📡 数据来源：GitHub Trending | 生成时间：2026-10-08 19:12
共收录 125 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 | morluto/rea | 4655 | 🔷 Typescript | Reverse engineer anything with agents, from app behavior… |
| 2 | boykopovar/AnyPS5 | 2716 | ⚡ Cpp | Tool for automatic PS5 executables porting to Linux and W… |
| 3 | DuarteSantos8/openGym | 1493 | 🟨 Javascript | Self-hosted gym & body-weight tracker — plan routines, lo… |
| 4 | storytold/artcraft | 1465 | 🦀 Rust | ArtCraft is an intentional crafting engine for artists, d… |
| 5 | mattpocock/skills | 1403 | 🐚 Shell | Skills for Real Engineers. Straight from my .agents direc… |
🔍 今日趋势洞察
- Agent Skills 生态今天集体爆发：mattpocock/skills、addyosmani/agent-skills、cloudflare/security-audit-skill、anthropics/knowledge-work-plugins 同日上榜，说明社区正在把「提示词技巧」沉淀成可分发、可复用的技能包，Claude Code / Cowork 一类的插件市场已经变成新的分发渠道。
- Agent 的「记忆」正在被抢：claude-mem、ai-memory、codebase-memory-mcp 三个不同技术栈的项目同时冲榜，跨会话保持上下文从论文话题变成了工程标配。
- 逆向工程与 Agent 结合出了今日爆款：morluto/rea 以 4655 stars 登顶，AnyPS5 用同样思路把 PS5 程序移植到 Linux/Windows，Ghidra MCP 系列也同步上榜——把「人肉逆向」拆成 Agent 可执行步骤正在被验证。
- 小而硬的边缘项目依然有市场：一个 2 美元的 ESP32-C3 被做成 Pi-hole 级 DNS 广告拦截器（53.7 万域名压进 40-bit 哈希），极致省资源的工程能力永远有人买单。
💡 对独立开发者的启发
- 别再做又一个 AI 聊天壳。今天热度最高的都是「给 Agent 装上专业能力」的项目——安全审计技能、逆向技能、CAD 技能。找一个你熟的垂直领域，把专家流程写成技能包，比做通用助手更容易被采用。
- 「记忆层」是独立开发者能切入的窄门：claude-mem 只解决「会话之间别丢上下文」这一个问题就上了榜，你不需要重做整个 Agent 框架。
- 自托管需求稳定且付费意愿明确：openGym（健身记录）、worldmonitor（情报看板）都踩在「私有数据不上云」上。做小工具时，把「数据留在你自己机器上」当卖点。
- 免费 LLM 聚合说明了一个朴素机会：freellmapi 把 34 家免费 provider 收进一个 /v1 端点就拿到 508 stars——在模型越来越便宜的时代，帮人省钱、帮人省配置本身就是产品。
📝 一句话总结
今天 GitHub 的主线是「给 Agent 装手艺」——技能包、记忆层、逆向能力三线齐发，模型的戏份正在让位给围绕它的工程化配套。
⚠️ 风险提醒
- Agent Skills 类项目同质化严重：一天内四个「技能合集」上榜，多数只是 markdown 提示词集合，没有护城河，热度褪去很快，别把 star 数当作产品验证。
- 逆向、固件与移植类项目（rea、AnyPS5、Ghidra 系列、对讲机固件）法律风险真实存在，商用前必须确认许可证与合规边界，尤其 PS5 移植工具。
- 「免费 LLM API 聚合」的上游随时会关闸或改 ToS，把它当生产依赖等于把 SLA 交给别人的免费额度，只适合做降级备份而非主链路。
- 边缘硬件爆款演示效果惊艳，但限制是硬性的（ESP32-C3 无 PSRAM、40-bit 哈希必然冲突），直接拿来当家用主 DNS 可能不稳定，先压测再上生产。
🎯 今日可重点关注方向
- 写一个真有人用的 Agent Skill：选一个你踩过坑的垂直流程（代码审查、安全审计、文档迁移），产出 markdown + 脚本的技能包，推到 Claude/agents 社区。
- 拆解 claude-mem 与 ai-memory 的实现，给自己的本地 Agent 加一层可检索的长期记忆（向量库 + 摘要压缩）。
- 用 MCP 把已有工具接进 Agent：Ghidra MCP、codebase-memory-mcp 都是现成模板，把你常用的 CLI 封装成 MCP Server。
- 做一个「数据留在本机」的自托管小工具（记录类、监控类），主打私有部署 + 单二进制交付。
- 评估 ESP32-C3 / Pico 这类超低成本硬件能承载的实际服务（DNS 过滤、数据采集），关注资源约束下的工程取舍。
🔵 Go 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | docker/docker-agent | 628 | 4.0k | AI Agent Builder and Runtime by Docker Engineering |
| 2 | ollama/ollama | 130 | 182.6k | Get up and running with Kimi, GLM, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma an… |
| 3 | jesseduffield/lazygit | 49 | 83.0k | simple terminal UI for git commands |
| 4 | tailscale/tailscale | 49 | 37.3k | The easiest, most secure way to use WireGuard and 2FA. |
| 5 | gitleaks/gitleaks | 44 | 29.8k | Find secrets with Gitleaks 🔑 |
| 6 | navidrome/navidrome | 25 | 24.0k | 🎧 Your Personal Streaming Service |
| 7 | ltaoo/wx_channels_download | 17 | 9.7k | 微信视频号下载器 |
| 8 | stacklok/toolhive | 9 | 2.2k | ToolHive is an enterprise-grade platform for running and managing Model Conte… |
| 9 | hashicorp/vault | 7 | 36.4k | A tool for secrets management, encryption as a service, and privileged access… |
