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🚀 Jan 1, 2025: Start the Year Right with These Top 25+ GitHub Repositories

↗ Quelle (dev.to)
🗣️ Stimme:
📑 Inhaltsübersicht



GitHub logo



A bot to run your typed scripts, safely!







isobot



A probot library and application to make running repo-configurable scripts easy and powerful.



What



isobot lets you, a repo owner, write an executable script to do work.



  • 🟢 Code! isobot lets you, the repo owner, run code. Testable, statically analyzable, sweet code.

  • 🔴 Configuration. Most github/Probot applications use YAML or JSON configuration to drive bot activity. This is hard to get correct, and offers little in the way of 1) correctness verification, 2) flexibility!


Here's an example of a .github/isobot.ts file that sniffs for /merge comment commands
and has the bot approve and merge the PR.



export const pipeline: Pipeline = (
stream,
{
rxjs: {
operators: { filter, mergeMap },
},
}
) =>
stream.pipe(
filter((evt) => evt.name === "issue_comment"),
mergeMap((evt) => evt.tk.






📂 GitHub Repository: /

  • Ensure you have Cargo (Rust's package manager) installed




  • Ollama Setup



    # Install Ollama
    curl -fsSL https://ollama.com/install.sh | sh

    # Pull required models
    ollama pull llama3.2
    ollama pull all-minilm






  • Building from Source






    1. Clone the repository



      git








    📂 GitHub Repository: /











    3. Open-sourced my OG image generator



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 16:38:11 GMT









    GitHub logo



    Utility to mount Docker images locally without requiring container creation







    docker-mounter



    Utility to mount Docker images locally without requiring container creation. This is useful for analysing contents of
    Docker images from within the host operating system without incurring the overhead of container creation.


    This tool relies on some potentially unstable docker implementation details, and may break in future Docker versions!



    Installation



    This tool can be installed from PyPI using:



    pip install docker-mounter



    Alternatively, the tool can be installed from source using:



    poetry install




    Compatibility



    Due to use of overlay2, tool is only compatible with Linux 3.19+.


    It has currently only been tested with Docker version 27.3.1, build ce12230.



    Required Permissions




    This tool requires:



    1. Access to the Docker daemon socket (user must be root or in the docker group)

    2. Root privileges when using the --mount option



    Usage





    Usage: docker-mount [OPTIONS] IMAGE
    ╭─ Arguments ─────────────────────────────────────────────────────────╮
    * image TEXT [default: None] [required] │
    ╰─────────────────────────────────────────────────────────────────────╯
    ╭─ Options ───────────────────────────────────────────────────────────╮
    │ --mount-point PATH [default: None]






    📂 GitHub Repository: /



    Perofrmance Analysis










    5. Math with LLM– State of the Art



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 15:46:15 GMT









    GitHub logo



    A Human Memory Agent For AI







    When we interact with people 🗣️👂, we naturally remember details from past interactions 💭, feelings 😜😢, and shared experiences 🤝. That's what makes us human. We're bringing this same ability to AI, helping it recall just like us.



    Key Features





    • Temporal Memory Recall: Enables AI to remember timestamped memories from past interactions.


    • Multi-Tenancy: Accommodates multiple organizations, agents, and users.


    • Flexible Name Handling: Uses placeholders for easy updates to user and agent names.


    • Scalability: Designed to handle millions of users, interactions, and memories.


    • Developer-Friendly: Modular architecture for easy customization and feature integration.



    Quick Start



    Before using Memora, you'll need to set up the following:




    1. Neo4j Database



      • Option A: (managed cloud solution)




    2. Qdrant Vector Database



      • Option A: (managed solution)




    3. LLM Provider API Key

      Choose one of the following…








    📂 GitHub Repository: /











    7. Testify mock without the boilerplate (Golang)



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 15:29:00 GMT









    GitHub logo



    Run your GitHub Actions locally 🚀






    locally! Why would you want to do this? Two reasons:




    • Fast Feedback - Rather than having to commit/push every time you want to test out the changes you are making to your .github/workflows/ files (or for any changes to embedded GitHub actions), you can use act to run the actions locally. The are all configured to match what GitHub provides.


    • Local Task Runner - I love






    8. Run your GitHub Actions locally



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 14:46:24 GMT









    GitHub logo



    Application for Mind Mapping, Knowledge Management, Project Management. Develop, organize and communicate your ideas and knowledge in the most effective way.







