns AI agents into sharable, runnable software. Teams often build a clever assistant or a small cluster of cooperating agents. Then real-w...

AI agents Docker Go MCP Open Source Reproducibility

Sep 23, 2025

0 9999

Github Repos

Paper2Agent: Transforming Research Papers into Interactive AI Agents

Research papers are traditionally require readers and reviewers to interpret code, methods, and results independently. Paper2Agent aims to transform published research into interactive AI agents allow...

AgentScope AI agents AutoGen Azure AI Agents Claude Code Code2MCP computational biology LangGraph MCP NotebookLM OpenAI Assistants OpenDevin open source reproducibility Stanford tutorial extraction

Sep 21, 2025

0 13816

Github Repos

Smolagents: Code-first, Multi-step AI agents

smolagents is Hugging Face 's small, intentionally minimal Python library for building agentic systems that think in code. It gives you a multi-step loop, tools, and models without a forest of abstrac...

AI agents CodeAgent Hugging Face MCP Open Source smolagents

Sep 12, 2025

0 66506

Github Repos

Agentic Web Interfaces: Building Websites That Welcome AI Agents

The paper "Build the web for agents, not agents for the web" proposes a reorientation of how we design the modern web: rather than forcing AI systems to operate through human-centered pages, we should...

AWI MCP Playwright Safety web agents WebArena

Sep 10, 2025

0 16071

Papers

The Model Context Protocol Registry: Building the Backbone for AI Server Discovery

The Model Context Protocol Registry is an open, standards-driven catalog and API for MCP servers. If you are building or running AI tools that speak MCP, the registry is the connective tissue that tur...

AI registry API DevOps Enterprise Go Kubernetes MCP Open source Package validation Subregistries

Sep 9, 2025

0 50303

Github Repos

Context Engineering: How to Build High‑Signal AI Agents

Context Engineering: How to Build High‑Signal AI Agents Context is the new battleground for AI agents. While the focus had been on prompts and models, the real difference between demos and production ...

AI agents coding agents compaction context engineering MCP RAG subagents tool design

Sep 8, 2025

0 10296

News

MCP-Universe: Real-World Benchmarking For Agents That Use MCP

The Model Context Protocol (MCP) has quickly become a common interface for connecting large language models to external tools and data. By design, it looks like a USB-C port for AI applications: a sta...

benchmark LLM agents MCP Salesforce AI Research tool use

Sep 5, 2025

0 8525

Papers

Claude Code PM: Shipping Better Software with Spec-driven, Parallel Workflows

Claude Code PM from Automaze is a pragmatic workflow for turning product specs into epics, GitHub issues, and ultimately production-grade code, all with full traceability. The repository documents a c...

Agentic workflows AI engineering Automaze Claude GitHub Issues MCP Project management

Sep 5, 2025

0 10890

Github Repos

DeepCode: An Open Agentic Coding System That Turns Papers Into Code

DeepCode from the Data Intelligence Lab at The University of Hong Kong (HKUDS) is an open agentic coding system that turns research papers and natural language requirements into working code. It aims ...

agents code-generation HKU MCP Paper2Code Python RAG research-reproduction Streamlit

Sep 3, 2025

0 32945

Github Repos

Agent Client Protocol: Making Agentic Editing Portable

The Agent Client Protocol (ACP) is an open effort by Zed Industries to standardize how code editors talk to AI coding agents. If the Language Server Protocol decoupled languages from editors, ACP aims...

ACP AI Agents Code Editors JSON-RPC MCP Open Source Rust TypeScript

Aug 31, 2025

0 61963

Github Repos

mcp-agent: Build composable AI agents on MCP

mcp-agent from LastMile AI is a Python framework that connects the dots between the low-level Model Context Protocol and high-level, production-friendly agent patterns. It manages MCP server lifecycle...

Agents AI Frameworks Anthropic LastMile AI MCP OpenAI Swarm Python

Aug 24, 2025

0 12155

Github Repos

Introducing LiveMCPBench: Evaluating Models on Large Tool Set Usage

A new arXiv preprint, LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools , from the Chinese Academy of Sciences and UCAS, introduces a benchmark to test AI agents in realistic tool-rich environme...

AI benchmarking AI tools Artificial Intelligence MCP MCP Server

Aug 13, 2025

0 9229

Papers

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