| 10 | kyverno/kyverno | 6 | 8.2k | Unified Policy as Code |
🦀 Rust 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | storytold/artcraft | 1465 | 5.9k | ArtCraft is an intentional crafting engine for artists, designers, and filmma… |
| 2 | fabio-rovai/open-ontologies | 121 | 938 | Plan, apply and roll back changes to a production ontology, with a blast radi… |
| 3 | akitaonrails/ai-memory | 120 | 9.0k | Solution for long term memory for agent coding CLIs and to facilitate handoff… |
| 4 | microsoft/mxc | 106 | 1.5k | Policy-driven, layered isolation and containment |
| 5 | AprilNEA/OpenLogi | 106 | 23.1k | ⚡️A native, local-first alternative to Logitech Options+, written in Rust 🦀 —… |
| 6 | emilk/egui | 80 | 31.0k | egui: an easy-to-use immediate mode GUI in Rust that runs on both web and native |
| 7 | vercel-labs/agent-browser | 69 | 43.7k | Browser automation CLI for AI agents |
| 8 | martin-olivier/airgorah | 47 | 3.9k | A WiFi security auditing software |
| 9 | ajeetdsouza/zoxide | 37 | 40.0k | A smarter cd command. Supports all major shells. |
| 10 | HakanSeven12/OpenCADStudio | 35 | 2.5k | A CAD application built with Rust — 2D/3D drawing, DWG/DXF support, and GPU-a… |
🟨 Javascript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | DuarteSantos8/openGym | 1493 | 7.6k | Self-hosted gym & body-weight tracker — plan routines, log workouts (superset… |
| 2 | addyosmani/agent-skills | 677 | 103.2k | Production-grade engineering skills for AI coding agents. |
| 3 | cloudflare/security-audit-skill | 576 | 26.4k | A coding-agent skill for multi-phase security audits with independently verif… |
| 4 | Leonxlnx/taste-skill | 346 | 93.7k | Taste-Skill - gives your AI good taste. stops the AI from generating boring,… |
| 5 | tabler/tabler-icons | 84 | 22.1k | A set of over 6200 free MIT-licensed high-quality SVG icons for you to use in… |
| 6 | github/awesome-copilot | 46 | 39.8k | Community-contributed instructions, agents, skills, and configurations to hel… |
| 7 | anthropics/claude-plugins-community | 37 | 4.6k | Community plugin marketplace for Claude Cowork and Claude Code. Read-only mir… |
| 8 | aunetx/blur-my-shell | 14 | 2.3k | Extension that adds a blur look to different parts of the GNOME Shell, includ… |
| 9 | mailcow/mailcow-dockerized | 9 | 13.6k | mailcow: dockerized - 🐮 + 🐋 = 💕 |
| 10 | microsoft/power-platform-skills | 5 | 973 | A plugin marketplace for GitHub Copilot and other AI agents that provides Pow… |
⚡ Cpp 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | boykopovar/AnyPS5 | 2716 | 12.6k | Tool for automatic PS5 executables porting to Linux and Windows |
| 2 | M-Abozaid/esp32-c3-adblock | 476 | 2.3k | Pi-hole-class DNS ad-blocker on a $2 ESP32-C3 (no PSRAM): 537k domains as 40-… |
| 3 | ggml-org/llama.cpp | 124 | 130.7k | LLM inference in C/C++ |
| 4 | facebook/rebalancer | 84 | 344 | Rebalancer is a domain-specific language and tool for specifying and solving… |
| 5 | shadps4-emu/shadPS4 | 76 | 33.2k | PlayStation 4 emulator for Windows, Linux, macOS and FreeBSD written in C++ |
| 6 | zhongyang219/TrafficMonitor | 38 | 46.4k | 这是一个用于显示当前网速、CPU及内存利用率的桌面悬浮窗软件，并支持任务栏显示，支持更换皮肤。 |
