
Great AI tools,
right in your hands.把好用的 AI,
直接放到你手里。
News, tutorials, extensions, tools and skill packs — six sections refreshed every day.
See what changes, and take home something you can use right now.
资讯 · 教程 · 插件 · 工具 · 技能包,六大板块每天上新。
看见变化,也拿到能立刻上手的东西。
AI 快讯AI News · Updated daily每日自动更新 · 2026年10月4日


Apple confirms that the US version of iPhone 18 Pro Max has problems; OpenAI spends more than $500,000 a day to investigate AI intrusion incidents; job seekers complained about the "uncanny valley" of AI interviews and became a hot search | Geeks Already Known苹果确认美版 iPhone 18 Pro Max 有问题;OpenAI 每天烧超 50 万美元查 AI 入侵事故;求职者吐槽 AI 面试「恐怖谷」上热搜|极客早知道

Directly copying other people's code, OpenAI GPT‑6 Astra was caught cheating in the "StarCraft" AI battle直接搬用他人代码,OpenAI GPT‑6 Astra 在《星际争霸》AI 对战中作弊被抓包

Arm introduces TLBID support to the Linux kernel to improve high-core-count CPU performanceArm 为 Linux 内核引入 TLBID 支持,提升高核心数 CPU 性能

U.S. Treasury Secretary Bessent criticizes Anthropic, OpenAI and other risk warnings: scaremongering, all talk without solutions美财长贝森特批评 Anthropic、OpenAI 等风险警告:危言耸听,光喊话不拿解决方案

It only took AI 5 days to make the game "Fallout: New York", but Bethesda sent a letter to stop itAI 仅用 5 天做出《辐射:纽约》游戏,被贝塞斯达发函叫停

Rockstar co-founder Dan Houser announces two new games: an open-world comedy and an out-of-control AI dystopian science fiction gameRockstar 联合创始人丹 · 豪瑟公布两款新作:开放世界喜剧与失控 AI 反乌托邦科幻游戏

Capcom announces REX upgrade plan: turning the RE engine into a game engine for the AI era卡普空公布 REX 升级计划:将 RE 引擎打造成面向 AI 时代的游戏引擎
今日正能量每天进步一点点,AI 陪你把想法变成现实。从一篇图文教程开始 →广告AI 教程AI Tutorials · Step-by-step guides you can follow手把手图文教程,跟着做就会

Graphic tutorial: Three steps to install Internet capabilities into Claude Code, allowing the intelligent body to read Twitter, Bilibili and the entire Internet图文教程:三步把互联网能力装进 Claude Code,让智能体会读推特、B站和全网
I will teach you step by step how to install the Agent Reach that was added to the library today: from downloading and decompressing the source code package, to automatically installing the Agent in one sentence, to verifying access to each platform one by one, all click-level steps will give your programming agent the "eyes of the Internet" in five minutes.
手把手教你安装今天入库的 Agent Reach:从下载解压源码包,到一句话让 Agent 自动安装,再到逐个平台接入验证,全部点击级步骤,五分钟让你的编程智能体长出「互联网的眼睛」。

Graphic tutorial: Pick out the skills you need from 388 skills and install them into the AI programming tool in ten minutes图文教程:从 388 个技能里挑出你需要的,十分钟装进 AI 编程工具
I will teach you step by step how to use the Claude Skills 388 collection that was added to the library today: select skills by role, select a directory by tool, verify the installation to take effect, and then teach you how to combine Agent and Persona to string the skills into a workflow. There is zero pip dependency in the whole process, just copy and paste to install.
手把手教你用今天入库的 Claude Skills 388 合集:按角色挑技能、按工具选目录、装完验证生效,再教你组合 Agent 和 Persona 把技能串成工作流。全程零 pip 依赖,复制粘贴就能装。

Graphic tutorial: 3 steps to install Coucou, Claude Code permission request one-click approval图文教程:三步装好 Coucou,Claude Code 权限请求一键批准
Hands-on instructions for installing today's Coucou: From downloading and unzipping, authorization to accessing Claude Code hooks, click through the screenshot steps, and let the screen bang for 5 minutes to stare at a small creature for your conversation.
手把手教你安装今天入库的 Coucou:从下载解压、授权到接入 Claude Code hooks,全部点击级截图步骤,5 分钟让屏幕刘海多一只帮你盯会话的小生物。

