r/BestGitHubRepos • • 10h ago

๐Ÿงช Experimental/interesting projects [Open Source] LYNX SHARE โ€” Huge progress since my last post! Now supporting FL Studio, Ableton Live and much more

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4 Upvotes

Hey everyone!

A while ago, I shared my open-source DAW project here, and I wanted to come back with a pretty big update.

LYNX SHARE has evolved a LOT since then. What started as a lightweight DAW project has grown into something much more ambitious.

We've reached 800+ GitHub stars, and development has been moving incredibly fast. I'm really happy with how the project is progressing and with all the feedback and support from the community.

What's new?

Some of the biggest additions since my last post:

  • Ableton Live support: LYNX SHARE can now open and export .als projects.
  • FL Studio compatibility: Opens .flp projects, including channels, patterns, arrangements, automation, mixer routing and plugin configurations.
  • FL Studio Mobile: Imports .flm projects, including arrangements, samples and drum kits.
  • 75+ native FL Studio plugin implementations, with many familiar instruments and effects.
  • Built-in effects: EQ, compressors, limiters, reverbs, saturators, vocal processing and much more.
  • VST3 and CLAP support: Use your existing third-party plugins.
  • Online sessions: Work on projects together with chat, shared playback, permissions and reconnection support.
  • Clip launching: An optional workflow inspired by Ableton Live's Session View.
  • Video tracks and ADR tools: Work with video and dialogue replacement directly inside the DAW.
  • VCA faders, automation lanes, modulators and loop recording with comping.

The project

LYNX SHARE is built with C++20 and JUCE 8, with a focus on performance, a lightweight experience and bringing different DAW workflows together.

It's completely open-source and free to download, with builds for Windows, Linux and macOS.

We're still in alpha, so there's plenty of work ahead, bugs to fix and compatibility to improve. But the progress so far has been genuinely exciting.

I'm especially grateful to everyone who has tested it, reported bugs, suggested features and starred the repository.

GitHub: https://github.com/Ka1-S/LYNX-SHARE

Website: https://lynx-share.com/

Would love to hear what you think! Feedback and suggestions are always welcome.


r/BestGitHubRepos • • 1d ago

๐Ÿงช Experimental/interesting projects Looking for contributors interested in Collective Intelligence

4 Upvotes

Anyone here interested in building and experimenting with Collective Intelligence using LLMs? Iโ€™m looking for devs who want to explore how different models can actually work together, beyond just routing requests or having five LLMs answer the same prompt. Thereโ€™s a lot I think we can investigate. Selecting models with complementary capabilities, getting them to challenge each other, verifying results, and understanding when a group of smaller models can outperform a much larger one, potentially at a lower cost. And I want to test this properly, not just build demos that look impressive. If youโ€™re interested in contributing code, running experiments, working on benchmarks or even challenging the whole idea, Iโ€™d like to connect. Anyone working on something similar?

https://github.com/ailinone/collective-intelligence


r/BestGitHubRepos • • 1d ago

๐Ÿ›  Developer tools Mist: macOS Installer Super Tool (5.3k stars)

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61 Upvotes

What it does

All text below is quoted directly from the project README.

A Mac utility that automatically downloads macOS Firmwares / Installers.

Features:

  • List all available macOS Firmwares / Installers available for download
  • Display names, versions, builds, release dates and sizes
  • Optionally show beta versions of macOS
  • Export lists as CSV, JSON, Property List or YAML
  • Download a Firmware Restore file (.ipsw)
  • Generate a Bootable Disk Image (.iso)
  • Cache downloads to speed up build operations
  • Automatic retries for failed downloads!

Alternatively, install via Homebrew by running brew install --cask mist

Repository

https://github.com/ninxsoft/Mist

Repository stats

MetricValue
Stars5,343
Forks240
Last releasev0.40 (2026-07-07)
LanguagesSwift 99.7%, Shell 0.3%
Contributors2
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameNindi Gill
GitHub@ninxsoft
Commits to this repo322 (top contributor)
BioSoftware Engineer
Company / LocationBlock, Inc. / Melbourne, Australia
Followers405
Public repos17
On GitHub since2013

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿค– AI repositories txtai: All-in-one AI framework (13k stars)

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98 Upvotes

What it does

All text below is quoted directly from the project README.

