Github Top Repositories
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🚀 Meet teng-lin/notebooklm-py: a gem from today's GitHub trending list.
🔗 https://github.com/teng-lin/notebooklm-py
📝 Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw.
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The notebooklm-py GitHub repository provides a comprehensive and unofficial Python API for NotebookLM, a powerful tool for research automation and content generation. With this library, developers can access NotebookLM's features programmatically, including capabilities not exposed in the web UI. The API supports
Key features include:
* Complete NotebookLM coverage: create, list, rename, and delete notebooks, as well as manage sources, chat, research, and sharing.
* Content generation: audio overviews, videos, slide decks, quizzes, flashcards, infographics, data tables, and mind maps.
* Beyond the web UI: batch downloads, quiz/flashcard export, mind map data extraction, and more.
The library can be used in three ways:
1. Python API: for application integration, async workflows, and custom pipelines.
2. CLI: for shell scripts, quick tasks, and CI/CD automation.
3. Agent integration: for integrating with AI agents like Claude Code, Codex, and OpenClaw.
The repository includes a
notebooklm-py is ideal for prototypes, research, and personal projects, and is not affiliated with Google. However, please note that it uses undocumented Google APIs, which can change without notice, and may be subject to rate limits.
To get started, users can install the library via
In summary, notebooklm-py is a powerful tool for unlocking the full potential of NotebookLM, and with its comprehensive API and ease of use, it's a must-try for anyone looking to automate research and content generation tasks - Automate your research and content creation with notebooklm-py, and take your productivity to the next level!
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/teng-lin/notebooklm-py
📝 Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw.
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The notebooklm-py GitHub repository provides a comprehensive and unofficial Python API for NotebookLM, a powerful tool for research automation and content generation. With this library, developers can access NotebookLM's features programmatically, including capabilities not exposed in the web UI. The API supports
Python 3.10+ and can be installed via pip install notebooklm-py.Key features include:
* Complete NotebookLM coverage: create, list, rename, and delete notebooks, as well as manage sources, chat, research, and sharing.
* Content generation: audio overviews, videos, slide decks, quizzes, flashcards, infographics, data tables, and mind maps.
* Beyond the web UI: batch downloads, quiz/flashcard export, mind map data extraction, and more.
The library can be used in three ways:
1. Python API: for application integration, async workflows, and custom pipelines.
2. CLI: for shell scripts, quick tasks, and CI/CD automation.
3. Agent integration: for integrating with AI agents like Claude Code, Codex, and OpenClaw.
The repository includes a
quick start guide, CLI reference, and Python API documentation to help users get started.notebooklm-py is ideal for prototypes, research, and personal projects, and is not affiliated with Google. However, please note that it uses undocumented Google APIs, which can change without notice, and may be subject to rate limits.
To get started, users can install the library via
pip and follow the quick start guide. For more information, refer to the repository's documentation, including the troubleshooting guide and release notes.In summary, notebooklm-py is a powerful tool for unlocking the full potential of NotebookLM, and with its comprehensive API and ease of use, it's a must-try for anyone looking to automate research and content generation tasks - Automate your research and content creation with notebooklm-py, and take your productivity to the next level!
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🧠 Channel: https://t.me/GithubRe
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Github Top Repositories
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🔥 can1357/oh-my-pi is trending — and it deserves your attention.
🔗 https://github.com/can1357/oh-my-pi
📝 ⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more
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Oh My Pi is a powerful coding agent that ships with a comprehensive set of tools, designed to streamline your development workflow. With 40+ providers, 32 built-in tools, and 13 LSP operations, this agent is capable of handling a wide range of tasks, from code execution and debugging to project management and conflict resolution.
To get started, you can install Oh My Pi using
Oh My Pi boasts an impressive array of features, including time-traveling stream rules, first-class subagents, and unapologetically native support for macOS, Linux, and Windows. The agent also supports code review with priorities and a verdict, hashline: edit by content hash, and hindsight: memory the agent curates.
