Github Top Repositories

🔥 denoland/celld is trending — and it deserves your attention. 🔗 https://github.com/denoland/celld 📝 self-hosted, distributed Durable Objects ────────────────────────────── celld is an open-source daemon that runs Cloudflare Workers and Durable Objects on your own machines. It allows you to self-host and distribute Durable Objects, with each object being its own SQLite database addressed by name and replicated to an S3-compatible bucket. Key features of celld include: - Self-hosted: run your own Durable Objects - Distributed: replicate objects across multiple nodes - SQLite databases: each object is its own database - S3-compatible bucket: store and replicate object data To use celld, you can install it using the provided installer script, or run it from a Docker container. You can then deploy your applications to an S3-compatible bucket and start celld against that bucket. From a technical standpoint, celld uses the standard AWS credential chain and embeds V8 to execute Wrangler bundles. It also uses object-storage compare-and-swap to ensure that exactly one node owns a cell at a time, without a membership protocol or consensus service. celld is suitable for developers and organizations looking to self-host and distribute their Durable Objects, with a focus on scalability, reliability, and security. In summary: Take control of your Durable Objects with celld - the self-hosted, distributed solution for Cloudflare Workers and Durable Objects. ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

📌 Spotted on GitHub Trending: LadybirdBrowser/ladybird — let's break it down. 🔗 https://github.com/LadybirdBrowser/ladybird 📝 Truly independent web browser ────────────────────────────── The Ladybird browser is a game-changer - a truly independent web browser built on a novel engine based on web standards. It's still in pre-alpha, so it's only suitable for developers right now. One of the key features of Ladybird is its multi-process architecture, which includes a main UI process, several WebContent renderer processes, an ImageDecoder process, and a RequestServer process. This means that image decoding and network connections are done out of process, making it more robust against malicious content. Each tab has its own renderer process, sandboxed from the rest of the system, adding an extra layer of security. Ladybird also inherits many core library support components from SerenityOS, including LibWeb, LibJS, and LibWasm. To get started with Ladybird, you can find build instructions in the Documentation folder, and the project runs on Linux, macOS, Windows (with WSL2), and many other *Nixes. If you're interested in participating in the project, you can join the Discord server to discuss issues and development, and read the getting started guide to learn how to contribute. Ladybird is licensed under a 2-clause BSD license. In short, Ladybird is a browser that's all about independence and security - and it's an exciting project to watch, or even contribute to! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

📌 Spotted on GitHub Trending: google/guava — let's break it down. 🔗 https://github.com/google/guava 📝 Google core libraries for Java ────────────────────────────── The Guava library is a set of core Java libraries from Google, featuring new collection types, immutable collections, a graph library, and utilities for concurrency, I/O, hashing, primitives, strings, and more. It comes in two flavors: JRE and Android. To use Guava, add a dependency to your project using Maven or Gradle. For example, with Maven:

<dependency>
  <groupId>com.google.guava</groupId>
  <artifactId>guava</artifactId>
  <version>33.6.0-jre</version>
</dependency>

Guava is suitable for Java developers looking to simplify their code and improve performance. Key technical highlights include its collection types, such as multimap and multiset, and utilities like ImmutableList. Guava's APIs are largely binary-compatible, ensuring backward compatibility. One-liner takeaway: Use Guava to simplify your Java development and boost performance with its robust collection types and utility classes. ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

🚀 Meet TauricResearch/TradingAgents: a gem from today's GitHub trending list. 🔗 https://github.com/TauricResearch/TradingAgents 📝 TradingAgents: Multi-Agents LLM Financial Trading Framework ────────────────────────────── The TradingAgents framework is a cutting-edge, multi-agent trading platform designed to simulate real-world trading firms. This framework utilizes specialized LLM-powered agents to evaluate market conditions and inform trading decisions. The agents include fundamental analysts, sentiment experts, technical analysts, researchers, traders, and risk management teams, all working together to make informed decisions. At its core, TradingAgents is built around a modular design, allowing for flexibility and customization. The framework supports multiple LLM providers, including OpenAI, Google, Anthropic, and more, making it adaptable to different needs and environments. To get started with TradingAgents, you can clone the repository and install the package using pip install . The framework also provides a Docker installation option for ease of use. Once installed, you can launch the interactive CLI and select your desired tickers, analysis date, LLM provider, and more. The TradingAgents package is built with LangGraph, ensuring flexibility and modularity. It supports multiple LLM providers and can be used inside your code by importing the tradingagents module and initializing a TradingAgentsGraph() object. Whether you're a researcher, trader, or simply interested in AI-powered trading, TradingAgents is an exciting project that's worth exploring. So, dive in and discover the possibilities - with TradingAgents, the future of trading is at your fingertips! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