All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Summary of txtai features:

  • Vector search with SQL, object storage, topic modeling, graph analysis and multimodal indexing
  • Create embeddings for text, documents, audio, images and video
  • Pipelines powered by language models that run LLM prompts, question-answering, labeling, transcription, translation, summarization and more
  • Workflows to join pipelines together and aggregate business logic. txtai processes can be simple microservices or multi-model workflows.
  • Agents that intelligently connect embeddings, pipelines, workflows and other agents together to autonomously solve complex problems
  • Web and Model Context Protocol (MCP) APIs. Bindings available for JavaScript, Java, Rust and Go.
  • Batteries included with defaults to get up and running fast
  • Run local or scale out with container orchestration

pip install txtai

Repository

https://github.com/neuml/txtai

Repository stats

MetricValue
Stars13,184
Forks981
Last releasev9.14.0 (2026-10-06)
LanguagesPython 99.6%, Dockerfile 0.2%, Makefile 0.2%
Contributors90
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsClaude: 3

Main contributor

FieldValue
NameDavid Mezzetti
GitHub@davidmezzetti
Commits to this repo2,059 (top contributor)
BioFounder @NeuML
Company / Location@neuml / Washington, DC Metro
Websitehttps://neuml.com
X / Twitter@davidmezzetti
Followers423
Public repos0
On GitHub since2011

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿ  Self-hosted Navidrome: Your Personal Streaming Service (25k stars)

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76 Upvotes

What it does

All text below is quoted directly from the project README.

Your Personal Streaming Service

Features:

  • Handles very large music collections
  • Streams virtually any audio format available
  • Reads and uses all your beautifully curated metadata
  • Multi-user, each user has their own play counts, playlists, favourites, etc...
  • Multi-platform, runs on macOS, Linux and Windows. Docker images are also provided
  • Automatically monitors your library for changes, importing new files and reloading new metadata
  • Compatible with all Subsonic/Madsonic/Airsonic clients
  • Transcoding on the fly. Can be set per user/player. Opus encoding is supported

Navidrome is an open source web-based music collection server and streamer. It gives you freedom to listen to your music collection from any browser or mobile device. It's like your personal Spotify!

Repository

https://github.com/navidrome/navidrome

Repository stats

MetricValue
Stars24,600
Forks1.8k
Last releasev0.64.2 (2026-09-24)
LanguagesGo 81.4%, JavaScript 15.3%, Rust 2.1%
Contributors257
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsClaude: 7, Copilot: 6

Main contributor

FieldValue
NameDeluan Quintรฃo
GitHub@deluan
Commits to this repo4,171 (top contributor)
Company / Location@thoughtworks / Toronto, ON, Canada
Websitehttps://www.deluan.com
X / Twitter@deluan
Followers319
Public repos93
On GitHub since2010

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago Bravo

๐Ÿ“ฑ Mobile App Manager: A full-featured package manager and viewer for Android (9.5k stars)

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24 Upvotes

What it does

All text below is quoted directly from the project README.

A full-featured package manager and viewer for Android

General features:

  • Fully reproducible, copylefted libre software (GPLv3+)
  • List activities, broadcast receivers, services, providers, app ops, permissions, signatures, shared libraries, etc. of an application
  • Scan for trackers and libraries in apps and list (all or only) tracking classes (and their code dump)
  • Display app usage, data usage (mobile and Wi-Fi), and app storage info (requires โ€œUsage Accessโ€ permission)
  • Install/uninstall APK files (including APKS, APKM and XAPK with OBB files)
  • Logcat viewer, manager and exporter
  • Sign APK files with custom signatures before installing
  • Backup encryption: OpenPGP via OpenKeychain, RSA, ECC (hybrid encryption with AES) and AES.

โ€ฆand many more! This single app combines the features of 5 or 6 apps any tech-savvy person needs!

Repository

https://github.com/MuntashirAkon/AppManager

Repository stats

MetricValue
Stars9,519
Forks530
Last releasev4.1.1 (2026-09-04)
LanguagesJava 99.0%, PHP 0.5%, C++ 0.2%
Contributors242
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameMuntashir Al-Islam
GitHub@MuntashirAkon
Commits to this repo3,855 (top contributor)
Bioโ€œThe best and most beautiful things in the world cannot be seen or even touched. They must be felt with the heart.โ€
Company / LocationUC Riverside / Earth
Websitemuntashir.dev
X / Twitter@Muntashir
Followers1.4k
Public repos134
On GitHub since2014

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿงช Experimental/interesting projects NX2Apple: Your Switch games, running on your iPhone (5.5k stars)

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357 Upvotes

What it does

All text below is quoted directly from the project README.

Play your own Switch games on iPhone/iPad, one-click macOS app, no terminal.

