Github Top Repositories
前往频道在 Telegram
Top GitHub repositories in one place 🚀 Explore the best projects in programming, AI, data science, and more.
显示更多📈 Telegram 频道 Github Top Repositories 的分析概览
频道 Github Top Repositories (@githubre) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 15 211 名订阅者,在 教育 类别中位列第 13 464,并在 印度 地区排名第 26 132 位。
📊 受众指标与增长动态
自 невідомо 创建以来,项目保持高速增长,吸引了 15 211 名订阅者。
根据 04 十一月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 407,过去 24 小时变化为 27,整体触达仍然可观。
- 认证状态: 未认证
- 互动率 (ER): 平均受众互动率为 0.93%。内容发布后 24 小时内通常能获得 0.62% 的反应,占订阅者总量。
- 帖子覆盖: 每篇帖子平均可获得 142 次浏览,首日通常累积 95 次浏览。
- 互动与反馈: 受众积极参与,单帖平均反应数为 1。
- 主题关注点: 内容集中在 repository, fork, programming, statistic, description 等核心主题上。
📝 描述与内容策略
作者将该频道定位为表达主观观点的平台:
“Top GitHub repositories in one place 🚀
Explore the best projects in programming, AI, data science, and more.”
凭借高频更新(最新数据采集于 05 十一月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 教育 类别中的关键影响点。
15 211
订阅者
+2724 小时
+807 天
+40730 天
帖子存档
15 211
⚡ huangruiteng/loopx is making waves. Here's the full picture.
🔗 https://github.com/huangruiteng/loopx
📝 Lightweight loop engineering state kernel for long-running AI agent teams. Agent-loop agnostic across Codex, Claude Code, and other coding agents, with durable goals, quota-aware auto-wake, executable todos, evidence logs, and verifiable handoffs.
──────────────────────────────
LoopX is a lightweight, local control plane for loop engineering, designed to keep long-running AI agent work reviewable, restartable, and easier to hand off across turns, tools, and agents. It maintains a compact, durable control state, including objectives, gates, todos, evidence, and quota, ensuring that human judgment is always involved when needed. Key features include a simple, agent-agnostic design, support for multiple AI runtimes (e.g., Codex, Claude Code), and a
quota system that decides whether a turn should deliver, ask, wait, or stop. Usage involves installing LoopX, connecting it to your project, and using the loopx command to manage the loop. Technical highlights include a small core tick, deliberate separation of concerns, and a focus on local-first design. LoopX is suitable for developers, researchers, and operators working with long-running AI agent projects, such as multi-day engineering, research, or experiments. In short, LoopX helps you keep the loop moving while keeping human judgment in the driver's seat.
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
💡 EveryInc/compound-engineering-plugin just hit the trending charts — here's why it matters.
🔗 https://github.com/EveryInc/compound-engineering-plugin
📝 Official Compound Engineering plugin for Claude Code, Codex, Cursor, and more
──────────────────────────────
Compound Engineering Plugin makes each unit of engineering work easier than the last. This plugin, available on GitHub, provides AI skills to plan, review, and codify knowledge, inverting traditional development's complexity accumulation.
Key features include:
- Brainstorming and planning before writing code
- Reviewing to catch issues and calibrate judgment
- Codifying knowledge for reusability
- Supporting multiple platforms, including Codex, Claude, and Cursor
To use, simply install the plugin from the marketplace or via command line, then invoke skills with
$skill-name (e.g. $ce-plan) or /skill-name (e.g. /ce-brainstorm).
Technical highlights include a self-contained install, with no separate custom-agent install required, and support for multiple editors and CLI tools.
The target audience is developers and engineers looking to streamline their workflow and improve quality.
With Compound Engineering, you can automate your development process and make each unit of work easier than the last - try it out and discover a whole new way to code!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🎯 esengine/DeepSeek-Reasonix landed on trending. Worth a proper look.
🔗 https://github.com/esengine/DeepSeek-Reasonix
📝 DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.