One of the key highlights of Oh My Pi is its ability to integrate seamlessly with your existing tools and workflows. For example, you can use
Whether you're a seasoned developer or just starting out, Oh My Pi has something to offer. With its extensive range of features and tools, this coding agent is designed to help you work more efficiently and effectively.
Takeaway: Oh My Pi is the ultimate coding sidekick, helping you code smarter, not harder.
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/can1357/oh-my-pi
📝 ⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more
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Oh My Pi is a powerful coding agent that ships with a comprehensive set of tools, designed to streamline your development workflow. With 40+ providers, 32 built-in tools, and 13 LSP operations, this agent is capable of handling a wide range of tasks, from code execution and debugging to project management and conflict resolution.
To get started, you can install Oh My Pi using
curl -fsSL https://omp.sh/install | sh on macOS or Linux, or bun install -g @oh-my-pi/pi-coding-agent using Bun. On Windows, you can use irm https://omp.sh/install.ps1 | iex in PowerShell.Oh My Pi boasts an impressive array of features, including time-traveling stream rules, first-class subagents, and unapologetically native support for macOS, Linux, and Windows. The agent also supports code review with priorities and a verdict, hashline: edit by content hash, and hindsight: memory the agent curates.
One of the key highlights of Oh My Pi is its ability to integrate seamlessly with your existing tools and workflows. For example, you can use
read pr://1428 to read a PR, or search to walk a diff like a directory. The agent also supports preview, then accept for proposed edits.Whether you're a seasoned developer or just starting out, Oh My Pi has something to offer. With its extensive range of features and tools, this coding agent is designed to help you work more efficiently and effectively.
Takeaway: Oh My Pi is the ultimate coding sidekick, helping you code smarter, not harder.
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🧠 Channel: https://t.me/GithubRe
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💡 antoinezambelli/forge just hit the trending charts — here's why it matters.
🔗 https://github.com/antoinezambelli/forge
📝 A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows
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Forge is a reliability layer for self-hosted LLM tool-calling, designed to lift local models to the top of their class on multi-step agentic workflows. It achieves this through guardrails (rescue parsing, retry nudges, step enforcement) and context management (VRAM-aware budgets, tiered compaction).
Key features include a
Forge supports various backends, including
The target audience is developers and researchers working with self-hosted LLMs, particularly those building multi-step workflows, multi-turn conversations, and long-running sessions.
In a nutshell, Forge helps you build more reliable and efficient self-hosted LLM tool-calling workflows, so you can focus on what matters – creating value for your users.
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/antoinezambelli/forge
📝 A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows
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Forge is a reliability layer for self-hosted LLM tool-calling, designed to lift local models to the top of their class on multi-step agentic workflows. It achieves this through guardrails (rescue parsing, retry nudges, step enforcement) and context management (VRAM-aware budgets, tiered compaction).
Key features include a
WorkflowRunner for defining tools and running structured agent loops, Guardrails middleware for validating responses and enforcing required steps, and a Proxy server for transparently applying guardrails to local model servers. Forge supports various backends, including
Ollama, llama-server, Llamafile, and Anthropic. It's built with Python 3.12+ and is licensed under MIT. The target audience is developers and researchers working with self-hosted LLMs, particularly those building multi-step workflows, multi-turn conversations, and long-running sessions.
In a nutshell, Forge helps you build more reliable and efficient self-hosted LLM tool-calling workflows, so you can focus on what matters – creating value for your users.
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🧠 Channel: https://t.me/GithubRe
Github Top Repositories
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🎯 multica-ai/multica landed on trending. Worth a proper look.
🔗 https://github.com/multica-ai/multica
📝 The open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound skills.
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Multica is an open-source managed agents platform that turns coding agents into real teammates. With Multica, you can assign tasks to agents like you'd assign to colleagues, and they'll pick up the work, write code, report blockers, and update statuses autonomously. The platform features
To get started, you can install Multica using Homebrew, an install script, or PowerShell. Then, set up and start the daemon, verify your runtime, create an agent, and assign your first task. The platform has a simple
Multica is designed for human + AI teams and works with various coding agents, including Claude Code, Codex, and GitHub Copilot CLI. The platform is built using Next.js, Go, and PostgreSQL, and has a modular architecture.