Teletext tutorial: Five minutes to build a no-vector rag with PageIndex that costs nothing图文教程:五分钟用 PageIndex 搭一个不花一分钱的无向量 RAG
Teach you how to use the PageIndex warehoused today: no vector database, no Embedding service, use the free quota LLM to build a tree-like index for your PDF, and then connect any large model for question and answer. Attached are diagrams of official benchmark data.
手把手教你用今天入库的 PageIndex:不用向量数据库、不买 Embedding 服务,拿免费额度的 LLM 给自己的 PDF 建树状索引,再接上任何大模型做问答。附官方基准数据图解。
AI 插件AI Extensions · Browser extensions with official packs浏览器插件,附官方安装包

Agent Reach: Equip AI agents with Internet capabilities in one sentence, and they can read Twitter, Bilibili, YouTube, and XiaohongshuAgent Reach:一句话给 AI 智能体装上互联网能力,推特、B站、YouTube、小红书都能读
This week's GitHub hot list Top 1 projects, about 89,000 stars. It packages the reading capabilities of more than a dozen platforms such as web pages, YouTube subtitles, RSS, GitHub, Twitter/X, Bilibili, Reddit, Xiaohongshu, and Boss Direct Recruitment into an installer: you just need to say a word to the agent, and it will select the access method, install dependencies, and perform a physical examination for you. Web pages, YouTube, and RSS platforms can be used out of the box with zero configuration.
本周 GitHub 热榜 Top1 级项目,约 8.9 万 Star。它把网页、YouTube 字幕、RSS、GitHub、Twitter/X、B站、Reddit、小红书、Boss直聘等十几个平台的读取能力打包成一个安装器:你只要对智能体说一句话,它就替你选好接入方式、装好依赖、做好体检。网页、YouTube、RSS 三个平台零配置开箱即用。

Coucou: Claude Code companion who lives in the bangs of the screen (v0.1.2 official installation package)Coucou:住在屏幕刘海里的 Claude Code 小伴侣(v0.1.2 官方安装包)
Top 8 gadgets on the GitHub daily list: a small animated creature that lives in your Mac Liu Hai (Windows is at the top of the screen), staring at every Claude Code session in real time - it flips over when the agent is working, it raises its hand when you approve the permission request, and releases or rejects it with a tap. 2982 Star, open source free, purely local operation.
登上 GitHub 日榜前八的小工具:一只住在你 Mac 刘海(Windows 则在屏幕顶部)里的动画小生物,实时盯着每一个 Claude Code 会话——智能体干活时它翻跟头,等你批准权限请求时它举手示意,点一下就放行或拒绝。2982 星、开源免费、纯本地运行。

HyperFrames v0.8.107: Writing videos in HTML, HeyGen's official rendering plugin for agentsHyperFrames v0.8.107:用 HTML 写视频,HeyGen 官方给智能体的渲染插件
On the same day, it was on the GitHub Hot List, an open source project of 55,000 Stars. The idea is very clean: the video is no longer dragged on the timeline, but written as an HTML-CSS animation, GSAP timeline, media materials are put in, and finally definitively rendered into MP4. The agent-oriented plug-in package (including 21 skills) was officially released with v0.8.107, about 11.87 MB.
当天登上 GitHub 热榜、5.5 万 Star 的开源项目。思路很干净:视频不再用时间轴拖拽,而是写成一份 HTML——CSS 动画、GSAP 时间轴、媒体素材都放进去,最后确定性渲染成 MP4。官方随 v0.8.107 发布了面向智能体的插件包(含 21 个技能),约 11.87MB。

OpenRig v0.6.2: Turn Claude Code and Codex into one agent squad with a single YAML fileOpenRig v0.6.2:用一份 YAML 把 Claude Code 和 Codex 编成一支智能体小队
A GitHub Trending project that shipped v0.6.2 today, around 2,700 stars. The idea is plain: a harness wraps one model, a rig wraps all of your harnesses. Define the team in YAML, boot it with one command, and run Claude Code plus Codex side by side inside the same rig. Official npm offline package, about 5.95 MB.
当天发布 v0.6.2 的 GitHub 热榜项目,约 2700 Star。它的思路很直白:harness 包的是一个模型,rig 包的是你所有的 harness——把队伍写进 YAML,一条命令启动,Claude Code 与 Codex 同处一个 rig 里按图编队。官方 npm 离线包约 5.95MB。
AI 工具AI Tools · Desktop & CLI tools, ready to download桌面与命令行工具,直接下载

