MCP

Featured · overlaps parent/sibling tag

Same exploration path · Agent core

Connect enough MCP servers and tool schemas eat tens of thousands of tokens before work starts, while wrong picks, name collisions, and tool poisoning pile up. Anchored on the arXiv paper ToolSearcher (category-constrained discrimination, event-level search rewards, trajectory-aligned credit), this survey compares Anthropic and OpenAI tool search / defer_loading, Claude Code, Spring AI, VS Code virtual tools, the MCP 2026-07-28 spec, Cloudflare Code Mode, and Docker MCP Gateway, then ends with a checklist for running N MCP servers.

Featured · overlaps parent/sibling tag

Same exploration path · Agent core

How the Claude Code extension stack fits together in 2026, from CLAUDE.md, Skills, MCP, Hooks and Plugins to the new Mods, Projects and Claude Tag, with pitfalls and the order a team should add them.

Featured · overlaps parent/sibling tag

Same exploration path · Agent core

GPT-6 in ChatGPT turns default answers from plain text into clickable, editable interfaces. Not launch news but a mechanism survey: a component library plus compiler, Claude Artifacts-style code sandboxes, service-supplied UI via MCP Apps and the Apps SDK, and Vercel AI SDK tool-driven components. Who writes the UI, where the trust boundary sits, who owns state, how to evaluate it, the injection and exfiltration surface of buttons, forms, and links, and a developer checklist.