| 7 | ytsaurus/ytsaurus | 29 | 2.3k | YTsaurus is a scalable and fault-tolerant open-source big data platform. |
| 8 | SethRobinson/Patchy | 20 | 499 | Open-source image editor focused on PSD compatibility and workflows familiar… |
| 9 | google-ai-edge/LiteRT-LM | 15 | 6.6k | LiteRT-LM is Google’s production-ready, high-performance, open-source inferen… |
| 10 | nlohmann/json | 9 | 50.7k | JSON for Modern C++ |
⚙️ C 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | JustVugg/colibri | 316 | 40.4k | Run frontier MoE models on hardware you already own — pure C, zero deps, expe… |
| 2 | DeusData/codebase-memory-mcp | 189 | 46.1k | High-performance code intelligence MCP server. Indexes codebases into a persi… |
| 3 | Genymobile/scrcpy | 183 | 151.7k | Display and control your Android device |
| 4 | EpicGames/raddebugger | 90 | 8.0k | A native, user-mode, multi-process, graphical debugger. |
| 5 | WeebLabs/DSPi | 48 | 1.3k | A fully featured audio DSP firmware for the Raspberry Pi Pico (RP2040) and Pi… |
| 6 | libsdl-org/SDL | 14 | 16.8k | Simple DirectMedia Layer |
| 7 | dorianborian/sesame-robot | 13 | 4.6k | An open and affordable mini quadruped robot based on ESP32. |
| 8 | winsiderss/systeminformer | 12 | 16.2k | A free, powerful, multi-purpose tool that helps you monitor system resources,… |
| 9 | facebook/zstd | 11 | 28.0k | Zstandard - Fast real-time compression algorithm |
| 10 | armel/uv-k1-k5v3-firmware-custom | 8 | 738 | This is a fork of F4HWN firmware https://github.com/armel/uv-k5-firmware-cust … |
☕ Java 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | NationalSecurityAgency/ghidra | 306 | 81.6k | Ghidra is a software reverse engineering (SRE) framework |
| 2 | bethington/ghidra-mcp | 201 | 4.8k | Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI pl… |
| 3 | LaurieWired/GhidraMCP | 106 | 10.7k | MCP Server for Ghidra |
| 4 | keycloak/keycloak | 17 | 37.2k | Open Source Identity and Access Management For Modern Applications and Services |
| 5 | logisim-evolution/logisim-evolution | 14 | 7.7k | Digital logic design tool and simulator |
| 6 | microg/GmsCore | 13 | 14.8k | Free implementation of Play Services |
| 7 | AbdurazaaqMohammed/MP-Manager | 13 | 156 | Dual pane Android file manager with focus on APKs |
| 8 | iluwatar/java-design-patterns | 9 | 94.8k | Design patterns implemented in Java |
| 9 | Sketchware-Pro/Sketchware-Pro | 5 | 1.8k | Sketchware Pro’s sources in Java. Now anyone can contribute to Sketchware Pro. |
| 10 | OpenAPITools/openapi-generator | 4 | 26.8k | OpenAPI Generator allows generation of API client libraries (SDK generation),… |
🔷 Typescript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | morluto/rea | 4655 | 19.0k | Reverse engineer anything with agents, from app behavior down to native binar… |
| 2 | tester-army/e2e | 1390 | 8.0k | Next generation e2e testing framework for web and mobile apps. |
| 3 | thedotmack/claude-mem | 578 | 98.0k | Persistent Context Across Sessions for Every Agent – Captures everything your… |
| 4 | tashfeenahmed/freellmapi | 508 | 31.9k | 7.4 billion tokens per month. 34 free LLM providers. 635 free model endpoints… |
