📡 数据来源：GitHub Trending | 生成时间：2026-11-01 19:13
共收录 131 个仓库，覆盖 9 种编程语言
🔥 今日亮点
| 排名 | 仓库 | ⭐ 今日 | 语言 | 描述 |
|---|---|---|---|---|
| 1 | pingdotgg/t3code | 3100 | 🔷 Typescript | |
| 2 | thedotmack/claude-mem | 1527 | 🔷 Typescript | Persistent Context Across Sessions for Every Agent – Capt… |
| 3 | mattpocock/skills | 1048 | 🐚 Shell | Skills for Real Engineers. Straight from my .agents direc… |
| 4 | Orkas-AI/Orkas | 1044 | 🟨 Javascript | Orkas is an open-source (MIT), local-first AI team for yo… |
| 5 | milind-soni/OpenMausBot | 919 | 🔷 Typescript | Open-source Grok Bot alternative with a virtual machine t… |
🔍 今日趋势洞察
- Agent 的竞争焦点已经从「模型能力」转向「外围工程」。今日榜首几乎被 skills 仓库包揽——mattpocock/skills(1048★)、Claude-Code-Game-Studios(742★)、obra/superpowers(674★)、anthropics/skills(438★)，说明大家默认模型够用了，开始抢「怎么把模型用对」的方法论资产。
- 「给 agent 配一台电脑」正在变成显式产品形态。OpenMausBot(919★) 和 CopilotKit/OpenBot(178★) 卖的是同一个概念：每个 AI 同事拥有独立浏览器、文件系统和工具链。Agent 从聊天框搬进了工位。
- 本地优先（local-first）从理想主义变成了卖点。Orkas 的桌面 AI 团队(1044★)、FreeToken 的桌面级大模型服务(232★)、Handy 的完全离线语音转写(611★) 同日上榜，隐私、成本和限流是真实驱动力。
- 记忆是当前 agent 最明显的短板，也是最热的补丁。claude-mem 单日 1527★，做的就是跨会话持久上下文——这类基础设施级需求的开源热度正在快速爬升。
💡 对独立开发者的启发
- 别再做一个「全能 agent」，去做垂直场景里必须有人兜底最后一公里的工具。harvey(AI 销售)、AiSOC(安全运营)、OpenMontage(视频生产) 都比通用助手更容易找到付费理由。
- 你本地的 .agents/skills 目录本身就是产品。mattpocock/skills 一天涨 1048★，证明把工作流沉淀成可复用的 skill 包，是可分发、可积累影响力的资产。
- 本地优先是当下最实在的差异化。云端 API 在涨价、限流、合规三头收紧，「离线可用 + 数据不出机器」能直接换到一批愿意付费的用户。
- 蹭不到大厂流量就去蹭「替代品」需求。OpenMausBot、Codync 都明写 Grok Bot alternative，这种定位能低成本吃下搜索和话题流量。
📝 一句话总结
今天的主角不是模型，而是「怎么把模型组织成一支能干活的团队」——skills、记忆、虚拟机、本地部署，四块拼图同时被点亮。
⚠️ 风险提醒
- skills 类仓库同质化严重且没有质量门槛，很多只是把 prompt 换了层包装。直接照搬进生产环境，出事责任在你不在作者。
- 「给 agent 一台虚拟机」意味着攻击面从 API 扩大到整台机器。跑 OpenMausBot 这类项目前，务必隔离网络、隔离凭据。
- 单日暴涨里有明显的话题驱动型项目（t3code 3100★ 却连描述都没有），star 数不等于可用性，评估要看提交频率和 issue 响应速度。
- 本地跑大模型的硬件门槛依然真实。「桌面级数据中心」这类宣传语容易让人低估显存、散热和电费成本。
🎯 今日可重点关注方向
- 把团队内部 Claude Code / Codex 的工作流整理成 skills 包并开源，先占方法论话语权。
- 给现有 agent 产品补上跨会话记忆层，参考 claude-mem 的压缩 + 检索思路做轻量实现。
- 选一个你熟悉的垂直行业（销售、安防、影视后期）做 agent 工作流，别再碰通用助手。
- 试跑 Handy 或 FreeToken，实测本地推理在你机器上的真实可用边界，别信厂商宣传。
- 关注 ziwei-doushu 这类「传统文化 + 工程化」项目，中文垂类开源还有大量空白位。
⚙️ C 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | xiaojieonly/Ehviewer_CN_SXJ | 40 | 28.5k | ehviewer，用爱发电，快乐前行 |
| 2 | valinet/ExplorerPatcher | 21 | 34.2k | This project aims to enhance the working environment on Windows |
| 3 | meta/zstd | 12 | 28.1k | Zstandard - Fast real-time compression algorithm |
| 4 | meshcore-dev/MeshCore | 9 | 4.0k | A new lightweight, hybrid routing mesh protocol for packet radios |
| 5 | Next-Flip/Momentum-Firmware | 7 | 9.3k | 🐬 Feature-rich, stable and customizable Flipper Firmware |
| 6 | flipperdevices/flipperzero-firmware | 7 | 16.8k | Flipper Zero firmware source code |
| 7 | ffmpegwasm/ffmpeg.wasm | 5 | 17.9k | FFmpeg for browser, powered by WebAssembly |
| 8 | n64decomp/sm64 | 4 | 8.9k | A Super Mario 64 decompilation, brought to you by a bunch of clever folks. |
| 9 | lcdyk0517/arkos4clone | 0 | 777 | Bringing ArkOS and dArkOS porting to unsupported RK3326 handheld gaming devices. |