──────────────────────────────
Reasonix is a DeepSeek-native AI coding agent designed for terminal use, focusing on
prefix-cache stability to keep token costs low. This legacy TypeScript line is in maintenance mode, with active development moved to the Go rewrite in the main-v2 branch.
Key features include:
- Cache stability as an invariant in the loop design
- DeepSeek-only for byte-stable prefix-cache mechanics
- Real-time feedback with token costs and cache hits
To get started, install Reasonix globally with npm install -g reasonix or run it once with npx reasonix code. The reasonix command launches the coding agent in the current directory, while other subcommands like chat, run, and doctor provide additional functionality.
The desktop client offers a GUI over the same loop, with a prerelease version available for download. Configuration is done through a JSON file at ~/.reasonix/config.json and per-project overrides.
Audience: Developers, especially those familiar with DeepSeek and interested in AI-powered coding tools.
One-liner takeaway: Reasonix is your AI coding companion, designed to optimize token costs and streamline your development workflow with DeepSeek-native stability.
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
⏱️ Give Iris Classroom one minute.
You might discover:
🔬 Why onions make you cry
⚛️ Why the sky is blue
🧠 Why your brain remembers some things and forgets others
Just fascinating science, made simple.
🧬 Join Iris Classroom
#ad 📢 InsideAd
15 211
⚡ browser-use/video-use is making waves. Here's the full picture.
🔗 https://github.com/browser-use/video-use
📝 Edit videos with coding agents
──────────────────────────────
Introducing video-use, a revolutionary open-source tool that enables you to edit videos with ease using Claude Code. Simply drop your raw footage into a folder, interact with Claude Code, and get a polished
final.mp4 file in return. This powerful tool works with any type of content, from talking heads to travel videos, without requiring presets or menus.
Key features of video-use include:
- Cutting out filler words and dead space
- Auto color grading
- 30ms audio fades
- Burning subtitles
- Generating animation overlays
Technical highlights include a self-evaluation process that checks the rendered output at every cut boundary, ensuring a seamless viewing experience. The tool also persists session memory, allowing you to pick up where you left off in your next editing session.
Usage is straightforward: simply clone the repository, install the dependencies, and register the skill with your agent. Then, point your agent at a folder of raw takes and let video-use do the rest.
Audience for video-use includes anyone looking to simplify their video editing workflow, from content creators to filmmakers.
In short, video-use is a game-changer for video editing - with its automated features and intuitive interface, you can edit like a pro without being one!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
💡 tailwindlabs/tailwindcss just hit the trending charts — here's why it matters.
🔗 https://github.com/tailwindlabs/tailwindcss
📝 A utility-first CSS framework for rapid UI development.
──────────────────────────────
Tailwind CSS is a utility-first CSS framework designed to help you build custom user interfaces rapidly. Its key features include a highly customizable and responsive design system, making it perfect for developers who want to create unique and consistent user experiences.
To get started, you can visit the official documentation for a comprehensive guide on
usage and configuration. From a technical standpoint, Tailwind CSS is built to be highly performant and scalable, making it suitable for large and complex applications.
The framework is widely adopted, with a strong community of developers who contribute to its growth and provide support. Whether you're a seasoned developer or just starting out, Tailwind CSS is an excellent choice for building custom interfaces.
tailwindcss is used by thousands of developers worldwide. Build fast, build clean, and focus on what matters: shipping amazing user experiences.
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🌟 angular/angular caught my eye on GitHub Trending today.
🔗 https://github.com/angular/angular
📝 Deliver web apps with confidence 🚀
──────────────────────────────
The angular/angular GitHub repository is home to the popular Angular framework, a modern web developer's platform for building mobile and desktop applications using
TypeScript/JavaScript and other languages.
Key features include a robust set of tools for building scalable and fast applications, a vast ecosystem of libraries and tools, and a strong focus on community engagement.
To get started with Angular, you can install the Angular CLI globally using npm install -g @angular/cli, create a new workspace with ng new [PROJECT NAME], and run the application with ng serve.
The repository is well-documented, with a comprehensive set of guides and tutorials available on the angular.dev website, covering topics such as getting started, architecture, components and templates, and more.