Pi Programming Agent: A minimalist agent framework with 110,000 stars. Extensions, skills, and themes are all decided by you.Pi 编程智能体:11 万 Star 的极简智能体框架,扩展、技能、主题全由你定
GitHub continues to dominate the AI agent toolkit list this week, with about 112,000 stars. Pi is a "minimalist but buildable" programming agent: a unified LLM interface, agent loop, TUI terminal interface and programming CLI are all available, but it deliberately does not have sub-agent and planning mode - whatever you need, let Pi write an extension by itself, or install a package made by others from npm.
GitHub 本周持续霸榜的 AI agent toolkit,约 11.2 万 Star。Pi 是一个「极简但可造」的编程智能体:统一 LLM 接口、agent 循环、TUI 终端界面和编程 CLI 一应俱全,但故意不带子智能体和计划模式——你需要什么,让 Pi 自己写一个扩展,或从 npm 装一个别人做好的包。

PageIndex v0.2.21: Do not index “vectorless rag” documents for vector databasesPageIndex v0.2.21:不要向量数据库的「无向量 RAG」文档索引
VectifyAI open source, 38,000 Star rag new idea: do not cut the document, do not do Embedding, do not build a vector library, but let LLM directly generate a tree-like directory index for the document, retrieved like a human flip book according to directory reasoning positioning, accuracy in FinanceBench and other benchmarks inverse traditional vector rag, indexing cost is also one order of magnitude cheaper.
VectifyAI 开源、3.8 万 Star 的 RAG 新思路:不给文档切块、不做 Embedding、不建向量库,而是让 LLM 直接给文档生成一棵树状目录索引,检索时像人翻书一样按目录推理定位,准确率在 FinanceBench 等基准上反超传统向量 RAG,索引成本还便宜一个量级。

NVIDIA OpenShell v0.1.2: Give the agent a "locked room", the official Linux version is about 9.96 MBNVIDIA OpenShell v0.1.2:给智能体一间「上锁的房间」,官方 Linux 版约 9.96MB
When Nvidia's open source agents are running safely, GitHub's hot list is the first echelon on the day. It solves a very real problem: the more capable the agent is, the more it needs to read files, load dependencies, call APIs, use credentials - and these permissions are difficult to take back once they are released. OpenShell allows agents to retain these capabilities without giving them unlimited access to your data, keys, and network.
英伟达开源的智能体安全运行时,当天 GitHub 热榜第一梯队。它要解决的是一个很现实的问题:智能体越能干,就越需要读文件、装依赖、调 API、用凭据——而这些权限一旦放开就很难收回。OpenShell 让智能体保有这些能力,同时不给它对你数据、密钥和网络的无限访问权。

Hindsight v0.10.2: Long-term memory that lets your agent actually learnHindsight v0.10.2:给智能体一套会「学」的长期记忆
One of the fastest-rising memory systems today, around 43,500 stars. It stores facts, entity relationships and temporal reasoning in PostgreSQL plus pgvector, so an agent remembers people, events and time, and forms opinions under configurable disposition traits. One docker run starts the service, and an MCP endpoint comes built in.
当天涨星最猛的记忆系统之一,约 4.35 万 Star。它把事实、实体关系和时序推理存进 PostgreSQL + pgvector:智能体能记住人、事、时间,还能按可配置的性格倾向形成判断。一条 docker run 起服务,自带 MCP 端点。
AI 技能包AI Skill Packs · Give your AI real abilities, out of the box给 AI 装上具体能力,开箱即用

Claude Skills 388 Collection: Ready-made methods for engineering, marketing, security, and compliance, one warehouse adapts to 13 AI programming toolsClaude Skills 388 合集:工程、营销、安全、合规的现成打法,一个仓库适配 13 个 AI 编程工具
A large collection of skill packages worth about 27,000 stars, which is still rising today. 388 production-level skills, 118 Agents, 150 commands, 7 sets of Persona, plus 727 zero-dependency Python gadgets and 823 template lists, covering engineering, DevOps, marketing (including AEO for LLM references), security hooks, compliance and executive consultant perspectives, one package armed to the teeth with AI programming tools.
约 2.7 万 Star 的技能包大合集,今天仍在上涨。388 个生产级技能、118 个 Agent、150 条命令、7 套 Persona,外加 727 个零依赖 Python 小工具和 823 份模板清单,覆盖工程、DevOps、营销(含面向 LLM 引用的 AEO)、安全钩子、合规与高管顾问视角,一个包把 AI 编程工具武装到牙齿。