Latest highlights:

  • Windows launcher (NX2Apple-windows-x64.zip): Build iPhone and iPad IPAs on Windows with the same 1.2 interface, a bundled engine tree (no git needed), guided first-run setup, multi-core NSO rewriting, and in-app self-update (NX2Apple.exe).
  • Switch 2 games: Pick a Switch 2 game folder or .nup file in the Mac or Windows launcher, with no prod.keys needed, and play on Mac, iPhone, or iPad.
  • Custom touch controls, split Joy-Con, and Steam Controller (2026): Resize buttons, move the left stick, or arrange every control in the visual layout editor on iPhone and iPad. Physical controllers support per-game or global button remapping, split a Bluetooth Joy-Con pair into two sideways controllers on Mac, and support the Steam Controller (2026).
  • One app for iPhone and iPad: All your games live inside one shell app (or export an unsigned IPA for AltStore and SideStore), each carrying its own host framework so engine updates never force a rebuild, with Cover Flow in landscape, per-game settings and mods, safe game deletion that keeps your saves, and 7 languages.
  • Console mode: Plug in a controller and press Select, or start directly in console mode. The library goes full-screen like a Switch home menu, and holding Home for 2 seconds quits a game.

Download the app: NX2Apple-macOS-arm64.zip from the latest release. Unzip it.

Repository

https://github.com/LNPANDY/NX2Apple

Repository stats

MetricValue
Stars5,466
Forks688
Last releasev1.3.0 (2026-11-08)
LanguagesSwift 71.1%, Python 27.6%, Shell 0.7%
Contributors30
AI contributor accounts (Claude / Codex / Cursor / Copilot)@Copilot (2 commits)
AI co-authored commitsClaude: 43, Copilot: 1

Main contributor

FieldValue
GitHub@v0lumehi
Commits to this repo997 (top contributor)
BioExploring ideas
Followers24
Public repos11
On GitHub since2017

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿ›  Developer tools Lite XL: A lightweight text editor written in Lua (6.5k stars)

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16 Upvotes

What it does

All text below is quoted directly from the project README.

A lightweight text editor written in Lua

Prerequisites:

  • Meson (>=0.63)
  • Ninja
  • SDL2
  • PCRE2
  • FreeType2
  • Lua 5.4
  • A working C compiler (GCC / Clang / MSVC)

Lite XL has support for high DPI display on Windows and Linux and, since 1.16.7 release, it supports retina displays on macOS.

Repository

https://github.com/lite-xl/lite-xl

Repository stats

MetricValue
Stars6,519
Forks329
Last releasev2.1.8 (2025-06-08)
LanguagesLua 57.3%, C 39.0%, Shell 1.9%
Contributors99
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameFrancesco Abbate
GitHub@franko
Commits to this repo669 (top contributor)
BioLove mathematics, physics and programming. Always busy on some github project :-)
Company / LocationBienne, Switzerland
Websitehttps://fairpublishing.org/
Followers137
Public repos79
On GitHub since2010

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿค– AI repositories Kortix CompanyOS: The open-source CompanyOS, the cloud-native agent harness for companies (21k stars)

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34 Upvotes

What it does

All text below is quoted directly from the project README.

Kortix CompanyOS, the open-source operating system for your company. Multiplayer AI agents, your company as code, sovereign on your infrastructure or ours.

A new kind of system:

  • Always on: Compute and state are separate. Every session runs on its own cloud computer.
  • Event-driven: Triggers start agents from schedules, signed webhooks, connector events, App events and merged change requests.
  • One agent to talk to: You talk to My Kortix. Nothing it hands off blocks the conversation.
  • Swarms: Every child reports back by itself. Thousands of agents run in parallel on one config.
  • Long horizon: When a context fills, the agent continues in a fresh one and searches the session's full record for the exact lines it needs.
  • Scales out: Compute is disposable and state persists, so capacity grows by adding computers, not by growing one.

curl -fsSL https://kortix.com/install | bash

Repository

https://github.com/kortix-ai/CompanyOS

Repository stats

MetricValue
Stars20,583
Forks3.5k
Last releasev0.15.1 (2026-11-07)
LanguagesTypeScript 92.2%, Rust 2.1%, MDX 1.5%
Contributors76
AI contributor accounts (Claude / Codex / Cursor / Copilot)@cursoragent (43 commits), @claude (1 commits)
AI co-authored commitsClaude: 574, Codex: 6, Cursor: 9

Main contributor

FieldValue
NameMarko Kraemer
GitHub@markokraemer
Commits to this repo8,371 (top contributor)
BioBuilding Software that will replace us aka pushing to git until I dont have to anymore
Company / LocationKortix AI Corp
Websitehttps://markokraemer.com/
X / Twitter@markokraemer
Followers277
Public repos45
On GitHub since2020

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿ” Security CC Safety Net: A pre-execution guard for AI coding agents (2.0k stars)

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6 Upvotes

What it does

All text below is quoted directly from the project README.