⚡ Cpp 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | ggml-org/llama.cpp | 124 | 133.0k | LLM inference in C/C++ |
| 2 | jrouwe/JoltPhysics | 57 | 12.1k | A multi core friendly rigid body physics and collision detection library. Wri… |
| 3 | LizardByte/Sunshine | 46 | 42.9k | Self-hosted game stream host for Moonlight. |
| 4 | TokisanGames/Terrain3D | 44 | 4.6k | A high performance, editable terrain system for Godot 4. |
| 5 | microsoft/BitNet | 43 | 41.4k | Official inference framework for 1-bit LLMs |
| 6 | qbittorrent/qBittorrent | 38 | 41.3k | qBittorrent BitTorrent client |
| 7 | hyprwm/Hyprland | 37 | 39.1k | Hyprland is an independent, highly customizable, dynamic tiling Wayland compo… |
| 8 | florinp93/hells-gate-recomp | 34 | 800 | Xbox 360 to PC port of Dante’s Inferno using ReXGlue (static recompilation) |
| 9 | noctalia-dev/umbriel | 29 | 1.4k | A Wayland compositor designed for daily use, with scrolling, dwindle, master,… |
| 10 | zeux/meshoptimizer | 25 | 8.8k | Mesh optimization library that makes meshes smaller and faster to render |
🦀 Rust 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | pbakaus/impeccable | 1173 | 98.8k | The design vocabulary for your coding agent. Steer with polish and bolder, re… |
| 2 | openai/codex | 731 | 132.6k | Lightweight coding agent that runs in your terminal |
| 3 | cjpais/Handy | 611 | 36.0k | A free, open source, and extensible speech-to-text application that works com… |
| 4 | jub0t/Concat | 429 | 13.4k | The truly free, open-source, local-first, cross-platform CapCut replacement…. |
| 5 | leepokai/Codync | 288 | 1.4k | Open source Grok Bot alternative, Bring your own agent and subscription: mess… |
| 6 | herdrdev/herdr | 246 | 47.2k | the runtime your coding agents live on |
| 7 | anomalyco/hex | 172 | 2.5k | Local-first voice dictation for macOS. Hold a shortcut, speak, and paste into… |
| 8 | max-sixty/worktrunk | 145 | 9.7k | Worktrunk is a CLI for Git worktree management, designed for parallel AI agen… |
| 9 | vercel-labs/agent-browser | 79 | 45.1k | Browser automation CLI for AI agents |
| 10 | macro-inc/macro | 54 | 6.0k | Macro is a unified workspace for teams: email, chat, docs, tasks, agents, cal… |
🐍 Python 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | D4Vinci/Scrapling | 844 | 91.4k | 🕷️ The BEST Web Scraping framework that handles everything from a single requ… |
| 2 | shiyu-coder/Kronos | 611 | 44.9k | Kronos: A Foundation Model for the Language of Financial Markets |
| 3 | calesthio/OpenMontage | 583 | 74.2k | World’s first open-source, agentic video production system. 12 production pip… |
| 4 | anthropics/skills | 438 | 186.1k | Public repository for Agent Skills |
| 5 | beenuar/AiSOC | 436 | 5.8k | Open-source AI Security Operations Center: alert fusion, LLM-agent triage, MI… |
| 6 | bregman-arie/devops-exercises | 342 | 86.2k | Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernete… |
| 7 | public-apis/public-apis | 298 | 493.9k | A collective list of free APIs |