📌 Spotted on GitHub Trending: goauthentik/authentik — let's break it down. 🔗 https://github.com/goauthentik/authentik 📝 The authentication glue you need. ────────────────────────────── Meet authentik, an open-source Identity Provider (IdP) designed for modern Single Sign-On (SSO) and self-hosting. It supports a wide range of protocols, including SAML, OAuth2/OIDC, LDAP, and RADIUS. Whether you're setting up a small lab or a large production cluster, authentik has got you covered. You can install authentik using Docker Compose for small setups, Kubernetes with Helm Chart for larger ones, or even deploy it on AWS using CloudFormation templates or the DigitalOcean Marketplace. As for development, the project welcomes contributions and provides extensive Developer Documentation to get you started. Authentik is perfect for organizations seeking a robust and scalable identity management solution. In short, authentik is the ultimate open-source IdP for modern SSO - give it a try and experience seamless identity management! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

🔥 mattpocock/skills is trending — and it deserves your attention. 🔗 https://github.com/mattpocock/skills 📝 Skills for Real Engineers. Straight from my .agents directory. ────────────────────────────── The mattpocock/skills GitHub repository offers a collection of skills designed to help real engineers develop applications effectively. These skills are small, easy to adapt, and composable, working with any model, and are based on decades of engineering experience. The repository provides a 30-second setup with two installation options: the Claude Code plugin and skills.sh, allowing users to choose their preferred method. Key features include /grill-me and /grill-with-docs for aligning with the agent, /tdd for automated testing, and /diagnosing-bugs for debugging. The skills are categorized into user-invoked and model-invoked skills, with examples including ask-matt, triage, and improve-codebase-architecture. These skills are perfect for engineers looking to improve their development process, and with over 60,000 devs already on board, it's clear that this repository is making a significant impact. So why not join the community and start shipping the best apps of your career? The future of software development is here, and it's time to skill up! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

📌 Spotted on GitHub Trending: google/skills — let's break it down. 🔗 https://github.com/google/skills 📝 Agent Skills for Google products and technologies ────────────────────────────── The google/skills repository on GitHub is a collection of Agent Skills for various Google products and technologies, including Google Cloud. These skills provide a wide range of functionalities, from getting started with Google Cloud to more advanced topics like AI/ML, infrastructure, and management tools. To use these skills, you can install them via npx skills add google/skills and then select the specific skills you want to install. The repository is under active development, and new skills are being added regularly. The skills in this repository are categorized into various sections, including: - Getting started with Google Cloud - Muilti-product solution skills - AI/ML - Infrastructure - Databases and analytics - Developer tools - Management tools - Well-Architected Framework - Security and identity - Web and app hosting - Advertising The repository also includes plugins for various agent harnesses, such as Claude Code, Codex, and Antigravity CLI. If you need help or encounter issues with these skills, you can search for existing issues or open a new one in the GitHub Issue Tracker. Contributions to improve the skills are also welcome. In short, the google/skills repository is a one-stop-shop for all your Google-related skills and plugin needs - install, learn, and contribute to take your Google Cloud skills to the next level! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

🔍 Deep-diving into TapXWorld/ChinaTextbook — fresh off the trending list. 🔗 https://github.com/TapXWorld/ChinaTextbook 📝 所有小初高、大学PDF教材。 ────────────────────────────── The ChinaTextbook GitHub repository provides a collection of open-source textbooks for students in China, aiming to promote equal access to education. The repository includes mathematics textbooks for elementary, middle, and high school, as well as university-level mathematics materials, such as linear algebra and probability theory. To use the repository, simply browse through the folders and download the desired textbooks. Note that some large files are split into smaller parts due to GitHub's upload limits. To merge these files, you can use the provided mergePDFs-windows-amd64.exe tool. The repository is maintained by volunteers and relies on community support. If you find the resources helpful, consider donating to support the project's continued development. Here's a

simple example

of how to access the materials: 1. Visit the repository. 2. Browse to the desired textbook folder. 3. Download the files. In short, ChinaTextbook is a valuable resource for students and educators in China, promoting open access to quality educational materials: Learning should be free, so let's make it free! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