Whether you're a developer, a contributor, or just someone interested in AI-powered teamwork, Multica is worth exploring. With its cutting-edge technology and user-friendly interface, Multica is poised to revolutionize the way we work with AI agents. Your next 10 hires won't be human - they'll be Multica agents.
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/multica-ai/multica
📝 The open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound skills.
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Multica is an open-source managed agents platform that turns coding agents into real teammates. With Multica, you can assign tasks to agents like you'd assign to colleagues, and they'll pick up the work, write code, report blockers, and update statuses autonomously. The platform features
agents as teammates, squads for stable routing, autonomous execution, reusable skills, and unified runtimes. To get started, you can install Multica using Homebrew, an install script, or PowerShell. Then, set up and start the daemon, verify your runtime, create an agent, and assign your first task. The platform has a simple
CLI for connecting your local machine to Multica, managing workspaces, and running the agent daemon.Multica is designed for human + AI teams and works with various coding agents, including Claude Code, Codex, and GitHub Copilot CLI. The platform is built using Next.js, Go, and PostgreSQL, and has a modular architecture.
Whether you're a developer, a contributor, or just someone interested in AI-powered teamwork, Multica is worth exploring. With its cutting-edge technology and user-friendly interface, Multica is poised to revolutionize the way we work with AI agents. Your next 10 hires won't be human - they'll be Multica agents.
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🧠 Channel: https://t.me/GithubRe
⚡ Imbad0202/academic-research-skills is making waves. Here's the full picture.
🔗 https://github.com/Imbad0202/academic-research-skills
📝 Academic Research Skills for Claude Code: research → write → review → revise → finalize
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The academic-research-skills GitHub repository is a comprehensive tool designed to support academic researchers throughout the entire research pipeline, from planning to publication. This repository provides a suite of skills for Claude Code, a platform that leverages AI to assist with various tasks.
The key features of this repository include its ability to handle deep research tasks, such as systematic reviews and fact-checking, as well as aiding in the writing and review of academic papers. It incorporates a range of
Technical highlights of this repository include its integration with the Claude Code platform, allowing for seamless interaction with AI tools. It also supports various file formats, including Markdown and LaTeX, making it versatile for different types of research outputs.
The intended audience for this repository includes academic researchers across various disciplines who are looking to leverage AI tools to improve the efficiency and quality of their research. By utilizing this repository, researchers can focus on high-level thinking and interpretation, while delegating more mundane tasks to AI assistants.
In terms of
Overall, the academic-research-skills repository represents a powerful tool for academics looking to harness the potential of AI in their research. By automating routine tasks and providing intelligent assistance, it enables researchers to concentrate on the creative and intellectual aspects of their work, leading to higher quality research outcomes.
One-liner takeaway: The academic-research-skills repository is a game-changer for researchers, offering a suite of AI-powered tools that streamline the research process, from planning to publication, and free up time for the high-level thinking that drives real innovation.
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/Imbad0202/academic-research-skills
📝 Academic Research Skills for Claude Code: research → write → review → revise → finalize
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The academic-research-skills GitHub repository is a comprehensive tool designed to support academic researchers throughout the entire research pipeline, from planning to publication. This repository provides a suite of skills for Claude Code, a platform that leverages AI to assist with various tasks.
The key features of this repository include its ability to handle deep research tasks, such as systematic reviews and fact-checking, as well as aiding in the writing and review of academic papers. It incorporates a range of
modes for different research tasks, including Socratic guidance for research planning and a systematic review mode for thorough literature analysis.Technical highlights of this repository include its integration with the Claude Code platform, allowing for seamless interaction with AI tools. It also supports various file formats, including Markdown and LaTeX, making it versatile for different types of research outputs.
The intended audience for this repository includes academic researchers across various disciplines who are looking to leverage AI tools to improve the efficiency and quality of their research. By utilizing this repository, researchers can focus on high-level thinking and interpretation, while delegating more mundane tasks to AI assistants.