| 8 | FlashML-org/FreeToken | 232 | 15.1k | FreeToken brings datacenter-scale model serving to your desktop. Run massive… |
| 9 | ethanplusai/harvey | 218 | 3.8k | Autonomous AI sales agent powered by Claude Code or Codex. Finds prospects, w… |
| 10 | andreavolpato/spektrafilm | 142 | 1.5k | Spectral simulation of analog photography processes |
☕ Java 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | termux/termux-app | 89 | 63.9k | Termux - a terminal emulator application for Android OS extendible by variety… |
| 2 | floci-io/floci | 86 | 27.5k | Light, fluffy, and always free - The AWS Local Emulator alternative |
| 3 | yuliskov/SmartTube | 42 | 35.8k | Browse media content with your own rules on Android TV |
| 4 | MewX/light-novel-library_Wenku8_Android | 20 | 3.3k | [CASUALLY MAINTAINED] 轻小说文库 (Wenku8.com) 安卓版第三方公益App，始于2014年的初版Material Desig… |
| 5 | elastic/elasticsearch | 18 | 78.4k | Free and Open Source, Distributed, RESTful Search Engine |
| 6 | FCL-Team/FoldCraftLauncher | 17 | 5.1k | Fold Craft Launcher, an Android Minecraft : Java Edition launcher. |
| 7 | microg/GmsCore | 17 | 15.2k | Free implementation of Play Services |
| 8 | appdevforall/CodeOnTheGo | 9 | 531 | Code on the Go is an IDE that lets you build Android apps on Android phones,… |
| 9 | kunal-kushwaha/DSA-Bootcamp-Java | 9 | 24.1k | This repository consists of the code samples, assignments, and notes for the… |
| 10 | NotHarshhaa/DevOps-Projects | 8 | 5.4k | 🚀 Real-world DevOps projects for aspiring engineers — Beginner to Advanced. C… |
🟨 Javascript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | Orkas-AI/Orkas | 1044 | 7.1k | Orkas is an open-source (MIT), local-first AI team for your desktop: a Comman… |
| 2 | Leonxlnx/taste-skill | 694 | 107.4k | Agent skills that give coding agents taste: art direction, reference images a… |
| 3 | DuarteSantos8/openGym | 626 | 18.4k | Open-source gym & body-weight tracker, now in the App Store (iPhone + Apple W… |
| 4 | laoma528/awesome-zhuiju-free | 199 | 14.4k | 免费无广告的追剧资源指南，人工精选资源、每天检测资源有效性。收录在线影视、影视APP、网盘搜索、磁力BT、字幕、TVBox / 影视仓空壳软件/配置地址、… |
| 5 | miqdadbadjuber/anti-slop | 176 | 7.8k | Rules for an AI coding agent to filter out generic AI-generated UI designs, t… |
| 6 | coreyhaines31/marketingskills | 152 | 57.7k | Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analyt… |
| 7 | techjarves/Portable-Local-Studio | 108 | 1.7k | Portable local AI studio for Windows, Linux, and macOS. Zero-setup GUI for Im… |
| 8 | mrdoob/three.js | 72 | 117.3k | JavaScript 3D Library. |
| 9 | poteto/hiring-without-whiteboards | 38 | 53.1k | ⭐️ Companies that don’t have a broken hiring process |
🔵 Go 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | kubernetes/kubernetes | 239 | 128.8k | Production-Grade Container Scheduling and Management |
| 2 | golang/go | 229 | 139.7k | The Go programming language |
| 3 | hashicorp/terraform | 204 | 50.3k | Terraform enables you to safely and predictably create, change, and improve i… |