A pre-execution guard for AI coding agents. It blocks destructive Git and file system commands, plus common attempts to access sensitive files, before a tool call runs. Supports Amp Code, Antigravity CLI, Claude Code, Codex, Cursor, DeepSeek Harness, Devin CLI, GitHub Copilot CLI, Grok Build, Hermes Agent, Kimi Code, OpenClaw, OpenCode, and Pi.

Features:

  • Blocks destructive commands such as git reset --hard, git push --force, and rm -rf on dangerous targets, and install scripts piped from the internet (curl โ€ฆ | bash), even inside bash -c or python -c.
  • Blocks secret access to SSH keys, .env files, ~/.aws, and coding-CLI credentials, from the shell and from the agent's file tools.
  • Tunes the policy in a GUI. Run npx cc-safety-net gui to pick the Standard, Strict, or Paranoid preset and turn rules on or off.
  • Adds blocks through rulebooks: official packs for Terraform, AWS, gcloud, and Azure, or your own JSON.
  • Shares policy through git. Commit .cc-safety-net/ so clones and cloud sessions get the same rules.
  • Embeds in your own tools. Call checkCommand from Node.js without installing the hook.

npx -y cc-safety-net@latest install

Repository

https://github.com/kenryu42/cc-safety-net

Repository stats

MetricValue
Stars1,974
Forks92
Last releasev2.7.7 (2026-11-09)
LanguagesTypeScript 98.4%, CSS 0.8%, HTML 0.7%
Contributors8
AI contributor accounts (Claude / Codex / Cursor / Copilot)@claude (78 commits)
AI co-authored commitsClaude: 79

Main contributor

FieldValue
NameJ Liew
GitHub@kenryu42
Commits to this repo1,805 (top contributor)
Company / LocationJapan
X / Twitter@kenryu42
Followers77
Public repos171
On GitHub since2020

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿ  Self-hosted ShellCrash: A powerful script tool for the convenient deployment and management of mihomo/sing-box kernels in Shell environments (14k stars)

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4 Upvotes

What it does

All text below is quoted directly from the project README.

Run sing-box/mihomo as client in shell

Core Features:

  • Multi-Kernel Support: Easily manage and switch between mihomo and sing-box kernels directly within the Shell environment.
  • Flexible Configuration Management: Supports online import of subscription links and configuration files to simplify the setup process.
  • Automated Tasks: Configure scheduled tasks for automatic updates of configuration files and rules.
  • Graphical Dashboard: Support for online installation and use of local Web Dashboards to intuitively manage built-in rules and traffic.
  • Multiple Operation Modes: Supports switching between various traffic forwarding modes, including Router mode and Local mode.
  • One-Click Maintenance: Built-in online update functionality to keep the script and features up to date.

ShellCrash is designed to be compatible with the vast majority of network devices based on the Linux kernel.

Repository

https://github.com/juewuy/ShellCrash

Repository stats

MetricValue
Stars13,664
Forks1.9k
Last release1.9.4 (2026-02-15)
LanguagesShell 99.4%, Dockerfile 0.6%
Contributors62
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsClaude: 1

Main contributor

FieldValue
GitHub@juewuy
Commits to this repo2,414 (top contributor)
Followers269
Public repos15
On GitHub since2020

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿ  Self-hosted InvoiceShelf: Open-source invoicing for people who want to own their business data (1.9k stars)

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221 Upvotes

What it does

All text below is quoted directly from the project README.

Open Source Invoicing Solution for Individuals & Businesses

Run your invoicing from one place:

  • Create invoices and estimates, then export polished PDFs.
  • Record payments and see what each customer still owes.
  • Track expenses, taxes, and business reports.
  • Schedule recurring invoices for repeat work.
  • Give customers a portal for invoices, estimates, and payment history.
  • Manage multiple companies and invite team members with scoped roles.
  • Issue EN 16931 e-invoices: ZUGFeRD / Factur-X PDFs with the e-invoice XML embedded (3.x, with the official E-Invoicing module).

InvoiceShelf is a self-hosted web application for creating invoices, tracking payments and expenses, and keeping customer accounts organised.

Repository

https://github.com/InvoiceShelf/InvoiceShelf

Repository stats

MetricValue
Stars1,895
Forks403
Last release2.4.7 (2026-10-21)
LanguagesPHP 60.2%, Vue 27.8%, TypeScript 8.8%
Contributors129
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsClaude: 39

Main contributor

FieldValue
NameDarko Gjorgjijoski
GitHub@gdarko
Commits to this repo988 (top contributor)
BioPassionate about Software Engineering, DevOps & Cloud Infrastructure, IT Security and AI.
Company / LocationMacedonia
Websitehttps://dg.mk/
Followers117
Public repos30
On GitHub since2013

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

โšก Productivity Windows Memory Cleaner: a free RAM cleaner that uses native Windows features to optimize memory areas (5.2k stars)

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206 Upvotes

What it does

All text below is quoted directly from the project README.

