Awesome List Updates on Mar 19, 2026

17 awesome lists updated today.

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1. Awesome Rust

Applications

• glzr-io/glazewm (⭐12k) - A tiling window manager for Windows inspired by i3wm, with YAML config, multi-monitor support, and keyboard-driven commands

2. Free for Dev

Security and PKI

• IntoDNS.ai — DNS and email security analyzer that checks SPF, DKIM, DMARC, DNSSEC, BIMI, MTA-STS, and 40+ blacklists with AI-powered explanations and fix suggestions. 100% free, no signup required.

3. Awesome Sysadmin

Software / Monitoring & Status Pages

• cState - Static status page for hyperfast Hugo. Clean design, minimal JS, super light HTML/CSS, high customization, optional admin panel, read-only API, IE8+. (Demo, Source Code (⭐2.8k))

• CheckCle - Seamless, real-time monitoring of full-stack systems, applications, and infrastructure. (Source Code (⭐2.4k)) MIT Docker

• Gatus - Automated service health dashboard. (Demo, Source Code (⭐10k)) Apache-2.0 Docker/K8S

• Kener - Status page with incident management, easy to use and customize. (Source Code (⭐4.8k)) MIT Nodejs/Docker

• KuvaszUptime - Performant, stable uptime & SSL monitoring service with brandable status pages, IAC support, Prometheus integration and a complete REST API. (Demo, Source Code (⭐502)) Apache-2.0 Docker

• Nezha - Lightweight, servers & websites monitoring and O&M tool. (Source Code (⭐9.8k)) Apache-2.0 Go/Shell

• OneUptime - A comprehensive solution for monitoring and managing your online services. (Source Code (⭐6.7k)) Apache-2.0 Docker

4. Awesome Windows

Productivity

• Super Productivity - Open-source todo list and time tracker with timeboxing, Jira/GitHub/GitLab integration.

5. Awesome Laravel Filament

Development / Quality Check

• PHP Code Sniffer (⭐1.5k)
  • PHP Laravel Code Sniffer Rule (⭐40)

6. Awesome Osint

Live Cyber Threat Maps

• World Monitor Tech - Live cyber threat intelligence dashboard combining CISA advisories, active malware campaigns, CVE feeds, and global cyber event heatmaps alongside geopolitical and military context.

Geospatial Research and Mapping Tools / GitHub

• World Monitor - Real-time global intelligence platform with live conflict tracking, military flight and vessel monitoring, GPS jamming data, satellite imagery, and geopolitical risk scores across 5 specialized dashboards.

Other Tools / GitHub

• OpenGraph Intel (OGI) (⭐76) - Open Source Link Analysis & OSINT Framework. AI Powered Investigation Tool

7. Awesome Go

Advanced Console UIs

• loom (⭐75) - Signal-based reactive components framework for building TUIs.

Conferences / Libraries for creating HTTP middlewares

• GopherCon Africa - Nairobi, Kenya.

8. Awesome Micropython

Communications / Radio

• MicroPython-BresserWeatherSensorReceiver (⭐5) - Bresser 5-in-1/6-in-1/7-in-1 868 MHz Weather Sensor Radio Receiver and Decoder.

Motion / Stepper

• micropython-rp2-smartStepper (⭐3) - RP2040/RP2350 library using PIO and DMA to control a stepper motor.

Tutorials / SRAM

• 100 Days 100 IoT Projects (⭐274) - A 100-day challenge building real-world IoT projects with MicroPython on ESP32, ESP8266 and Raspberry Pi Pico 2W. Step-by-step documented with wiring diagrams and code for beginners.

9. Awesome Python

AI and Agents

• agno (⭐39k) - Open-source Python library for building AI agents and agentic systems.

• autoresearch (⭐42k) - AI agents running autonomous research experiments on single-GPU LLM training.

• instructor (⭐13k) - A library for extracting structured data from LLMs, powered by Pydantic.

• langchain (⭐130k) - Building applications with LLMs through composability.

• llama_index (⭐48k) - A data framework for your LLM application.

• praisonai (⭐5.7k) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.

• ragflow (⭐75k) - An open-source RAG engine for document understanding and question answering with LLMs.