| 4 | Billionmail/BillionMail | 101 | 16.1k | BillionMail gives you open-source MailServer, NewsLetter, Email Marketing — f… |
| 5 | MHSanaei/3x-ui | 93 | 49.1k | Supporting multi-protocol multi-user(Vmess, Vless, Trojan, ShadowSocks, Wireg… |
| 6 | netbirdio/netbird | 84 | 30.5k | NetBird securely connects people, machines and AI agents across any network w… |
| 7 | tailscale/tailscale | 73 | 38.5k | The easiest, most secure way to use WireGuard and 2FA. |
| 8 | gosom/google-maps-scraper | 59 | 7.1k | scrape data from Google Maps. Extracts data such as the name, address, phone… |
| 9 | IceWhaleTech/CasaOS | 40 | 37.5k | CasaOS - A simple, easy-to-use, elegant open-source Personal Cloud system. |
| 10 | guohuiyuan/go-music-dl | 38 | 5.8k | 一个基于 Go 语言的全网音乐搜索与下载工具。支持 CLI 命令行与 Web 服务双模式，内置网易云、QQ、酷狗、Bilibili、汽水音乐等 10+ 个… |
🔷 Typescript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | pingdotgg/t3code | 3100 | 36.4k | |
| 2 | thedotmack/claude-mem | 1527 | 108.4k | Persistent Context Across Sessions for Every Agent – Captures everything your… |
| 3 | Renhuai123/ziwei-doushu | 953 | 12.7k | 紫微斗数开源排盘引擎 — 基于倪海厦《天纪》体系，含完整排盘算法、四化系统、格局知识库、古籍原文数据 |
| 4 | milind-soni/OpenMausBot | 919 | 10.1k | Open-source Grok Bot alternative with a virtual machine that bots can use |
| 5 | paperclipai/paperclip | 401 | 109.7k | The open-source app everyone uses to manage agents at work |
| 6 | chthollyphile/folia-major | 268 | 10.8k | 专注于绚丽的歌词动画效果的本地音乐/navidrome/第三方多平台在线音乐播放器 |
| 7 | lfnovo/open-notebook | 189 | 41.2k | An Open Source implementation of Notebook LM with more flexibility and features |
| 8 | CopilotKit/OpenBot | 178 | 9.2k | Open-source AI coworkers that each get a computer of their own: a browser, fi… |
| 9 | anthropics/claude-code | 146 | 154.1k | Claude Code is an agentic coding tool that lives in your terminal, understand… |
| 10 | upscayl/upscayl | 134 | 51.5k | 🆙 Upscayl - #1 Free and Open Source AI Image Upscaler for Linux, MacOS and Wi… |
🐚 Shell 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | mattpocock/skills | 1048 | 308.8k | Skills for Real Engineers. Straight from my .agents directory. |
| 2 | Donchitos/Claude-Code-Game-Studios | 742 | 31.6k | Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skil… |
| 3 | obra/superpowers | 674 | 310.3k | An agentic skills framework & software development methodology that works. |
| 4 | dockur/windows | 56 | 54.0k | Windows inside a Docker container. |
| 5 | pi-hole/pi-hole | 34 | 61.6k | A black hole for Internet advertisements |
| 6 | liandu2024/Open-Box | 28 | 2.4k | Open-Box 一体化透明代理：OpenWrt / Debian / Ubuntu / Docker；自有程序闭源，第三方组件遵守原许可。 |
| 7 | ohmyzsh/ohmyzsh | 27 | 190.3k | 🙃 A delightful community-driven (with 2,500+ contributors) framework for mana… |
| 8 | expo/skills | 25 | 4.0k | A collection of AI agent skills for working with Expo projects and Expo Appli… |
| 9 | nvm-sh/nvm | 19 | 95.7k | Node Version Manager - POSIX-compliant bash script to manage multiple active… |
| 10 | RROrg/rr | 14 | 8.7k | Redpill Recovery (arpl-i18n) |
📡 数据来源：GitHub Trending | 由 Hermes AI 自动生成 🤖