Orchestrating & connecting agents · 80 articles
Building, orchestrating and connecting agents — MCP servers, Claude Agent SDK, multi-agent systems.
A new architectural guide demonstrates how to secure Model Context Protocol (MCP) server endpoints using Open Policy Agent (OPA) with Quarkus, preventing unauthorized tool execution by LLMs.
Why it matters
Prevent autonomous agents from running destructive commands on your systems by enforcing robust access control policies on MCP tools.
Open full storyGoogle Labs has open-sourced Stitch Skills, a collection of Model Context Protocol compatible agent skills for Google Stitch. It enables AI coding assistants like Claude Code and Cursor to seamlessly convert frontend code to designs and generate React components.
Why it matters
You can now integrate Google Stitch directly with Claude Code or Cursor to automate design-to-code and layout generation tasks.
Open full storyHugging Face successfully contained an autonomous AI agent intrusion that exploited dataset processing code-execution paths. The incident highlights the need for dedicated, local forensic environments to bypass hosted model safety guardrails during incident response.
Why it matters
You need a local-run capable model ready to audit agent logs if your infrastructure relies on autonomous systems.
Open full storyA single native, clearly labelled placement in front of engineers who build with AI, backed by transparent numbers.
Claim the slotStar Fleet, a new desktop system built on TypeScript and Bun, successfully solved 19 open Erdős math problems. The architecture orchestrates 20 parallel agentic 'starships' running GPT-5.6, integrated with Lean 4 verification and local SMT solvers.
Why it matters
Developers can study this multi-agent verification pattern to build highly reliable, self-correcting agent pipelines using localized tools and formal language checkers.
Open full storyA comprehensive feature and workflow comparison evaluates Mistral Vibe for Code, Claude Code, OpenAI Codex, and Cursor across five dimensions. Mistral Vibe earned the top score due to its aggressive pricing, open-weights models, and flexible self-hosting options.
Why it matters
As AI coding agents transition from experimental tools to core developer infrastructure, balancing model capabilities with operational cost and hosting control is becoming critical for development teams.
Open full storyToolport is a local Model Context Protocol (MCP) gateway that connects multiple AI clients to a shared set of MCP servers. By using lazy tool discovery, it reduces tool-definition token overhead by up to 96%.
Why it matters
You can configure your MCP servers once and share them across Cursor, Claude Code, and Codex while reducing your token costs.
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