Audio

• Audio
  • audioflux (⭐3.3k) - A library for audio and music analysis, feature extraction.
  • audioread (⭐536) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
  • dejavu (⭐6.7k) - Audio fingerprinting and recognition.
  • gtts (⭐2.6k) - Python library and CLI tool for converting text to speech using Google Translate TTS.
  • kapre (⭐946) - Keras Audio Preprocessors.
  • librosa (⭐8.3k) - Python library for audio and music analysis.
  • matchering (⭐2.4k) - A library for automated reference audio mastering.
  • mingus (⭐926) - An advanced music theory and notation package with MIDI file and playback support.
  • pyAudioAnalysis (⭐6.2k) - Audio feature extraction, classification, segmentation and applications.
  • pydub (⭐9.7k) - Manipulate audio with a simple and easy high level interface.
  • TimeSide (⭐394) - Open web audio processing framework.

Computer Vision

• opencv (⭐5.2k) - Open Source Computer Vision Library.

Data Analysis

• pandas (⭐48k) - A library providing high-performance, easy-to-use data structures and data analysis tools.

Data Visualization

• ultraplot (⭐278) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.

Database

• duckdb (⭐37k) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.

• pickledb (⭐1.1k) - A simple and lightweight key-value store for Python.

• ZODB (⭐750) - A native object database for Python. A key-value and object graph database.

Database Drivers

• MySQL - awesome-mysql (⭐2.6k)
  • mysqlclient (⭐2.5k) - MySQL connector with Python 3 support (mysql-python fork).
  • pymysql (⭐7.8k) - A pure Python MySQL driver compatible to mysql-python.

Date and Time

• zoneinfo - (Python standard library) IANA time zone support. Brings the tz database into Python.

Distribution

• cx-Freeze (⭐1.5k) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.

Editor Plugins and IDEs

• Visual Studio Code
  • Python for VSCode - The official VSCode extension with rich support for Python.

GUI Development

• customtkinter (⭐13k) - A modern and customizable python UI-library based on Tkinter.

• dearpygui (⭐15k) - A Simple GPU accelerated Python GUI framework

• flet (⭐16k) - Cross-platform GUI framework for building modern apps in pure Python.

• flexx (⭐3.3k) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.

• gooey (⭐22k) - Turn command line programs into a full GUI application with one line.

• kivy (⭐19k) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.

• nicegui (⭐16k) - An easy-to-use, Python-based UI framework, which shows up in your web browser.

• pygobject (⭐156) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).

• pyside (⭐119) - Qt for Python offers the official Python bindings for Qt, this is same as PyQt but it's the official binding with different licensing.

• tkinter - (Python standard library) The standard Python interface to the Tcl/Tk GUI toolkit.

• toga (⭐5.3k) - A Python native, OS native GUI toolkit.

• urwid (⭐3k) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.

• wxPython (⭐2.6k) - A blending of the wxWidgets C++ class library with the Python.

Game Development

• arcade (⭐2k) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.

• cocos (⭐638) - A framework for building 2D games, demos, and other graphical/interactive applications.

• harfang3d (⭐641) - Python framework for 3D, VR and game development.

• panda3d (⭐5.1k) - 3D game engine developed by Disney.

• pygame (⭐8.7k) - Pygame is a set of Python modules designed for writing games.

• pyopengl (⭐399) - Python ctypes bindings for OpenGL and it's related APIs.

• py-sdl2 (⭐338) - A ctypes based wrapper for the SDL2 library.

• renpy (⭐6.3k) - A Visual Novel engine.

HTML Manipulation

• cssutils (⭐89) - A CSS library for Python.

• justhtml (⭐1.1k) - A pure Python HTML5 parser that just works.

• lxml (⭐3k) - A very fast, easy-to-use and versatile library for handling HTML and XML.

• weasyprint (⭐8.7k) - A visual rendering engine for HTML and CSS that can export to PDF.

• xmldataset (⭐80) - Simple XML Parsing.

Image Processing

• scikit-image (⭐6.5k) - A Python library for (scientific) image processing.

Implementations

• PeachPy (⭐2k) - x86-64 assembler embedded in Python.

• pypy (⭐1.7k) - A very fast and compliant implementation of the Python language.