In terms of
usage, getting started with the repository involves installing the academic-research-skills plugin through the Claude Code marketplace and then accessing its various features through a set of predefined commands. For instance, users can initiate a research project by asking for guidance on a specific topic or by requesting a literature review on a particular subject.Overall, the academic-research-skills repository represents a powerful tool for academics looking to harness the potential of AI in their research. By automating routine tasks and providing intelligent assistance, it enables researchers to concentrate on the creative and intellectual aspects of their work, leading to higher quality research outcomes.
One-liner takeaway: The academic-research-skills repository is a game-changer for researchers, offering a suite of AI-powered tools that streamline the research process, from planning to publication, and free up time for the high-level thinking that drives real innovation.
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🧠 Channel: https://t.me/GithubRe
📌 Spotted on GitHub Trending: trimstray/the-book-of-secret-knowledge — let's break it down.
🔗 https://github.com/trimstray/the-book-of-secret-knowledge
📝 A collection of inspiring lists, manuals, cheatsheets, blogs, hacks, one-liners, cli/web tools and more.
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The Book of Secret Knowledge is a curated collection of tools, resources, and knowledge for System and Network administrators, DevOps, Pentesters, and Security Researchers. It includes CLI tools, GUI tools, Web tools, Shell plugins, and more. This repository is constantly updated with new items and is open to contributions from the community. You can find
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/trimstray/the-book-of-secret-knowledge
📝 A collection of inspiring lists, manuals, cheatsheets, blogs, hacks, one-liners, cli/web tools and more.
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The Book of Secret Knowledge is a curated collection of tools, resources, and knowledge for System and Network administrators, DevOps, Pentesters, and Security Researchers. It includes CLI tools, GUI tools, Web tools, Shell plugins, and more. This repository is constantly updated with new items and is open to contributions from the community. You can find
inspiring lists, cheatsheets, blogs, and podcasts related to various topics, including networking, security, and development. Whether you're a seasoned professional or just starting out, this repository has something for everyone. Check it out and stay up-to-date with the latest tools and knowledge in the field! You'll find it's a treasure trove of information - Dig in and uncover the secrets!──────────────────────────────
🧠 Channel: https://t.me/GithubRe
Github Top Repositories
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🌟 truelockmc/streambert caught my eye on GitHub Trending today.
🔗 https://github.com/truelockmc/streambert
📝 A cross-platform Electron Desktop App to stream and download any Movie, TV Series or Anime in the World. Zero Ads and Tracking
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Streambert is a cross-platform Electron Desktop App that lets you stream and download your favorite Movies, TV Series, and Anime from around the world, completely ad-free and tracker-free. With Streambert, you can
To get started, you'll need to install
Streambert is designed for personal and educational use only, and users are responsible for ensuring they have the legal rights to access any content. The app does not host or distribute copyrighted content, and instead, sources content from third-party providers.
In short, Streambert is your one-stop-shop for streaming and downloading your favorite content, with a focus on privacy and customization - watch what you want, without the hassle of ads and trackers.
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/truelockmc/streambert
📝 A cross-platform Electron Desktop App to stream and download any Movie, TV Series or Anime in the World. Zero Ads and Tracking
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Streambert is a cross-platform Electron Desktop App that lets you stream and download your favorite Movies, TV Series, and Anime from around the world, completely ad-free and tracker-free. With Streambert, you can
stream content from various sources, download videos for offline viewing, and even manage subtitles. The app also features a customizable interface, a library to track your watched content, and a trending section to discover new titles. To get started, you'll need to install
Node.js, obtain a free TMDB API key, and install ffmpeg for downloading content. The app is available for Linux, Windows, and can be built from source using npm. Streambert is designed for personal and educational use only, and users are responsible for ensuring they have the legal rights to access any content. The app does not host or distribute copyrighted content, and instead, sources content from third-party providers.
In short, Streambert is your one-stop-shop for streaming and downloading your favorite content, with a focus on privacy and customization - watch what you want, without the hassle of ads and trackers.
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🧠 Channel: https://t.me/GithubRe
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⚡ msitarzewski/agency-agents is making waves. Here's the full picture.
🔗 https://github.com/msitarzewski/agency-agents
📝 A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.