Google's Official Agent Skills Collection: Equipping Agents with Google Family Bucket SkillsGoogle 官方 Agent Skills 合集:给智能体装上 Google 全家桶技能
Google's official open source agent skills warehouse (20,000 + stars): wraps Google product capabilities such as search, YouTube, Google Sheets, and Maps into standard Agent Skill, and 77 + clients such as Claude Code and Gemini CLI are directly installed and used. This site has packaged the latest version of all skill files in October, with Chinese installation instructions.
Google 官方开源的智能体技能仓库(2 万+ Star):把搜索、YouTube、Google 表格、地图等 Google 产品能力封装成标准 Agent Skill,Claude Code、Gemini CLI 等 77+ 客户端直接安装即用。本站已打包 10 月最新版全部技能文件,附中文安装说明。

Ponytail v4.10.0: Let AI write code like the laziest senior engineer, write 54% less in practicePonytail v4.10.0:让 AI 像最懒的资深工程师那样写代码,实测少写 54%
150,000 Stars, a regular skill pack that is still rising on the day. It's an interesting setup - stuff your AI with the kind of senior engineer who “has a long ponytail, elliptical glasses, and starts before version control”: he doesn't talk, he writes one line, but it works. Officials measured in the real Claude Code session that the average number of lines of code was 54% less, the number of tokens was 22% less, the cost was 20% less, the time was 27% less, and the security did not decline. About 1.24 MB.
15 万 Star、当天仍在涨的规则型技能包。它的设定很有趣——把那种「留着长马尾、戴椭圆眼镜、比版本控制还早入职」的资深工程师塞进你的 AI 里:他不说话,他只写一行,但它管用。官方在真实 Claude Code 会话里实测,代码行数平均少 54%,token 少 22%,花费少 20%,耗时少 27%,安全性没有下降。约 1.24MB。

I-have-adhd skill pack: make your coding agent answer first, explain lateri-have-adhd 技能包:让编程智能体把答案说在最前面
A small skill with around 52,000 stars that does exactly one thing: it makes the agent lead with the command, the file path and numbered steps instead of burying the answer in the third paragraph. The whole pack is about 226 KB and works with 20+ clients including Claude Code, Codex, Cursor, Gemini CLI and opencode, with official Simplified Chinese install docs inside.
约 5.2 万 Star 的小技能,只干一件事:让智能体先给命令、路径和编号步骤,再谈解释。砍掉「好问题」「希望有帮助」这类铺垫。整包约 226KB,兼容 Claude Code、Codex、Cursor、Gemini CLI、opencode 等 20 多个客户端,自带官方简体中文安装文档。
今日正能量保持好奇,持续探索,未来的你会感谢今天的开始。挑一个好工具上手 →广告免费下载专区真实文件,点击即下,无需注册
Claude Skills 388 合集:工程、营销、安全、合规的现成打法,一个仓库适配 13 个 AI 编程工具
Claude Skills 388 技能合集源码包
Coucou:住在屏幕刘海里的 Claude Code 小伴侣(v0.1.2 官方安装包)
Coucou v0.1.2 macOS 官方安装包(约 4.94 MB)
Google 官方 Agent Skills 合集:给智能体装上 Google 全家桶技能
Google 官方 Agent Skills 全量技能包(2026-10 快照)(约 2.93 MB)
PageIndex v0.2.21:不要向量数据库的「无向量 RAG」文档索引
PageIndex v0.2.21 Python wheel 官方包(约 0.56 MB)
HyperFrames v0.8.107:用 HTML 写视频,HeyGen 官方给智能体的渲染插件
HyperFrames 官方智能体插件包 v0.8.107(约 11.87 MB)
编辑精选值得先看的几篇