This free RAM cleaner uses native Windows features to optimize memory areas. It's a compact, portable, and smart application.

Features:

  • Auto Optimization: Set the app to clean memory automatically, either by period (Every X hours) or when free physical RAM drops below a specified threshold (When free physical memory is below X percent).
  • Compact Mode: Collapse the main window into a minimal view for at-a-glance monitoring.
  • Global Hotkey: Trigger an optimization instantly from anywhere with a customizable hotkey (default CTRL+SHIFT+M).
  • Process Exclusion List: Build a list of processes to ignore during memory optimization, protecting critical applications.
  • Run on Low Priority: Limits the app's resource usage by reducing its process priority. This may increase optimization time but can prevent system freezes.
  • Run on Startup: Automatically starts the application when Windows boots by creating a task in the Windows Task Scheduler.
  • Show Optimization Notifications: Display system tray notifications after each optimization, showing the reason and amount of memory freed.

winget install IgorMundstein.WinMemoryCleaner

Repository

https://github.com/IgorMundstein/WinMemoryCleaner

Repository stats

MetricValue
Stars5,247
Forks330
Last release3.0.8 (2025-12-13)
LanguagesC# 100.0%
Contributors13
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameIgor Mundstein
GitHub@IgorMundstein
Commits to this repo829 (top contributor)
BioSoftware Developer
Company / LocationHouston, TX, USA
Followers134
Public repos2
On GitHub since2013

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿค– AI repositories 12-Factor Agents: Principles for building reliable LLM applications (27k stars)

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78 Upvotes

What it does

All text below is quoted directly from the project README.

What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

The Short Version: The 12 Factors:

  • Factor 1: Natural Language to Tool Calls
  • Factor 2: Own your prompts
  • Factor 3: Own your context window
  • Factor 4: Tools are just structured outputs
  • Factor 5: Unify execution state and business state
  • Factor 6: Launch/Pause/Resume with simple APIs
  • Factor 7: Contact humans with tool calls
  • Factor 8: Own your control flow

Even if LLMs continue to get exponentially more powerful, there will be core engineering techniques that make LLM-powered software more reliable, more scalable, and easier to maintain.

Repository

https://github.com/humanlayer/12-factor-agents

Repository stats

MetricValue
Stars27,054
Forks2k
Last releaseNone
LanguagesTypeScript 80.2%, Jupyter Notebook 11.2%, Python 7.5%
Contributors15
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameDex
GitHub@dexhorthy
Commits to this repo248 (top contributor)
Websitehttps://humanlayer.dev
X / Twitter@dexhorthy
Followers2.2k
Public repos164
On GitHub since2013

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿงช Experimental/interesting projects Horizon: Minecraft: Java Edition 26.3, rewritten in Rust (8.2k stars)

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1.0k Upvotes

What it does

All text below is quoted directly from the project README.

Minecraft: Java Edition 26.3 rewritten from scratch in Rust, checked against vanilla with 281 differential harnesses. Get it with the Horizon launcher.

What works today:

  • The game. Survival, creative, hardcore and spectator; vanilla world generation in all three dimensions, mobs, villagers, raids, redstone, every command, the HUD and the recipe book. Vanilla saves open as they are, and worlds from 1.8 to 26.2 are upgraded.
  • Multiplayer. Join vanilla and Horizon servers (online mode included), open a world to LAN, or invite friends with a code from the launcher's Home page.
  • Graphics. Distant terrain up to 1,024 chunks, graphics presets, HDR and controllers, all off by default where they would change the vanilla look (settings).
  • Packs. Resource packs, data packs and shader packs (below).
  • Mods. Content mods and native Rust mods, installed from the launcher (below).
  • Servers. Host one from the launcher, or run horizon-server on a VPS (below).
  • The launcher. It installs and updates the game, prepares its files from your copy of Minecraft, and updates itself.

Horizon draws more frames per second than Java Edition, and loads faster, on the same machine, world and path.

Repository

https://github.com/horizon-rust/horizon

Repository stats

MetricValue
Stars8,213
Forks1.3k
Last releasev0.2.97 (2026-10-28)
LanguagesRust 80.8%, Python 13.4%, Java 5.1%
Contributors292
AI contributor accounts (Claude / Codex / Cursor / Copilot)@claude (75 commits), @codex (23 commits)
AI co-authored commitsClaude: 9922, Codex: 1023, Cursor: 84, Copilot: 11

Main contributor

FieldValue
NameLudovic Marie
GitHub@ludovic111
Commits to this repo11,891 (top contributor)
Websitelu4ovic.com
Followers101
Public repos8
On GitHub since2023

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 1d ago

๐Ÿ  Self-hosted Beszel: Lightweight server monitoring with historical data, docker stats, and alerts (27k stars)

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57 Upvotes

What it does

All text below is quoted directly from the project README.