    Freeplane







    . If you would like to report a bug, you can go report it over at . There, you will find How-To Guides, FAQs, Examples and explanations about the functions…






    📂 GitHub Repository: /








    Very fast C++17 logging library



    Install



    CODE
    git clone --recursive https://github.com/ChristianPanov/lwlog


    Installing the CMake Package



    CODE
    cmake -B <Build Directory> -S <Directory of CMakeLists.txt> -DCMAKE_INSTALL_PREFIX=<Installation Directory>
    cmake --build <Build Directory> --target install --config <Debug/Release>


    Linking lwlog to your project with CMake




    CODE
    find_package(lwlog_lib HINTS <Installation Directory>/lib/cmake)

    target_link_libraries(MyExe PRIVATE lwlog::lwlog_lib)


    The Most Important Question - Why Yet Another Logging Library?




    Another logging library, how boring, right, as If we don't see a new one each week. So why do I keep shoving it down your throats for a drop of recognition? I will cut short on the speed or code simplicity that every other logging library boasts about. The actual importance of the library lies within its meaning to me. This library has served as a pivotal factor in my journey to becoming a software craftsman. I started it when I knew very little, and when I still made no distinction between writing reusable






    📂 GitHub Repository: / windows, workspaces, outputs, clipboard and PATH using






  • go install github.com/pancsta/sway-yasm/cmd/sway-yasm@latest

  • git clone; cd; ./scripts/build



  • features





    • window / workspace management

      • alt+tab / MRU order for windows

      • move a workspace to the current output

      • move a window to the current workspace



    • miscellaneous management

      • run anything in your PATH

      • copy from clipboard history using clipman and wl-clipboard










    12. Yet Another Sway Manager



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 11:46:23 GMT









    GitHub logo



    The Open Source Directory Website Boilerplate









    ·
    ·
    ·
    ·






    Introduction


























































    Component Website Repository
    Frontend
    Backend (Sanity)



    Features





    • Listings (Tools, Products)

    • Item Detail Page

    • Categories & Tags

    • Authentication (GitHub and Google)

    • Submission (built-in)

    • Sanity Studio (built-in CMS)

    • Blog (hidden by default)

    • Documentation (hidden by default)

    • Analytics (Umami & Google Analytics)

    • SEO (Sitemap, Open Graph)

    • Modern UI (Shadcn UI)

    • Responsive Design

    • Multi-language (English & Chinese)

    • Multi-theme (Light & Dark)




    Tech Stack






    • Next.js 14

    • NextAuth

    • Database (PostgreSQL)

    • Tailwind CSS

    • Shadcn UI

    • Lucide Icons

    • Contentlayer

    • Sanity

    • Vercel




    How to use






    1. Clone the repository

    2. Run pnpm install

    3. Configure the .env file

    4. Run pnpm dev




    Author





    This project is created by , which is the best directory boilerplate for anyone who wants to launch a profitable directory website in…










    📂 GitHub Repository: /



    ·

    ·

    ·











    14. CISO Assistant



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 09:28:32 GMT









    GitHub logo



    DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding













    |
    |
    |




    1. Introduction




    Introducing DeepSeek-VL2, an advanced series of large Mixture-of-Experts (MoE) Vision-Language Models that significantly improves upon its predecessor, DeepSeek-VL. DeepSeek-VL2 demonstrates superior capabilities across various tasks, including but not limited to visual question answering, optical character recognition, document/table/chart understanding, and visual grounding. Our model series is composed of three variants: DeepSeek-VL2-Tiny, DeepSeek-VL2-Small and DeepSeek-VL2, with 1.0B, 2.8B and 4.5B activated parameters respectively
    DeepSeek-VL2 achieves competitive or state-of-the-art performance with similar or fewer activated parameters compared to existing open-source dense and MoE-based models.








    15. DeepSeek-VL2: MoE Vision-Language Models for Advanced Multimodal Understanding



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 09:28:32 GMT









    GitHub logo



    Static low-bandwidth search at scale







    Pagefind




    Pagefind is a fully static search library that aims to perform well on large sites, while using as little of your users’ bandwidth as possible, and without hosting any infrastructure.


    The full documentation on using Pagefind can be found at












    16. Pagefind: Static low-bandwidth search at scale



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 07:25:45 GMT









    GitHub logo










    Ergo S-1 Wireless Keyboard




    Firmware:


    Customize the keyboard layout:


    What Is it?



    The Ergo S-1 is a fully wireless, split ergonomic keyboard that is compatible with cherry/gateron switches and cherry/oem/dcs keycaps. It runs on the fantastic ZMK firmware.



    Why Is It?



    I love ergonomic keyboards. My first keyboard that I built was an Atreus, and how accessible that was for a beginner stuck with me. While I was unemployed in 2021 I spent my time designing an ergonomic keyboard that would be easy for a anyone to build.

    This is the first step in acheiving that goal. The cases are designed to give you easy access to the switches for hand wiring. There's a parts list included for everything else that you'll need.