Agent Reach: Equip AI agents with Internet capabilities in one sentence, and they can read Twitter, Bilibili, YouTube, and XiaohongshuAgent Reach:一句话给 AI 智能体装上互联网能力,推特、B站、YouTube、小红书都能读
This week's GitHub hot list Top 1 projects, about 89,000 stars. It packages the reading capabilities of more than a dozen platforms such as web pages, YouTube subtitles, RSS, GitHub, Twitter/X, Bilibili, Reddit, Xiaohongshu, and Boss Direct Recruitment into an installer: you just need to say a word to the agent, and it will select the access method, install dependencies, and perform a physical examination for you. Web pages, YouTube, and RSS platforms can be used out of the box with zero configuration.
本周 GitHub 热榜 Top1 级项目,约 8.9 万 Star。它把网页、YouTube 字幕、RSS、GitHub、Twitter/X、B站、Reddit、小红书、Boss直聘等十几个平台的读取能力打包成一个安装器:你只要对智能体说一句话,它就替你选好接入方式、装好依赖、做好体检。网页、YouTube、RSS 三个平台零配置开箱即用。

Pi Programming Agent: A minimalist agent framework with 110,000 stars. Extensions, skills, and themes are all decided by you.Pi 编程智能体:11 万 Star 的极简智能体框架,扩展、技能、主题全由你定
GitHub continues to dominate the AI agent toolkit list this week, with about 112,000 stars. Pi is a "minimalist but buildable" programming agent: a unified LLM interface, agent loop, TUI terminal interface and programming CLI are all available, but it deliberately does not have sub-agent and planning mode - whatever you need, let Pi write an extension by itself, or install a package made by others from npm.
GitHub 本周持续霸榜的 AI agent toolkit,约 11.2 万 Star。Pi 是一个「极简但可造」的编程智能体:统一 LLM 接口、agent 循环、TUI 终端界面和编程 CLI 一应俱全,但故意不带子智能体和计划模式——你需要什么,让 Pi 自己写一个扩展,或从 npm 装一个别人做好的包。

Claude Skills 388 Collection: Ready-made methods for engineering, marketing, security, and compliance, one warehouse adapts to 13 AI programming toolsClaude Skills 388 合集:工程、营销、安全、合规的现成打法,一个仓库适配 13 个 AI 编程工具
A large collection of skill packages worth about 27,000 stars, which is still rising today. 388 production-level skills, 118 Agents, 150 commands, 7 sets of Persona, plus 727 zero-dependency Python gadgets and 823 template lists, covering engineering, DevOps, marketing (including AEO for LLM references), security hooks, compliance and executive consultant perspectives, one package armed to the teeth with AI programming tools.
约 2.7 万 Star 的技能包大合集,今天仍在上涨。388 个生产级技能、118 个 Agent、150 条命令、7 套 Persona,外加 727 个零依赖 Python 小工具和 823 份模板清单,覆盖工程、DevOps、营销(含面向 LLM 引用的 AEO)、安全钩子、合规与高管顾问视角,一个包把 AI 编程工具武装到牙齿。

Graphic tutorial: 3 steps to install Coucou, Claude Code permission request one-click approval图文教程:三步装好 Coucou,Claude Code 权限请求一键批准
Hands-on instructions for installing today's Coucou: From downloading and unzipping, authorization to accessing Claude Code hooks, click through the screenshot steps, and let the screen bang for 5 minutes to stare at a small creature for your conversation.
手把手教你安装今天入库的 Coucou:从下载解压、授权到接入 Claude Code hooks,全部点击级截图步骤,5 分钟让屏幕刘海多一只帮你盯会话的小生物。

Coucou: Claude Code companion who lives in the bangs of the screen (v0.1.2 official installation package)Coucou:住在屏幕刘海里的 Claude Code 小伴侣(v0.1.2 官方安装包)
Top 8 gadgets on the GitHub daily list: a small animated creature that lives in your Mac Liu Hai (Windows is at the top of the screen), staring at every Claude Code session in real time - it flips over when the agent is working, it raises its hand when you approve the permission request, and releases or rejects it with a tap. 2982 Star, open source free, purely local operation.
登上 GitHub 日榜前八的小工具:一只住在你 Mac 刘海(Windows 则在屏幕顶部)里的动画小生物,实时盯着每一个 Claude Code 会话——智能体干活时它翻跟头,等你批准权限请求时它举手示意,点一下就放行或拒绝。2982 星、开源免费、纯本地运行。