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Introducing the Agency: a comprehensive collection of AI agent personalities, each with deep expertise, unique voice, and deliverable-focused approach. The agency is divided into several divisions, including Engineering, Design, Paid Media, and Sales.
Key Features:
- Specialized agents with unique personalities and approaches
- Deliverable-focused with real code, processes, and measurable outcomes
- Production-ready with battle-tested workflows and success metrics
Usage:
- Option 1: Use with Claude Code for seamless integration
- Option 2: Use as reference for inspiration and guidance
- Option 3: Use with other tools like GitHub Copilot, Antigravity, and more
Technical Highlights:
- Each agent file contains identity, personality traits, core mission, workflows, technical deliverables, and success metrics
- Agents are designed to be used with various tools and platforms
Audience:
- Developers looking for specialized AI agents to enhance their workflow
- Teams seeking to improve their productivity and efficiency
- Individuals interested in AI and machine learning
Takeaway: With the Agency, you can assemble your dream team of AI specialists and
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/msitarzewski/agency-agents
📝 A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.
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Introducing the Agency: a comprehensive collection of AI agent personalities, each with deep expertise, unique voice, and deliverable-focused approach. The agency is divided into several divisions, including Engineering, Design, Paid Media, and Sales.
Key Features:
- Specialized agents with unique personalities and approaches
- Deliverable-focused with real code, processes, and measurable outcomes
- Production-ready with battle-tested workflows and success metrics
Usage:
- Option 1: Use with Claude Code for seamless integration
- Option 2: Use as reference for inspiration and guidance
- Option 3: Use with other tools like GitHub Copilot, Antigravity, and more
Technical Highlights:
- Each agent file contains identity, personality traits, core mission, workflows, technical deliverables, and success metrics
- Agents are designed to be used with various tools and platforms
Audience:
- Developers looking for specialized AI agents to enhance their workflow
- Teams seeking to improve their productivity and efficiency
- Individuals interested in AI and machine learning
Takeaway: With the Agency, you can assemble your dream team of AI specialists and
supercharge your workflow!──────────────────────────────
🧠 Channel: https://t.me/GithubRe
Github Top Repositories
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⚡ alireza0/s-ui is making waves. Here's the full picture.
🔗 https://github.com/alireza0/s-ui
📝 An advanced Web Panel • Built for SagerNet/Sing-Box
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The S-UI project is an advanced web panel built on top of SagerNet/Sing-Box, offering a wide range of features for managing and configuring your server. With multi-protocol, multi-language, and multi-client/inbound support, this panel provides a comprehensive solution for your needs.
Key features include an
To get started, you can install S-UI using the provided
The S-UI project is designed for users who want a powerful and customizable web panel for their servers. With its extensive feature set and user-friendly interface, it's an ideal solution for those looking to manage their server configurations efficiently.
One-liner takeaway: S-UI is a feature-rich web panel that simplifies server management with its advanced traffic routing, client monitoring, and subscription link management capabilities.
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🧠 Channel: https://t.me/GithubRe
🔗 https://github.com/alireza0/s-ui
📝 An advanced Web Panel • Built for SagerNet/Sing-Box
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The S-UI project is an advanced web panel built on top of SagerNet/Sing-Box, offering a wide range of features for managing and configuring your server. With multi-protocol, multi-language, and multi-client/inbound support, this panel provides a comprehensive solution for your needs.
Key features include an
advanced traffic routing interface, client and traffic monitoring, and subscription link management. The panel also supports dark and light themes and has an API interface for custom integrations.To get started, you can install S-UI using the provided
installation scripts for Linux/macOS or by downloading the latest Windows release. The project also supports Docker installation for containerized environments.The S-UI project is designed for users who want a powerful and customizable web panel for their servers. With its extensive feature set and user-friendly interface, it's an ideal solution for those looking to manage their server configurations efficiently.
One-liner takeaway: S-UI is a feature-rich web panel that simplifies server management with its advanced traffic routing, client monitoring, and subscription link management capabilities.
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🧠 Channel: https://t.me/GithubRe