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From the Ecosystem
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MCP:AI工具的USB-C,多数开发者仍未跟上2024年新范式
MCP: The USB-C of AI Tools, Addressing Developers' Outdated AI Assistant Workflows
朋友调试bug时用AI助手反复复制粘贴,效率低到让人抓狂?这其实就像2010年用手机。AI工具正在经历一场协议变革,MCP就像USB-C,旨在标准化AI集成。可惜,多数开发者还没跟上这波新范式。
Neuralink研发全脑手术机器人,攻克脑疾病
Neuralink Developing Surgical Robot Capable of Reaching All Brain Regions for Universal Neural Interface
马斯克的Neuralink公司又搞大动作了!他们正在研发一款能抵达大脑任何区域的手术机器人,想开发通用脑机接口来解决所有脑部疾病。不过,目前还处于研究阶段,没获得FDA批准哦。
AI Agent工具“黑箱”揭秘:eBPF洞察MCP调用底层行为
Unveiling MCP Tool's Hidden Footprint: How eBPF Exposes AI Agent's True Kernel Interactions
AI Agent调用外部工具时,表面看只是一个简单的API,但背后却可能触发复杂的系统调用和内核操作。本文告诉你,eBPF如何像“X光”一样,精准透视这些MCP工具的真实底层行为,帮助开发者深入理解和优化AI应用,尤其是在GPU等复杂环境下。
May 7, 2026 #ebpf#ai agents
AI Agent运行时安全盲区:工具响应投毒成新威胁
AI Agent Security Vulnerability: Runtime Blind Spot in Tool Responses Leads to New Attack Vector
嘿,搞AI的朋友们注意了!AI Agent安全出了个新问题,现在黑客能通过工具响应“投毒”,让Agent执行恶意指令,传统扫描器还抓不住。OWASP都把它列为新攻击类型了,大家得赶紧重视起来,特别是在Agent调用外部工具时要小心!
May 7, 2026 #mcp#ai agents
Preact 与 Astro 4 高并发场景性能对决:谁是优化王者?
Preact vs. Astro 4: A High-Scale Performance Benchmark for Modern Web Applications
最新性能基准测试显示,在处理百万级日活的高并发场景下,Astro 4凭借其部分水合与SSR优势,在TTI、传输字节和运营成本上均超越Preact 10。对于内容优先型应用,Astro的岛屿架构或成未来主流。
May 7, 2026 #preact#astro
LLM最佳实践:从通用工具到专用自动化脚本生成器
Leveraging LLMs: From General-Purpose Tools to Self-Automating Specific Solutions
大模型(LLM)的真正价值在哪?这篇文章有个独到观点:LLM不只是万金油,它最牛逼的地方是能帮你打造出更高效、更专用的工具。简单说,如果LLM能完成一件事,它也能写代码来自动化这件事,让它自己“功成身退”,省钱又提效!
May 7, 2026 #llm#automation
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Agent Skill Ecosystems

Discover platforms for finding and sharing reusable agent capabilities.

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awesome

Awesome Agent Skills

A curated collection of official and community-built AI agent skills, compatible with Claude, Gemini…

官方与社区精选兼容多智能体平台高质量非AI生成
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awesome

Awesome Cyber Skills

A curated list of hacking environments for AI agent developers to train and practice cybersecurity s…

精选训练环境网络安全实践合法安全学习
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awesome

Antigravity Awesome Skills

Installable GitHub library of 1,372+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, …

海量代理技能可安装库技能包与工作流
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Awesome Claude Code

Comprehensive Claude Code workflow collection covering Skills, Hooks, Slash Commands, and MCP Server…

Community-CuratedFull Workflow SuiteContinuously Updated
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Awesome MCP Servers

The most popular MCP server directory on GitHub with 40k+ Stars. Curated list covering databases, AP…

40k+ StarsCategory NavigationCommunity-Maintained
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Awesome Claude Skills

A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows, p…

精选技能列表Claude AI工作流定制代码技能
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Awesome GitHub Copilot

Community-contributed collection of custom agents, instructions, skills, and plugins to supercharge …

自定义智能体Copilot 技能插件扩展
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Awesome OpenClaw Skills

A curated collection of OpenClaw skills for AI agent developers, making it easy to discover and inst…

5400+ 技能技能发现与安装用例灵感
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Agent Skills

A platform providing a specification and showcase for AI agent skills, helping developers integrate …

技能格式规范客户端展示开发者文档
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AI Templates – Skills

Developer and enterprise-focused AI skill template collection. Offers ready-to-use workflows and age…

Enterprise TemplatesWorkflowsDeveloper-Friendly
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Glama MCP Directory

MCP ecosystem service discovery and aggregation platform. Provides online search, categorized browsi…

Service DiscoveryCompatibility TestingCategorized Search
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SkillsMP

Multi-platform AI agent skill marketplace supporting Claude, Cursor, and Antigravity. Features quali…

Quality ScoringCompatibility BadgesMulti-Platform
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Smithery Skills

Community-driven AI skill and MCP server marketplace. Displays activation counts, GitHub Stars, and …

Community-DrivenOnline CreatorActivation Stats
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mcp-get

CLI package manager for MCP Servers — like npm for MCP. Supports one-click install, update, and remo…

CLI ToolPackage ManagerOne-Click Install
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Agent Skills

Production-grade engineering skills for AI coding agents, encoding workflows, quality gates, and bes…

开发生命周期命令20项工程技能结构化开发工作流
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Google Agent Skills

A collection of agent skills for Google products and technologies, including Google Cloud, enabling …

谷歌云服务集成Gemini APIWell-Architected框架
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Tencent SkillHub

Tencent's official AI agent skill marketplace. Integrates with Tencent Cloud ecosystem, offering ent…

Official PlatformEnterprise-GradeWeChat Integration
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Matt Pocock's AI Skills

A collection of small, adaptable, and composable AI agent skills designed to resolve common developm…

解决代理痛点提升协作效率小型可组合
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Agent Skills Catalog

A catalog of instructions, scripts, and resources that AI agents can discover and use to perform spe…

AI智能体技能Codex集成可复用能力
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ClawHub.ai

Skill marketplace purpose-built for the OpenClaw ecosystem. Supports CLI one-click installation with…

CLI InstallVersion ManagementOpenClaw Ecosystem
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vendor

SkillHub.club

Zero-barrier skill playground for beginners and non-technical users. Provides visual skill browsing …

Beginner-FriendlyVisual BrowserNo-Code
free 🌐