📌 Spotted on GitHub Trending: addyosmani/agent-skills — let's break it down. 🔗 https://github.com/addyosmani/agent-skills 📝 Production-grade engineering skills for AI coding agents. ────────────────────────────── addyosmani/agent-skills is a GitHub repository that provides production-grade engineering skills for AI coding agents. The skills encode workflows, quality gates, and best practices that senior engineers use when building software, ensuring that AI agents follow them consistently across every phase of development. The repository includes 24 skills that cover various aspects of the development lifecycle, from defining what to build to shipping the final product. Some key features include: * 8 slash commands that map to the development lifecycle, such as /spec, /plan, /build, and /ship * Automated skill activation based on what you're doing, such as designing an API or building UI * Integration with various agents, including Claude Code, Cursor, Codex, and more To get started, you can install the skills using the skills CLI or integrate them with your preferred agent. The repository also provides a Quick Start guide and documentation for each skill, making it easy to use and understand. The target audience for this repository includes developers, engineers, and teams looking to improve their development workflow and ensure that their AI coding agents follow best practices. In summary, addyosmani/agent-skills is a valuable resource for anyone looking to streamline their development process and improve the quality of their code - Supercharge your coding workflow with these production-grade engineering skills! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

🚀 Meet PrimeIntellect-ai/prime-agent: a gem from today's GitHub trending list. 🔗 https://github.com/PrimeIntellect-ai/prime-agent 📝 A self-improving RLM agent for coding workflows and long-running autonomous tasks. ────────────────────────────── Introduction to Prime Agent: Prime Agent is an open-source coding and research agent designed for general and long-running work. It's built around two core abstractions: the Recursive Language Model (RLM) and the Continual Harness. Key Features: Prime Agent combines a persistent Python control environment with durable harness state, allowing for useful working context and reusable operating patterns to outlive a single chat window. It features programmatic tools, subagents, and context management through code. Technical Highlights: Prime Agent includes a persistent IPython environment, daemon-backed agents, and direct agent-to-agent communication. It also supports long-running work with features like heartbeats, schedules, and persistent goals. Audience: Prime Agent is ideal for researchers, developers, and anyone looking for a powerful tool for long-running work and evaluations. To get started, simply install the latest stable release using curl -fsSL https://app.primeintellect.ai/prime-agent/install.sh | sh and run prime-agent in your desired directory. One-liner takeaway: Prime Agent is revolutionizing the way we approach long-running work and research with its cutting-edge Recursive Language Model and Continual Harness, making it an indispensable tool for anyone looking to push the boundaries of what's possible! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

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🎯 google/skills landed on trending. Worth a proper look. 🔗 https://github.com/google/skills 📝 Agent Skills for Google products and technologies ────────────────────────────── The google/skills repository on GitHub is a collection of skills for Google products and technologies, including Google Cloud. This repository is under active development and provides a wide range of skills, from Getting started with Google Cloud to AI/ML and Infrastructure skills. To use these skills, you can install them using npx skills add google/skills and then select the specific skills you want to install. The repository also includes plugins for agent harnesses like Claude Code and Codex. If you need help or encounter issues, you can search for existing issues or open a new one in the GitHub Issue Tracker. The skills are available under the Apache 2.0 license, allowing you to copy, modify, and distribute them freely. One-liner takeaway: Level up your Google Cloud game with the google/skills repository, your one-stop shop for skills and plugins to boost productivity and innovation! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

📌 Spotted on GitHub Trending: pranshuparmar/witr — let's break it down. 🔗 https://github.com/pranshuparmar/witr 📝 Why is this running? Trace any process, port, container, or file back to what started it - CLI + TUI. ────────────────────────────── The witr tool helps you understand why a process, port, container, or file is running on your system. It provides a clear chain of causality, showing where a running process came from, how it was started, and what systems are responsible for it. Key features include a simple command-line interface, machine-readable JSON output, and an interactive TUI dashboard. To install witr, you can use various package managers like Homebrew, Conda, or Winget, or download a pre-built binary from the GitHub repository. For usage, simply run witr followed by the process, port, container, or file you're interested in. From a technical standpoint, witr is a single static binary that supports multiple platforms, including Linux, macOS, Windows, and FreeBSD. It's designed to be easy to use and provides a lot of flexibility in terms of output formatting and filtering. The target audience for witr includes system administrators, developers, and anyone who needs to understand what's running on their system and why. In short, witr is a powerful tool that helps you cut through the complexity of your system and understand what's really going on - and that's a game-changer for anyone who's ever wondered "why is this running?" ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

