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MCP & skills
27 articlesFilter articles MCP & skills
Ideas to revisit
MCP & skills
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EmDash 1.0 separates plugin catalogs from publishing
EmDash 1.0 separates author identity, signed releases, plugin discovery, and runtime permissions. Installers verify records independently.
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Cloudflare redesigns its CLI for agents
Cloudflare launches cf in open beta, using Wrangler usage data to explain default JSON, command search, and typed configuration.
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Cloudflare 把 CLI 重新做给 Agent
Cloudflare 发布 cf open beta,用 Wrangler 的实际使用数据解释默认 JSON、命令搜索和类型化配置。
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Why pinning a Git SHA can still run different code
Plugin4Shell exposes a supply-chain gap: a pinned SHA records the expected version, but installers must also verify the actual HEAD after checkout.
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固定 Git SHA 为什么还可能跑到别的代码
Plugin4Shell 暴露了一个供应链边界:固定 SHA 只写下期望版本,安装器还必须在 checkout 后验证真实 HEAD。本文结合 Git 文档、本地无害复现和 GitHub 分支限制解释机制。
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skill-up: evaluate real stateful multi-turn sessions
Alibaba skill-up resumes real sessions turn by turn, letting skill evaluations test context continuity, intermediate state, and per-turn assertions.
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多轮 Skill Eval 不该把对话压成一包:skill-up 开始续接真实 Session
Alibaba skill-up 的 stateful 多轮模式逐轮恢复真实 Session,让 Agent Skill Eval 能检查上下文连续性、中间状态和逐轮断言。
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Why more agent tools can mean worse tool selection
How Tool Search loads definitions on demand, affects prompt caching, and differs from MCP connections and ARD resource discovery.
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Agent 工具越接越多,为什么反而更容易选错?读懂 Tool Search、MCP 与运行时发现
解释 Tool Search 如何按需加载工具定义,为什么它会影响 Prompt Cache,以及 MCP、Tool Search 和 ARD 分别解决什么问题。
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Skills Manager: sync one skill to multiple coding agents
Skills Manager distributes a local skill library to Claude Code, Codex, Cursor, and Gemini CLI while managing version and configuration consistency.
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Skills Manager:把一份 Skill 同步给多个 Coding Agent
介绍 Skills Manager 如何用本地 Skill Library 统一分发到 Claude Code、Codex、Cursor 和 Gemini CLI,并处理版本与配置一致性。
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Google packages Skills and MCP in one plugin
How the Google Cloud Developer Plugin packages Skills, MCP configuration, and rules, and what this means for distribution, versions, and permissions.
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Google 把 Skill 和 MCP 打成一个插件
拆解 Google Cloud Developer Plugin 如何把 Skill、MCP 配置和规则按 Agent Plugins 规范打包,暴露跨 Coding Agent 的分发、版本与权限问题。
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Munim Computer Use lets agents act on desktop controls
Munim Computer Use reads the accessibility tree and operates desktop controls by element ID, reducing reliance on fragile screenshot-coordinate automation.
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Munim Computer Use:让 Agent 按控件操作桌面
介绍 Munim Computer Use 如何先读取可访问性树,再按元素 ID 操作桌面控件,减少依赖截图坐标的脆弱自动化。
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Agent demos are easy. The harness is the hard part
Strands harness-sdk, Harness MCP Server, and HydraFusion show why agent engineering needs control over context, permissions, state, validation, and recovery.
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Agent Demo 不难,难的是 Harness
从 Strands harness-sdk、Harness MCP Server 和 HydraFusion 看 Agent 工程为什么从模型调用转向上下文、权限、状态、验证与恢复控制。
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Coding agent security is now a supply-chain problem
Coding agents read and execute skills, MCP tools, dependencies, and repository instructions. These need software supply-chain controls.
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AI Coding Agent 的安全问题已经进了供应链
说明 Coding Agent 会读取并执行 Skill、MCP、依赖和仓库指令,因此这些组件应按软件供应链治理,而不只是做 Prompt 安全。
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Free Vision Skill: visual evidence for text agents
VEP/1 turns images into short evidence packets. Provider fallback, caching, and credential storage manage cost and reliability for text agents.
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Free Vision Skill:让文本 Agent 按需读取视觉证据
通过 VEP/1 把图片转换成短证据包,并用 Provider fallback、缓存和凭据存储控制文本 Agent 的视觉输入成本与可靠性。
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MiniMax image and video generation for Hermes Agent
A Hermes MiniMax plugin with image-01, Hailuo async video tasks, CN/global endpoint fallback, end-to-end tests, and a PyPI release.
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用 MiniMax 为 Hermes Agent 接入图片与视频生成
记录 Hermes 的 MiniMax 图片与视频插件实现,包括 image-01、Hailuo 异步任务、CN 与 global endpoint fallback、端到端测试和 PyPI 发布。
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StepFun image generation for Hermes Agent
The Hermes StepFun image plugin: directory layout, model routing, API calls, billing endpoints, version fixes, and publishing.
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用 StepFun 为 Hermes Agent 接入图片生成
记录 Hermes 图片生成插件接入 StepFun 的目录结构、模型路由、API 调用、计费 endpoint 差异、版本修复和发布流程。
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