Angular is designed for developers of all levels, from beginners to experienced professionals, and has a large and active community of contributors and users.
Technical highlights include support for Server Side Rendering, Lazy Loading, and Animations, as well as a robust set of APIs and tools for building complex applications.
In short, Angular is a powerful and flexible framework for building modern web applications, and the angular/angular repository is the perfect place to start your journey.
Give Angular a try, and discover why it's loved by millions: Angular - the modern web developer's platform, where you can build anything, anywhere.
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🚀 Meet livekit/agents: a gem from today's GitHub trending list.
🔗 https://github.com/livekit/agents
📝 A framework for building realtime voice AI agents 🤖🎙️📹
──────────────────────────────
The livekit/agents GitHub repository is a framework for building real-time, programmable participants that run on servers. It enables the creation of conversational, multi-modal voice agents that can see, hear, and understand. The key features of this framework include flexible integrations with various STT, LLM, TTS, and Realtime APIs, integrated job scheduling, extensive WebRTC clients, and telephony integration.
To get started, you can install the core Agents library using
pip install "livekit-agents[openai,deepgram,cartesia]". The repository provides a range of examples, from a simple voice agent to more complex scenarios like multi-agent handoff and text-only agents.
The framework is designed to be highly customizable, with support for semantic turn detection, MCP support, and built-in test framework. It's also fully open-source, allowing you to run the entire stack on your own servers.
Whether you're building a voice assistant, a customer service chatbot, or a virtual event host, the livekit/agents framework provides the tools and flexibility you need to create engaging, interactive experiences.
Build your conversational AI application with LiveKit Agents and unlock the power of real-time, multi-modal interactions - pip install livekit-agents and start creating today!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🔥 usekaneo/kaneo is trending — and it deserves your attention.
🔗 https://github.com/usekaneo/kaneo
📝 🎯 All you need. Nothing you don't. Open source project management that works for you, not against you.
──────────────────────────────
Meet Kaneo, a project management platform that's all about simplicity and ease of use. The team behind Kaneo created it because they were tired of bloated and overcomplicated tools that distracted from actual work. Kaneo has a clean interface that focuses on your work, is self-hosted for data ownership, is actually fast due to performance care, and is open source with a permissive MIT license.
To get started with Kaneo, you can use the
drim CLI tool for a one-click deployment or use Docker Compose for a quick setup. For development, you can follow the Environment Setup Guide to configure environment variables and troubleshoot common issues.
Kaneo is perfect for teams looking for a simple and efficient project management tool. With its fast and secure approach, Kaneo helps teams focus on building great products.
The takeaway: Kaneo is the project management tool that gets out of your way, so you can get work done!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🎯 denoland/deno landed on trending. Worth a proper look.
🔗 https://github.com/denoland/deno
📝 A modern runtime for JavaScript and TypeScript.
──────────────────────────────
The Deno project is a JavaScript, TypeScript, and WebAssembly runtime that prioritizes security and provides a great developer experience. It's built on top of V8, Rust, and Tokio.
To get started with Deno, you can install it using a variety of methods, including shell scripts, Homebrew, or Chocolatey. For example, you can use the following
curl command:
curl -fsSL https://deno.land/install.sh | sh
Once installed, you can start building your first Deno program by creating a server.ts file with the following code:
Deno.serve((_req: Request) => {
return new Response("Hello, world!");
});
You can then run your server using the command deno run --allow-net server.ts.
Deno is suitable for a wide range of applications, including web servers, and has a variety of resources available, such as the Deno Docs and the Deno Standard Library.
So why Deno? It's the perfect choice for developers who want a secure and efficient way to build their applications - and with Deno, you can code with confidence!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
📌 Spotted on GitHub Trending: gabime/spdlog — let's break it down.
🔗 https://github.com/gabime/spdlog
📝 Fast C++ logging library.
──────────────────────────────
The spdlog library is a fast, header-only, C++ logging library that offers a wide range of features, including
async logging, custom formatting, and various log targets. It's easy to use and provides a fmt library-based call style. The library is highly customizable and supports conditional logging, severity-based filtering, and multi-threaded loggers.