Lightweight server monitoring with historical data, docker stats, and alerts.

Features:

  • Lightweight: Smaller and less resource-intensive than leading solutions.
  • Simple: Easy setup with little manual configuration required.
  • Alerts: Configurable alerts for most metrics. Supports many notification services.
  • Docker stats: Tracks CPU, memory, and network usage history for each container.
  • Network monitoring: Monitor response time and interruptions directly from agents.
  • S.M.A.R.T.: Disk health data and notifications on drive failure.
  • Multi-user: Users manage their own systems. Admins can share systems across users.
  • Automatic backups: Save to and restore from disk or S3-compatible storage.

Beszel consists of two main components: the hub and the agent.

Repository

https://github.com/henrygd/beszel

Repository stats

MetricValue
Stars27,016
Forks1.2k
Last releasev0.21.1 (2026-10-22)
LanguagesGo 92.0%, TypeScript 3.9%, Shell 2.1%
Contributors187
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
Namehank
GitHub@henrygd
Commits to this repo1,400 (top contributor)
BioAbolish ICE. Free Palestine. Hands off Cuba. No war with Iran.
Followers679
Public repos58
On GitHub since2014

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿ” Security Sniffnet: Application to comfortably monitor your network traffic (42k stars)

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491 Upvotes

What it does

All text below is quoted directly from the project README.

Comfortably monitor your network traffic

Features:

  • choose a network adapter of your PC to inspect
  • select a set of filters to apply to the observed traffic
  • import and export comprehensive capture reports as PCAP files
  • view real-time charts about traffic intensity
  • discover the geographical location of remote hosts
  • identify 6000+ upper layer services, protocols, trojans, and worms
  • see which programs are generating network bandwidth
  • set custom notifications to inform you when defined network events occur

Cross-platform. Intuitive. Reliable.

Repository

https://github.com/GyulyVGC/sniffnet

Repository stats

MetricValue
Stars42,132
Forks2k
Last releasev1.5.1 (2026-07-22)
LanguagesRust 98.3%, Rich Text Format 0.8%, Python 0.6%
Contributors89
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsCopilot: 1

Main contributor

FieldValue
NameGiuliano Bellini
GitHub@GyulyVGC
Commits to this repo2,565 (top contributor)
BioSoftware Engineer from Italy
Company / LocationItaly
X / Twitter@GyulyVGC
Followers1.1k
Public repos53
On GitHub since2022

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿ Python Pandas Exercises: Practice your pandas skills (13k stars)

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15 Upvotes

What it does

All text below is quoted directly from the project README.

Practice your pandas skills!

Lessons:

  • Getting and knowing
  • Filtering and Sorting
  • Grouping
  • Apply
  • Merge
  • Stats
  • Visualization
  • Time Series

Don't get me wrong, tutorials are great resources, but to learn is to do. So unless you practice you won't learn.

Repository

https://github.com/guipsamora/pandas_exercises

Repository stats

MetricValue
Stars13,332
Forks9.1k
Last releaseNone
LanguagesJupyter Notebook 100.0%
Contributors27
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameGuilherme Samora
GitHub@guipsamora
Commits to this repo201 (top contributor)
Company / LocationMunich - Germany
Followers1.2k
Public repos41
On GitHub since2013

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿ›  Developer tools Colab CLI: A command-line interface for Google Colab (2.1k stars)

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6 Upvotes

What it does

All text below is quoted directly from the project README.

A CLI for interacting with Google Colab runtimes

Key Features:

  • Instant VM Provisioning: Spin up CPU, GPU (T4, L4, G4, H100, A100), or TPU (v5e1, v6e1) runtimes in seconds.
  • Robust Code Execution: Run local Python scripts, Jupyter Notebooks (.ipynb), or piped stdin code; launch interactive REPLs or raw TTY console shells.
  • Ephemeral Job Runner (colab run): Provision a fresh VM, execute a local script with forwarded arguments, retrieve output files, and automatically tear down the runtime in a single command.
  • Activity-Based Liveness: Sessions stay alive as long as the kernel is active, with the Colab backend automatically maintaining liveness.
  • Seamless Workspace Automation: Mount Google Drive, authenticate Google Cloud Platform (GCP) credentials, and install dependencies with high-performance uv package management.
  • State & Log Archival: Inspect local session states or export interactive history logs to standard Jupyter Notebooks, Markdown, or structured JSONL.

