Model Context Protocol (MCP)

Headlines · 2

1. 3d
   Tsinghua's THUNLP, ModelBest and OpenBMB release open-source PilotDeck 2.0 agent OS

   Tsinghua's THUNLP lab, together with ModelBest, OpenBMB and other teams, released PilotDeck 2.0, an open-source agent operating system built around WorkSpace units that isolate each project's file system, memory store and skill set, according to QbitAI. The system makes memory "white-box" — users can view, edit, delete and pin entries — and adds a Dream mode that consolidates scattered memories while idle plus an Always-on mode that keeps long-running tasks going after the chat window is closed; it natively supports MCP across web, CLI and IM entry points such as WeCom and Feishu. The team says PilotDeck scored 79.1 on Workbuddy Bench with Qwen3.6-35B-A3B versus 77.3 for Claude Code, and that on seven hard long-horizon tasks a "Sonnet 4.6 planner plus MiniMax-M2.7 worker" routing setup scored 70.6 at $3.15, against 69.1 at $18.36 for standalone Sonnet 4.6. PilotDeck is released under AGPL-3.0 for macOS, Linux and Windows, with a Docker deployment option.

   GitHub Trending（每日） · 🔥 0
2. Oct 12
   WebMCP: designing websites so AI agents can call structured tools

   This article, reposted from the Agentic AI Foundation blog, explains WebMCP, a proposed standard that lets websites register structured tools through document.modelContext so AI agents can call site functions with defined input schemas. It shows both script-based registration and a declarative HTML form path, describes how WebMCP differs from MCP and MCP Apps, and stresses that tools should still use existing access controls and input validation. Experimental implementations exist in Chrome through a flag and origin trial, a Cloudflare developer preview, and Brave's Leo assistant, while a June preprint tested tool-surface poisoning in a polyfill environment.

   O’Reilly Radar · 🔥 0

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