    What Switches / Keycaps Can I






    📂 GitHub Repository: /






    18. Computesim, learn compute shaders and control flow



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 06:42:33 GMT









    GitHub logo



    This repository contains our latest research focused on enhancing the accuracy of large language models (LLMs) in mathematical applications.







    Dac-LLM



    This repository showcases our recent research aimed at improving the accuracy of large language models (LLMs) in mathematical domains. We believe our approach has surpassed previous methods, such as chain-of-thought and graph-of-thought techniques, achieving state-of-the-art performance.



    Background



    In recent years, numerous prompting methods have been developed to guide large language models (LLMs) in tackling mathematical problems i.e Chain of Thought. However, their mathematical performance still falls short of satisfaction espically without fine tuning or zero-shot prompting. As a result, we have devised a novel approach to enhance this performance, which we call "divide and conquer." Unlike traditional applications of divide and conquer, our method proposes utilizing a programming language, such as Python, combined with an interpreter, simulating the way a human uses a calculator.



    Algorithm (2024-12-31 Update)




    Dac Algorithm






    Explain




    Our algorithm primarily focuses on mathematical problems, particularly computational challenges rather than proof-based issues. It first assesses…






    📂 GitHub Repository: / presents...



    Project.RPG







    Building





    Requirements





    • raylib


    • gcc or clang (but the Makefile assumes gcc for now)

    • emsdk

    • make

    • liblua5.4-dev

    • A custom-built version of liblua.a for the web build



    Instructions





    1. Clone the repository

    2. Change directory to the repository

    3. Run the following command:



    Linux executable:




    CODE
    make


    WebAssembly executable




    You will have to edit some of the hardcoded paths in the emcc instruction.
    I will provide details for this in the near future.


    CODE
    make index.html



    Running





    Linux




    CODE
    ./game


    WebAssembly




    CODE
    emrun index.html










    📂 GitHub Repository: /






    21. Typed-Fsm-Zig



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 04:36:02 GMT









    GitHub logo



    A better API for Python asynchronous UDP







    AioUDP







    AioUDP Banner


    A better API for asynchronous UDP








    .



    A


    Here's an example echo server:



    import asyncio
    import signal
    import aioudp


    async def main():
    async def handler(connection):
    async for message in connection:
    await connection.send(message)

    loop = asyncio.get_running_loop()
    stop = loop.create_future()
    # Optional. This is for properly exiting the server when Ctrl-C is pressed
    # or when the process is killed/terminated
    loop.add_signal_handler(signal.SIGTERM, stop.set_result, None)
    loop.add_signal_handler(signal.SIGINT, stop.set_result, None)

    # Serve the server
    async with aioudp.serve("localhost", 9999, handler):
    await stop # Serve forever






    📂 GitHub Repository: /












    CyberPAM





    Zero Trust Privileged Access Management




    🔐 Zero Trust | 🎥 Session Recording | 🌐 Multi-Protocol | 🔒 ABAC Security | 🎨 Beautiful UI















    CyberPAM is a comprehensive Zero Trust Privileged Access Management solution designed for secure access to Windows, UNIX systems, and web applications. With its beautiful dark-themed interface and robust security features, it provides enterprise-grade access control and session monitoring capabilities.



    I made CyberPAM for my own use, but I'm happy to share it with the community. I've been working with PAM products for years and CyberPAM is the culmination of my experience. Session recording is a must have for any PAM product, and CyberPAM is the best I've seen from an Admin perspective, and user experience. Often implementations of PAM products take a long time to get to production, but not CyberPAM.



    is the process of managing access to resources. It…










    📂 GitHub Repository: /








    24. M/M/1/K Queue Performance Analysis



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 03:01:26 GMT









    GitHub logo



    A framework for Recursive Feedback Systems in Bidirectional Math to Achieve Universal Stabilization.







    universal-stabilization



    A framework for Recursive Feedback Systems in Bidirectional Math to Achieve Universal Stabilization.


    This project presents a universal equation for stabilization and symmetry, providing a framework for understanding equilibrium in systems as diverse as physics, biology, economics, AI, cryptography and more. By unifying concepts across fields, it lays the groundwork for solving real-world problems in unprecedented ways.








    25. Recursive Feedback Systems: A Universal Equation for Balance Across Domains



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 03:01:26 GMT









    GitHub logo



    Large Concept Models: Language modeling in a sentence representation space







    Large Concept Models




    Language Modeling in a Sentence Representation Space




    This repository provides the official implementations and experiments for



    The LCM operates on an explicit higher-level semantic representation
    which we name a "concept". Concepts are language- and modality-agnostic and represent a higher
    level idea. In this work, a concept corresponds to a sentence, and we use the .



    Approach
















    26. Large Concept Models: Language modeling in a sentence representation space



    🔗 Website:

    📅 Published On: Wed, 01 Jan 2025 03:01:25 GMT

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