| 5 | DmNote-App/DmNote | 307 | 2.7k | Make it yours. A customizable key viewer for DJMAX RESPECT V and any game. |
| 6 | Vincentwei1021/video-shotcraft | 264 | 10.8k | AI video skill for Claude Code & Codex — cinematic product videos with Remoti… |
| 7 | reconurge/flowsint | 215 | 9.5k | A modern platform for visual, flexible, and extensible graph-based investigat… |
| 8 | koala73/worldmonitor | 94 | 88.0k | Real-time global intelligence dashboard. AI-powered news aggregation, geopoli… |
| 9 | ItzCrazyKns/Vane | 51 | 37.1k | Vane is an AI-powered answering engine. |
| 10 | invoke-ai/InvokeAI | 49 | 28.4k | Invoke is a leading creative engine for Stable Diffusion models, empowering p… |
🐍 Python 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | anthropics/knowledge-work-plugins | 766 | 27.3k | Open source repository of plugins primarily intended for knowledge workers to… |
| 2 | ayghri/i-have-adhd | 619 | 55.6k | A skill to stop your coding agent from burying the answer. ADHD-friendly output. |
| 3 | earthtojake/text-to-cad | 447 | 18.4k | Give your agent CAD superpowers. |
| 4 | superdesigndev/treg | 416 | 4.8k | OpenRouter for agent tools. Join community here: https://discord.gg/6mQYYfFMAn |
| 5 | CursorTouch/Windows-MCP | 411 | 8.2k | MCP Server for Computer Use in Windows |
| 6 | IAmTomShaw/f1-race-replay | 216 | 6.6k | An interactive Formula 1 race visualisation and data analysis tool built with… |
| 7 | smicallef/spiderfoot | 193 | 23.1k | SpiderFoot automates OSINT for threat intelligence and mapping your attack su… |
| 8 | Tracer-Cloud/opensre | 107 | 11.6k | Build your own AI SRE agents. The open source toolkit for the AI era. |
| 9 | bmad-code-org/BMAD-METHOD | 50 | 53.9k | Breakthrough Method for Agile Ai Driven Development |
| 10 | microsoft/agent-framework | 24 | 14.0k | A framework for building, orchestrating and deploying AI agents and multi-age… |
🐚 Shell 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | mattpocock/skills | 1403 | 280.5k | Skills for Real Engineers. Straight from my .agents directory. |
| 2 | msitarzewski/agency-agents | 509 | 158.4k | A complete AI agency at your fingertips - From frontend wizards to Reddit com… |
| 3 | rawfilejson/awesome-osint-arsenal | 46 | 3.2k | OSINT & recon toolkit // 100+ tools, one-command installer, SOCMINT, GEOINT,… |
| 4 | quickemu-project/quickemu | 15 | 16.4k | Quickly create and run optimised Windows, macOS and Linux virtual machines |
| 5 | expo/skills | 14 | 2.7k | A collection of AI agent skills for working with Expo projects and Expo Appli… |
| 6 | mack-a/v2ray-agent | 11 | 22.0k | Xray、Tuic、hysteria2、sing-box 八合一一键脚本 |
| 7 | StressOzz/Zapret-Manager | 8 | 1.9k | Универсальный менеджер для обхода блокировок на OpenWrt |
| 8 | Mr-MIBonk/M.I.B._More-Incredible-Bash | 6 | 1.1k | M.I.B. - More Incredible Bash - The Army knife for Harman MIB 2.x aka MHI2(Q)… |
| 9 | ophub/fnnas | 6 | 3.4k | Supports running FnNAS on Amlogic, Allwinner, and Rockchip devices. Support a… |
| 10 | aquasecurity/trivy-action | 1 | 1.4k | Runs Trivy as GitHub action to scan your Docker container image for vulnerabi… |
📡 数据来源：GitHub Trending | 由 Hermes AI 自动生成 🤖