Google's Official Agent Skills Collection: Equipping Agents with Google Family Bucket SkillsGoogle 官方 Agent Skills 合集:给智能体装上 Google 全家桶技能
Google's official open source agent skills warehouse (20,000 + stars): wraps Google product capabilities such as search, YouTube, Google Sheets, and Maps into standard Agent Skill, and 77 + clients such as Claude Code and Gemini CLI are directly installed and used. This site has packaged the latest version of all skill files in October, with Chinese installation instructions.
Google 官方开源的智能体技能仓库(2 万+ Star):把搜索、YouTube、Google 表格、地图等 Google 产品能力封装成标准 Agent Skill,Claude Code、Gemini CLI 等 77+ 客户端直接安装即用。本站已打包 10 月最新版全部技能文件,附中文安装说明。

Teletext tutorial: Five minutes to build a no-vector rag with PageIndex that costs nothing图文教程:五分钟用 PageIndex 搭一个不花一分钱的无向量 RAG
Teach you how to use the PageIndex warehoused today: no vector database, no Embedding service, use the free quota LLM to build a tree-like index for your PDF, and then connect any large model for question and answer. Attached are diagrams of official benchmark data.
手把手教你用今天入库的 PageIndex:不用向量数据库、不买 Embedding 服务,拿免费额度的 LLM 给自己的 PDF 建树状索引,再接上任何大模型做问答。附官方基准数据图解。

PageIndex v0.2.21: Do not index “vectorless rag” documents for vector databasesPageIndex v0.2.21:不要向量数据库的「无向量 RAG」文档索引
VectifyAI open source, 38,000 Star rag new idea: do not cut the document, do not do Embedding, do not build a vector library, but let LLM directly generate a tree-like directory index for the document, retrieved like a human flip book according to directory reasoning positioning, accuracy in FinanceBench and other benchmarks inverse traditional vector rag, indexing cost is also one order of magnitude cheaper.
VectifyAI 开源、3.8 万 Star 的 RAG 新思路:不给文档切块、不做 Embedding、不建向量库,而是让 LLM 直接给文档生成一棵树状目录索引,检索时像人翻书一样按目录推理定位,准确率在 FinanceBench 等基准上反超传统向量 RAG,索引成本还便宜一个量级。

HyperFrames v0.8.107: Writing videos in HTML, HeyGen's official rendering plugin for agentsHyperFrames v0.8.107:用 HTML 写视频,HeyGen 官方给智能体的渲染插件
On the same day, it was on the GitHub Hot List, an open source project of 55,000 Stars. The idea is very clean: the video is no longer dragged on the timeline, but written as an HTML-CSS animation, GSAP timeline, media materials are put in, and finally definitively rendered into MP4. The agent-oriented plug-in package (including 21 skills) was officially released with v0.8.107, about 11.87 MB.
当天登上 GitHub 热榜、5.5 万 Star 的开源项目。思路很干净:视频不再用时间轴拖拽,而是写成一份 HTML——CSS 动画、GSAP 时间轴、媒体素材都放进去,最后确定性渲染成 MP4。官方随 v0.8.107 发布了面向智能体的插件包(含 21 个技能),约 11.87MB。

Tutorial: Render your first MP4 in 4 steps with HTML教程:四步用 HTML 渲染出第一条 MP4
4-Step Running Pass: Confirm the environment dependency, initialize the project, preview in the browser in real time, and render to MP4. Add another step to hand over the skills to your agent, and the verbal description of the needs will be released in the future. Works with today's HyperFrames plugin packages.
四步跑通:确认环境依赖、初始化项目、在浏览器里实时预览、渲染成 MP4。再补一步把技能交给你的智能体,以后口头描述需求就能出片。配合今天的 HyperFrames 插件包使用。

NVIDIA OpenShell v0.1.2: Give the agent a "locked room", the official Linux version is about 9.96 MBNVIDIA OpenShell v0.1.2:给智能体一间「上锁的房间」,官方 Linux 版约 9.96MB
When Nvidia's open source agents are running safely, GitHub's hot list is the first echelon on the day. It solves a very real problem: the more capable the agent is, the more it needs to read files, load dependencies, call APIs, use credentials - and these permissions are difficult to take back once they are released. OpenShell allows agents to retain these capabilities without giving them unlimited access to your data, keys, and network.
英伟达开源的智能体安全运行时,当天 GitHub 热榜第一梯队。它要解决的是一个很现实的问题:智能体越能干,就越需要读文件、装依赖、调 API、用凭据——而这些权限一旦放开就很难收回。OpenShell 让智能体保有这些能力,同时不给它对你数据、密钥和网络的无限访问权。