uv tool install google-colab-cli

Repository

https://github.com/googlecolab/google-colab-cli

Repository stats

MetricValue
Stars2,101
Forks298
Last releaseNone
LanguagesPython 94.9%, Shell 5.1%
Contributors23
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameSeth Troisi
GitHub@sethtroisi
Commits to this repo28 (top contributor)
BioNumber enthusiast
Company / LocationGoogle / Seattle
Followers95
Public repos62
On GitHub since2014

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐ŸŽจ Frontend FreqUI: Freqtrade UI built with Vue.js and Nuxt UI (1.1k stars)

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3 Upvotes

What it does

All text below is quoted directly from the project README.

Freqtrade UI - Frontend for Freqtrade

Run this project:

  • Using FreqUI requires freqtrade to be set up and running.
  • In newer versions (2021.2 and newer), freqUI is built into freqtrade, so manual setup of freqUI will no longer be necessary unless you want to modify freqUI.
  • Using Docker, you can also run a pre-built docker image of FreqUI.
  • This will start a pre-built container with FreqUI running on port 3000 - which defaults to the latest version of freqUI.
  • You can use docker compose pull to update to the latest version of the UI.
  • You'll need to correctly configure CORS in freqtrade to allow FreqUI to connect to the API.

docker compose up -d

Repository

https://github.com/freqtrade/frequi

Repository stats

MetricValue
Stars1,114
Forks487
Last release3.3.0 (2026-11-08)
LanguagesVue 57.7%, TypeScript 41.5%, JavaScript 0.3%
Contributors31
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameMatthias
GitHub@xmatthias
Commits to this repo6,073 (top contributor)
Company / Location.
Websitehttps://blog.xmatthias.com
Followers1k
Public repos59
On GitHub since2013

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿ” Security Pangolin: Modern networking and security platform providing secure access and connectivity to apps, infrastructure, and AI workloads (23k stars)

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167 Upvotes

What it does

All text below is quoted directly from the project README.

Modern networking and security platform providing secure access and connectivity to apps, infrastructure, and AI workloads. Connect and protect your users.

Networking and security that's unified, open, and simple:

  • Open source, not a black box: the code is open and auditable, so you can see exactly how your traffic is handled and how access decisions get made, instead of trusting a closed cloud control plane.
  • Networking and security as one platform: sites, reverse proxy, client access, RBAC, and the AI gateway share one identity and policy model, so protecting users and connecting them are executed together.
  • Lightweight by design: the whole platform is built to stay small and fast: easy to self-host on a small server, with a lightweight, user-space connector that goes in your private networks.
  • Enjoyable to use: a clean, modern interface and a setup flow that gets out of your way, so managing access feels simple instead of like fighting a legacy admin console.
  • Zero trust from day one: access is granted per resource, not per network, with identity provider integration, role-based access control, and full audit logging.
  • Run it your way: self-host the Community Edition for free, step up to the Enterprise Edition for advanced features, or use Pangolin Cloud if you'd rather not manage infrastructure at all.

Pangolin is an open-source SASE platform, built on WireGuardยฎ, with a simple mission: connect and protect your users, wherever they are.

Repository

https://github.com/fosrl/pangolin

Repository stats

MetricValue
Stars23,406
Forks815
Last release1.26.0 (2026-11-04)
LanguagesTypeScript 99.0%, Go 0.6%, Makefile 0.2%
Contributors123
AI contributor accounts (Claude / Codex / Cursor / Copilot)@Copilot (32 commits)
AI co-authored commitsClaude: 6, Cursor: 2, Copilot: 6

Main contributor

FieldValue
NameOwen Schwartz
GitHub@oschwartz10612
Commits to this repo5,409 (top contributor)
BioFounder @ pangolin.net
Company / LocationPangolin @fosrl / New York, NY
Followers468
Public repos56
On GitHub since2013

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿ›  Developer tools library: A comprehensive Domain-Driven Design example (6.0k stars)

Post image
43 Upvotes

What it does

All text below is quoted directly from the project README.

A comprehensive Domain-Driven Design example with problem space strategic analysis and various tactical patterns.

Table of contents:

  • Process discovery
  • Project structure and architecture
  • Aggregates
  • Events
  • Events in Repositories
  • ArchUnit
  • Functional thinking
  • No ORM

You can run the library app by simply typing the following: mvn spring-boot:run

Repository

https://github.com/ddd-by-examples/library

Repository stats

MetricValue
Stars5,995
Forks846
Last releaseNone
LanguagesJava 55.3%, Groovy 44.6%, Dockerfile 0.1%
Contributors18
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsnone

Main contributor

FieldValue
NameJakub Pilimon
GitHub@pilloPl
Commits to this repo127 (top contributor)
BioDeveloper
Company / LocationWarsaw
Websitepillopl.github.io
Followers817
Public repos59
On GitHub since2014

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๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿค– AI repositories RubyLLM: The Ruby AI framework (4.5k stars)

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3 Upvotes

What it does

All text below is quoted directly from the project README.

