Today's brief

清华团队开源的 OpenMAIC 发布 v1.0，新增 Agent 工作台与持久化会话，用户可通过对话让 AI 规划并生成包含幻灯片、测验、音视频在内的完整课程。项目采用模型无关架构，支持接入任意大模型与媒体后端，定位教育场景的多智能体内容生产工具。

K-Dense 在 GitHub 开源了 135 个 Scientific Agent Skills，覆盖癌症基因组学、分子动力学、时序预测等领域，任何支持 Open Agent Skills 标准的 AI Agent（如 Claude Code、Cursor、Codex）都可直接调用。团队还推出了免费的桌面端 AI 科研助手 K-Dense BYOK，支持 40+ 模型与 100+ 科学数据库，数据完全本地留存。

Lakr233 开源 vphone-cli，基于 Apple Virtualization.framework 可在 Apple Silicon Mac 上启动虚拟 iPhone，支持越狱变体。然而需关闭 SIP/AMFI 系统保护，主要面向 iOS 底层研究，对主流产品设计与工程工作流缺乏直接实操价值。

Archify 是一个面向 Cursor、Claude Code 等 AI 编码工具的 Agent Skill，能将代码库或系统描述编译成可交互的 HTML/SVG 架构图。它通过类型化 JSON IR 确保输出确定且可验证，支持 diff 对比、多格式导出和上下游追踪，让设计工程师在对话中就能完成系统文档的可视化与审阅。

Heretic 是一款命令行工具，通过方向消融与 Optuna 自动参数优化，无需后训练即可移除 Transformer 模型的安全对齐限制。它在降低有害提示拒绝率的同时，尽量保持与原模型的 KL 散度，让普通用户也能快速获得去审查的本地模型。

Crawl4AI 是拥有 50k+ stars 的开源爬虫，能将网页转为 LLM-ready Markdown，服务 RAG 与 AI Agent 数据管道。v0.8.6 紧急修复了 PyPI 供应链安全漏洞，并新增反 Bot 检测、Shadow DOM 扁平化等能力，同时开放 Cloud API Beta 申请。对需要为 AI 应用采集和清洗网页数据的设计师与工程师，这是可直接接入工作流的基础设施升级。

这个开源 Skill 让 Claude Code、Cursor 等 AI Agent 化身跨平台研究员，并行抓取 Reddit、X、YouTube、Polymarket 等渠道过去 30 天的热门内容，按点赞、赔率等真实互动数据加权，再由 AI 合成简报。对需要快速追踪技术风向、市场情绪的产品团队来说，它把散落在各个社媒的情报流拧成了一根可直接拉取的管道。

一个支持在 Windows、Linux 和 macOS 上通过命令行登录 App Store、搜索并下载 iOS / iPadOS / tvOS / visionOS 应用安装包（ipa）的开源工具。

MCP 生态正在快速膨胀，这个 GitHub 热门仓库整理了数百个可用的 MCP 服务器，涵盖文件系统、数据库、设计工具等接口。对正在搭建 AI 工作流的设计工程师而言，它是发现即插即用能力、扩展 Claude / Cursor 等工具功能的快捷入口。

老牌 Java 代码规范检查工具 checkstyle 登上 GitHub Trending，它通过配置文件约束代码风格，支持 Google Java Style Guide 等规范。然而这是一项纯后端开发工具，与产品设计师、AI 设计师及设计工程师的日常工作流毫无交集，不具备可直接借鉴的设计或前端工程价值。

NationalSecurityAgency/ghidra

Ghidra is a software reverse engineering (SRE) framework https://www.nsa.gov/ghidra Ghidra Software Reverse Engineering Framework Ghidra is a software reverse engineering (SRE) framework created and maintained by the National Security Agency Research Directorate. This framework includes a suite of full-featured, high-end software analysis tools that enable users to analyze compiled code on a variety of platforms including Windows, macOS, and Linux. Capabilities include disassembly, assembly, decompilation, graphing, and scripting, along with hundreds of other features. Ghidra supports a wide variety of processor instruction sets and executable formats and can be run in both user-interactive and automated modes. Users may also develop their own Ghidra extension components and/or scripts using Java or Python. In support of NSA's Cybersecurity mission, Ghidra was built to solve scaling and teaming problems on complex SRE efforts, and to provide a customizable and extensible SRE research platform. NSA has applied Ghidra SRE capabilities to a variety of problems that involve analyzing malicious code and generating deep insights for SRE analysts who seek a better understanding of potential vulnerabilities in networks and systems. If you are a U.S. citizen interested in projects like this, to develop Ghidra and other cybersecurity tools for NSA to help protect our nation and its allies, consider applying for a career with us. Security Warning WARNING: There are known security vulnerabilities within certain versions of Ghidra. Before proceeding, please read through Ghidra's Security Advisories for a better understanding of how you might be impacted. Install To install an official pre-built multi-platform Ghidra release: Install JDK 21 64-bit Download a Ghidra release file NOTE: The official multi-platform release file is named ghidra_<version>_<release>_<date>.zip which can be found under the "Assets" drop-down. Downloading either of the …[truncated]