To get started with spdlog, you can simply copy the headers into your project or use your favorite package manager to install it. The library supports a variety of platforms, including Linux, Windows, and Mac OSX.
Some of the key technical highlights of spdlog include its high performance, async mode, and customizable sinks. The library also provides a range of examples and documentation to help you get started.
Whether you're a seasoned developer or just starting out, spdlog is a great choice for your logging needs. With its ease of use, high performance, and customizability, it's the perfect tool for anyone looking to add logging to their C++ application.
Takeaway: spdlog is the ultimate logging library for C++ - fast, flexible, and easy to use.
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🔍 Deep-diving into webpack/webpack — fresh off the trending list.
🔗 https://github.com/webpack/webpack
📝 A bundler for javascript and friends. Packs many modules into a few bundled assets. Code Splitting allows for loading parts of the application on demand. Through "loaders", modules can be CommonJs, AMD, ES6 modules, CSS, Images, JSON, Coffeescript, LESS, ... and your custom stuff.
──────────────────────────────
Webpack is a powerful module bundler that transforms, bundles, and packages resources for browser usage. It's highly modular and supports
ES Modules, CommonJS, and AMD modules.
To get started, install Webpack with npm install --save-dev webpack or yarn add webpack --dev. Then, check out the Quick Start guide for a comprehensive introduction.
Webpack's key features include:
- Loaders for preprocessing files, enabling the use of any static resource beyond JavaScript
- A rich plugin interface for flexibility and customization
- Support for ES5-compliant browsers and the ability to load polyfills for older browsers
The community-driven project has a wide range of plugins and loaders available, including mini-css-extract-plugin, compression-webpack-plugin, and babel-loader.
Whether you're a seasoned developer or just starting out, Webpack's extensive documentation and active community make it an excellent choice for your next project.
In short, Webpack is the ultimate bundler: it's the glue that holds your web applications together!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
⚡ lyogavin/airllm is making waves. Here's the full picture.
🔗 https://github.com/lyogavin/airllm
📝 AirLLM 70B inference with single 4GB GPU
──────────────────────────────
AirLLM is a revolutionary open-source solution that enables large language models to run on limited GPU memory, without sacrificing performance. With AirLLM, you can deploy massive models like
405B Llama 3.1 on a mere 8GB GPU or DeepSeek-V3 (671B) on ~12GB. The secret lies in its ability to stream one expert at a time, rather than loading the entire layer.
To get started, simply install the airllm package using pip install airllm and initialize the model with the Hugging Face repo ID or local path. You can also enable model compression for up to 3x inference speedup.
AirLLM supports a wide range of models, including ChatGLM, QWen, and Baichuan, and is compatible with MacOS and Linux. The community-driven project is constantly evolving, with new features and model support being added regularly.
Join the AirLLM community today and experience the power of large language models on limited hardware - Run big models, not big bills!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe15 211
🚀 Meet cypress-io/cypress: a gem from today's GitHub trending list.
🔗 https://github.com/cypress-io/cypress
📝 Fast, easy and reliable testing for anything that runs in a browser.
──────────────────────────────
Cypress is a game-changing testing framework that makes it easy to test web applications. Its fast and reliable nature allows developers to write end-to-end tests with ease. The key features of Cypress include
automatic waiting, network traffic control, and retries. To get started, simply install Cypress using npm install cypress --save-dev or yarn add cypress --dev, then write your tests in JavaScript.
Cypress is built with modular architecture and supports both JavaScript and TypeScript. It's perfect for developers and QA engineers who want to ensure their web applications work flawlessly.
With Cypress, you can run tests in parallel, debug tests, and even use a dashboard to view test results. The Cypress community is active, with many resources available for learning and troubleshooting.
Ready to take your testing to the next level? Try Cypress today and experience the power of fast, easy, and reliable testing - your code will thank you!
──────────────────────────────
🧠 Channel: https://t.me/GithubRe