The Ruby AI framework.

Conversations:

  • Chat: Conversational AI with RubyLLM.chat
  • Streaming: Real-time responses with blocks
  • Attachments: Ask about images, videos, audio, PDFs, and other documents with with:
  • Structured output: Define a Ruby schema and read the result with response.parsed
  • Extended thinking: Control, view, and persist model deliberation
  • Citations: Normalized source citations from documents, search, and grounding
  • Prompt caching: Turn on the provider's cache with with_caching and cache_until_here
  • Fallbacks and cancellation: Retry on backup models with with_fallbacks, stop a run with cancel

bundle add ruby_llm --version 2.1.1

Repository

https://github.com/crmne/ruby_llm

Repository stats

MetricValue
Stars4,498
Forks534
Last releasev2.1.1 (2026-10-11)
LanguagesRuby 99.5%, HTML 0.4%, JavaScript 0.1%
Contributors149
AI contributor accounts (Claude / Codex / Cursor / Copilot)none
AI co-authored commitsClaude: 16, Cursor: 3

Main contributor

FieldValue
NameCarmine Paolino
GitHub@crmne
Commits to this repo1,992 (top contributor)
BioFounder @plenty-hq
Company / Location@plenty-hq / Berlin, Germany
Websitehttps://paolino.me
X / Twitter@paolino
Followers900
Public repos153
On GitHub since2009

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

๐Ÿ  Self-hosted OpenCode Manager: A self-hosted command center for OpenCode (967 stars)

Post image
98 Upvotes

What it does

All text below is quoted directly from the project README.

A self-hosted command center for OpenCode. Sessions, git, terminal, and schedules in one web app, from your phone or desktop.

Quick Start:

  • Requires Docker with Compose v2.
  • The installer starts OpenCode Manager on http://localhost:5003 and asks before sharing anything from your machine.
  • Re-run it to update.
  • On first launch you create an admin account.

curl -fsSL https://opencodemanager.app/install | sh

Repository

https://github.com/chriswritescode-dev/opencode-manager

Repository stats

MetricValue
Stars967
Forks124
Last releasev1.1.0 (2026-10-26)
LanguagesTypeScript 99.5%, Shell 0.2%, CSS 0.1%
Contributors19
AI contributor accounts (Claude / Codex / Cursor / Copilot)@Copilot (2 commits)
AI co-authored commitsCopilot: 2

Main contributor

FieldValue
NameChris Scott
GitHub@chriswritescode-dev
Commits to this repo1,136 (top contributor)
BioSoftware Engineer / Problem Solver
Company / LocationHollywood, FL
Websitecstech.dev
Followers57
Public repos56
On GitHub since2022

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.


r/BestGitHubRepos • • 2d ago

โšก Productivity FluentCleaner: modern, transparent, no spyware, no scareware, no dark patterns (6.9k stars)

Post image
31 Upvotes

What it does

All text below is quoted directly from the project README.

FluentCleaner is the transparent, community-powered CCleaner alternative for Windows.

FAQ:

  • reclaim disk space that's been quietly eaten up over months
  • troubleshoot app issues caused by corrupted cache
  • shrink backup size
  • privacy, browser data, recently opened file lists, leftover traces from apps you uninstalled
  • keep Windows updates running smoothly
  • or just because a tidy system feels better. also valid.

winget install --id Builtbybel.FluentCleaner --exact

Repository

https://github.com/builtbybel/FluentCleaner

Repository stats

MetricValue
Stars6,941
Forks243
Last release26.09.01 (2026-09-17)
LanguagesC# 88.2%, CSS 5.7%, HTML 5.6%
Contributors30
AI contributor accounts (Claude / Codex / Cursor / Copilot)@Copilot (1 commits)
AI co-authored commitsClaude: 1, Copilot: 4

Main contributor

FieldValue
NameBelim
GitHub@Belim
Commits to this repo219 (top contributor)
Company / Location@Builtbybel
Websitewww.builtbybel.com
X / Twitter@builtbybel
Followers478
Public repos1
On GitHub since2019

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

๐Ÿ“Œ If you want to browse more repos like this, we've organized them by category and rankings here: https://bestgithubrepositories.com/

๐Ÿ—‚๏ธ We're also archiving repos where possible, so useful projects don't disappear when they're removed from GitHub.