Pollen Robotics 开源了 Microduck（约 800g、25cm 高双足机器人）的强化学习训练环境，基于 MuJoCo Warp 与 PPO 构建，完整覆盖 sim2real：执行器物理建模、域随机化、奖励设计到 ONNX 导出。对关注物理仿真与实体 AI 的设计工程师而言，这是罕见的可直接复现并部署到真机的机器人 RL 方案。

一个专注于中国专利交底书编写的开源 Skill，支持从产品和结构图中自动提炼外观线稿、生成部件序号图，并输出可编辑的 Word 与 Markdown 文档。虽对需申请实用新型或外观专利的研发人员有辅助价值，但其核心 workflow 属于知识产权法务范畴。

Corsair 是一个开源的产品集成平台，提供统一的 REST API 语法来连接各类第三方服务。与多数仅支持 MCP 的代理工具不同，它同时服务于 AI Agent、后端服务和用户仪表盘，支持自托管并维护 OAuth 与 webhook 适配器。

every-app/open-seo

Open source alternative to Semrush and Ahrefs OpenSEO Open source alternative to Semrush and Ahrefs OpenSEO is an SEO tool for the people. If tools like Semrush or Ahrefs are too expensive or bloated, OpenSEO is a pay-as-you-go alternative that you actually control. All-in-one SEO tool for you and your AI agent. Connect with any agent like Claude Code, OpenClaw or Hermes. We have pre-built skills, but you can build your own to tailor OpenSEO to your needs. Table of Contents Why use OpenSEO? Main SEO Workflows OpenSEO MCP OpenSEO Agent Skills Roadmap Community Pricing / Costs (Free + API costs) DataForSEO API Key Setup Google Search Console Self-hosting Docker Self Hosting Cloudflare Self-Hosting Local Development Contributing SEO API Cost Reference Hosted Version If you not interested in self hosting, or just want to support the project, we also have a hosted version: openseo.so Why use OpenSEO? Best in class MCP and AI Skills. Modern, simple UI. Focused workflows instead of a bloated, complex SEO suite. No subscriptions. Bring your own DataForSEO API key and pay only for what you use. Fork and vibe code your own custom tool. Main SEO Workflows Keyword research Find topics worth targeting, estimate demand, and prioritize what to write next. Rank tracking Monitor keyword positions across desktop and mobile over time, with SERP feature detection. Domain insights Understand where your domain is gaining or losing visibility so you can focus on the pages that move revenue. Backlinks See who links to your site, which pages attract links, and where links are newly won or lost. Site Audits Catch technical issues early so your site is easier for search engines to crawl and rank. AI brand visibility …[truncated]

Zod 是一个零依赖、核心仅 2kb 的 TypeScript schema 验证库，支持静态类型推断与运行时数据校验，目前登上 GitHub Trending。对使用 TypeScript 的设计工程师而言，它提供了一种轻量且类型安全的方案来校验 API 返回与表单数据，降低运行时出错概率。

这是一个开源 API 聚合器，将 34 家提供商的 635 个免费 LLM 端点统一为 OpenAI 兼容格式，支持智能路由与自动故障转移。设计工程师只需一个密钥即可零成本实验各类生成模型，涵盖聊天、图像、音频与嵌入接口，充分利用每月 74 亿 token 的免费额度。

LiveKit Agents 是一个开源框架，用于构建能听、能看、能对话的实时多模态 AI 代理。它支持 STT/LLM/TTS 灵活替换、原生 MCP 工具集成、语义轮次检测及电话接入，适合需要低延迟语音交互的产品原型与工程实现。

abhigyanpatwari/GitNexus

GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator that runs entirely in your browser. Drop in a git repository (Github, Gitlab, Azure, Local) or ZIP file, and get an interactive knowledge graph with a built in Graph RAG Agent. Perfect for code exploration https://gitnexus.vercel.app GitNexus (Akon Labs) ⚠️ Important Notice: GitNexus has NO official cryptocurrency, token, or coin. Any token/coin using the GitNexus name on Pump.fun or any other platform is not affiliated with, endorsed by, or created by this project or its maintainers. Do not purchase any cryptocurrency claiming association with GitNexus. The nervous system for agent context. Indexes any codebase into a knowledge graph — every dependency, call chain, cluster, and execution flow — then exposes it through smart MCP tools so AI agents never miss code. 💬 Discord · 🌐 Web UI · 🏢 Enterprise (SaaS & self-hosted) https://github.com/user-attachments/assets/172685ba-8e54-4ea7-9ad1-e31a3398da72 Like DeepWiki, but deeper. DeepWiki helps you understand code. GitNexus lets you analyze it — a knowledge graph tracks every relationship, not just descriptions. TL;DR: The CLI + MCP makes your AI agent reliable — it gives Cursor, Claude Code, Antigravity, Codex, and friends a deep architectural view of your codebase so they stop missing dependencies, breaking call chains, and shipping blind edits. Even smaller models get full architectural clarity. The Web UI is a quick way to chat with any repo in the browser. Quick Start # 1. Index your repo (run from repo root) npx gitnexus analyze # 2. Connect your editors (one-time, auto-detects Claude Code, Cursor, Codex, …) npx gitnexus setup That's it. analyze indexes the codebase, installs agent skills, registers Claude Code hooks, and creates AGENTS.md / CLAUDE.md context files — all in one command. setup writes the MCP config so your AI agent can use the gra…[truncated]