Tutorial: Four steps to build an agent sandbox with strategy教程:四步给智能体建一个带策略的沙箱
4-Step Running Pass: Confirm the platform, install the CLI and local gateway, build the first sandbox, run a real agent with OpenCode, and experience the process of "approving new permissions". Works with today's NVIDIA OpenShell clients.
四步跑通:确认平台、一行装好 CLI 与本地网关、建第一个沙箱、再用 OpenCode 跑一个真实智能体并体验「批准新权限」的流程。配合今天的 NVIDIA OpenShell 客户端使用。

Ponytail v4.10.0: Let AI write code like the laziest senior engineer, write 54% less in practicePonytail v4.10.0:让 AI 像最懒的资深工程师那样写代码,实测少写 54%
150,000 Stars, a regular skill pack that is still rising on the day. It's an interesting setup - stuff your AI with the kind of senior engineer who “has a long ponytail, elliptical glasses, and starts before version control”: he doesn't talk, he writes one line, but it works. Officials measured in the real Claude Code session that the average number of lines of code was 54% less, the number of tokens was 22% less, the cost was 20% less, the time was 27% less, and the security did not decline. About 1.24 MB.
15 万 Star、当天仍在涨的规则型技能包。它的设定很有趣——把那种「留着长马尾、戴椭圆眼镜、比版本控制还早入职」的资深工程师塞进你的 AI 里:他不说话,他只写一行,但它管用。官方在真实 Claude Code 会话里实测,代码行数平均少 54%,token 少 22%,花费少 20%,耗时少 27%,安全性没有下降。约 1.24MB。

I-have-adhd skill pack: make your coding agent answer first, explain lateri-have-adhd 技能包:让编程智能体把答案说在最前面
A small skill with around 52,000 stars that does exactly one thing: it makes the agent lead with the command, the file path and numbered steps instead of burying the answer in the third paragraph. The whole pack is about 226 KB and works with 20+ clients including Claude Code, Codex, Cursor, Gemini CLI and opencode, with official Simplified Chinese install docs inside.
约 5.2 万 Star 的小技能,只干一件事:让智能体先给命令、路径和编号步骤,再谈解释。砍掉「好问题」「希望有帮助」这类铺垫。整包约 226KB,兼容 Claude Code、Codex、Cursor、Gemini CLI、opencode 等 20 多个客户端,自带官方简体中文安装文档。

Hindsight v0.10.2: Long-term memory that lets your agent actually learnHindsight v0.10.2:给智能体一套会「学」的长期记忆
One of the fastest-rising memory systems today, around 43,500 stars. It stores facts, entity relationships and temporal reasoning in PostgreSQL plus pgvector, so an agent remembers people, events and time, and forms opinions under configurable disposition traits. One docker run starts the service, and an MCP endpoint comes built in.
当天涨星最猛的记忆系统之一,约 4.35 万 Star。它把事实、实体关系和时序推理存进 PostgreSQL + pgvector:智能体能记住人、事、时间,还能按可配置的性格倾向形成判断。一条 docker run 起服务,自带 MCP 端点。

OpenRig v0.6.2: Turn Claude Code and Codex into one agent squad with a single YAML fileOpenRig v0.6.2:用一份 YAML 把 Claude Code 和 Codex 编成一支智能体小队
A GitHub Trending project that shipped v0.6.2 today, around 2,700 stars. The idea is plain: a harness wraps one model, a rig wraps all of your harnesses. Define the team in YAML, boot it with one command, and run Claude Code plus Codex side by side inside the same rig. Official npm offline package, about 5.95 MB.
当天发布 v0.6.2 的 GitHub 热榜项目,约 2700 Star。它的思路很直白:harness 包的是一个模型,rig 包的是你所有的 harness——把队伍写进 YAML,一条命令启动,Claude Code 与 Codex 同处一个 rig 里按图编队。官方 npm 离线包约 5.95MB。
今日正能量学一点,用一点;今天种下的种子,会长成明天的能力。去免费下载专区 →广告