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🔍 Deep-diving into K2SOsint/Legendary_OSINT — fresh off the trending list. 🔗 https://github.com/K2SOsint/Legendary_OSINT 📝 A list of OSINT tools & resources for (fraud-)investigators, CTI-analysts, KYC, AML and more. ────────────────────────────── Legendary OSINT is a treasure trove of curated OSINT tools and resources, gathered from various sources like newsletters, Telegram groups, and GitHub repos. This repository is a one-stop-shop for all your OSINT needs, with categories ranging from people search and social media to geospatial and mapping OSINT. Key features include: - people search and social media tools - aviation and maritime tracking - domain and IP investigation tools - malware analysis and CTI resources - dark web and leaks databases To use this repository, simply explore the various categories and find the tools that suit your needs. Keep in mind that most tools are third-party, so be sure to vet and use them responsibly. From a technical standpoint, this repository is well-organized, with clear documentation and contributing guidelines. It's licensed under CC0 1.0 Universal, making it free to use, modify, and share. This repository is perfect for security researchers, investigators, and anyone interested in OSINT. So, dive in and start exploring - and don't forget to star the repository and give credit where credit is due! The legendary OSINT repository is your ultimate goto for all things OSINT - use it wisely! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

🎯 denoland/celld landed on trending. Worth a proper look. 🔗 https://github.com/denoland/celld 📝 self-hosted, distributed Durable Objects ────────────────────────────── Introducing celld, a self-hosted, distributed daemon that runs Cloudflare Workers and Durable Objects on your own machines. With celld, each object is its own SQLite database, addressed by name and replicated to an S3-compatible bucket you own. This approach allows for automatic sharding, eliminating contention and blast-radius failures. Key features include: - celld nodes that embed V8 and execute Wrangler bundles - Object-storage compare-and-swap for ownership management - Continuous replication of each cell's SQLite database to the bucket - Support for esbuild on PATH for Worker code To get started, install celld using the provided installer:

curl -fsSL https://celld.dev/install.sh | sh

Then, deploy your application and start celld against the same bucket:

celld deploy . --bucket s3://my-cells-bucket
celld --bucket s3://my-cells-bucket --listen 0.0.0.0:8080 --advertise 10.0.0.12:8080

Technical highlights include: - No control plane or consensus required - Idle cells hibernate to nearly nothing - Nodes are replaceable, with the bucket serving as the durable source of truth celld is designed for developers and operators looking to self-host Cloudflare Workers and Durable Objects. With its unique approach to sharding and replication, celld provides a scalable and fault-tolerant solution for deploying distributed applications. Takeaway: With celld, you can run Cloudflare Workers and Durable Objects on your own machines, with automatic sharding and replication for a scalable and fault-tolerant solution. ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

⚡ unclebob/swarm-forge is making waves. Here's the full picture. 🔗 https://github.com/unclebob/swarm-forge 📝 A simple tool for coordinating several AI agents. ────────────────────────────── SwarmForge is a disciplined tmux-based agent orchestration platform that turns swarms of AI agents into reliable, professional software engineers. Its purpose is to facilitate communication between agents working in different git worktrees, providing a shared structure for role-specific prompts, worktree assignment, tmux sessions, and message passing. The key features of SwarmForge include config-driven topology, project-local roles, layered constitution, and backend selection per role. It supports per-role backends such as claude, codex, copilot, or grok. To use SwarmForge, you need to have zsh, git, tmux, Babashka (bb), and at least one configured agent backend. You can get started by choosing a runnable branch and pulling its contents without creating a Git remote. The target audience for SwarmForge includes software engineers and developers who want to leverage the power of AI agents in their development workflow. In a nutshell, SwarmForge is a powerful tool for orchestrating AI agents to achieve reliable and professional software engineering results - it's like having a team of expert engineers at your fingertips. ────────────────────────────── 🧠 Channel: https://t.me/GithubRe

🎯 google/guava landed on trending. Worth a proper look. 🔗 https://github.com/google/guava 📝 Google core libraries for Java ────────────────────────────── The google/guava GitHub repository is a collection of Java libraries used by Google, featuring new collection types, immutable collections, a graph library, and utilities for concurrency, I/O, hashing, and more. The key features of Guava include multimap and multiset, which are used for handling complex data structures, as well as utilities for working with primitives, strings, and other basic data types. To use Guava, you can add it to your project using Maven or Gradle. For example, you can add the following dependency to your Maven project:

<dependency>
  <groupId>com.google.guava</groupId>
  <artifactId>guava</artifactId>
  <version>33.6.0-jre</version>
</dependency>

Guava is widely used by many companies and is suitable for a wide range of Java projects, including Android apps. The repository provides detailed documentation, including a users' guide and API documentation, as well as links to snapshot API Javadoc and snapshot API diffs. Overall, Guava is a powerful tool for any Java developer looking to work with complex data structures and utilities. So, what are you waiting for? Get Guava and supercharge your Java projects today! ────────────────────────────── 🧠 Channel: https://t.me/GithubRe