Interactive Interpreter

• jupyter (⭐13k) - A rich toolkit to help you make the most out of using Python interactively.
  • awesome-jupyter (⭐4.6k)

Internationalization

• babel (⭐1.4k) - An internationalization library for Python.

Job Scheduler

• airflow (⭐45k) - Airflow is a platform to programmatically author, schedule and monitor workflows.

• apscheduler (⭐7.4k) - A light but powerful in-process task scheduler that lets you schedule functions.

• doit (⭐2k) - A task runner and build tool.

• joblib (⭐4.3k) - A set of tools to provide lightweight pipelining in Python.

• plan (⭐1.2k) - Writing crontab file in Python like a charm.

• prefect (⭐22k) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.

• SpiffWorkflow (⭐1.9k) - A powerful workflow engine implemented in pure Python.

• taskflow - A Python library that helps to make task execution easy, consistent and reliable.

Logging

• logbook (⭐1.5k) - Logging replacement for Python.

• structlog (⭐4.7k) - Structured logging made easy.

Machine Learning

• feature_engine (⭐2.2k) - sklearn compatible API with the widest toolset for feature engineering and selection.

• h2o (⭐7.5k) - Open Source Fast Scalable Machine Learning Platform.

• metrics (⭐1.7k) - Machine learning evaluation metrics.

• mindsdb (⭐39k) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.

• scikit-learn (⭐65k) - The most popular Python library for Machine Learning with extensive documentation and community support.

• spark.ml - Apache Spark's scalable Machine Learning library for distributed computing.

• transformers (⭐158k) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.

Microsoft Windows

• pythonnet (⭐5.4k) - Python Integration with the .NET Common Language Runtime (CLR).

• pywin32 (⭐5.5k) - Python Extensions for Windows.

• winpython (⭐2.2k) - Portable development environment for Windows 10/11.

Miscellaneous

• tryton (⭐171) - A general-purpose business framework.

Natural Language Processing

• Chinese
  • funnlp (⭐79k) - A collection of tools and datasets for Chinese NLP.
  • jieba (⭐35k) - The most popular Chinese text segmentation library.
  • pkuseg-python (⭐6.7k) - A toolkit for Chinese word segmentation in various domains.
  • snownlp (⭐6.6k) - A library for processing Chinese text.

ORM

• Relational Databases
  • django.db.models - The Django ORM.
  • sqlalchemy (⭐12k) - The Python SQL Toolkit and Object Relational Mapper.
    • awesome-sqlalchemy (⭐3k)
  • dataset (⭐4.9k) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
  • peewee (⭐12k) - A small, expressive ORM.
  • pony (⭐3.8k) - ORM that provides a generator-oriented interface to SQL.
  • pydal (⭐531) - A pure Python Database Abstraction Layer.
  • sqlmodel (⭐18k) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.

• NoSQL Databases
  • beanie (⭐2.7k) - An asynchronous Python object-document mapper (ODM) for MongoDB.
  • mongoengine (⭐4.3k) - A Python Object-Document-Mapper for working with MongoDB.
  • odmantic (⭐1.2k) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
  • pynamodb (⭐2.6k) - A Pythonic interface for Amazon DynamoDB.

Package Management

• pip (⭐10k) - The package installer for Python.
  • pip-tools (⭐8k) - A set of tools to keep your pinned Python dependencies fresh.

Processes

• sarge (⭐35) - Yet another wrapper for subprocess.

Quantum Computing

• pennylane (⭐3.1k) — A hybrid quantum-classical machine learning library with automatic differentiation support.

• qiskit (⭐7.1k) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.

• qutip (⭐2k) - Quantum Toolbox in Python.

Recommender Systems

• scikit-surprise (⭐6.8k) - A scikit for building and analyzing recommender systems.

Refactoring

• bowler (⭐1.6k) - Safe code refactoring for modern Python.

• rope (⭐2.2k) - Rope is a python refactoring library.

RPC Servers

• rpyc (⭐1.7k) (Remote Python Call) - A transparent and symmetric RPC library for Python

• zerorpc (⭐3.2k) - zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.

Science

• astropy (⭐5.1k) - A community Python library for Astronomy.

• biopython (⭐4.9k) - Biopython is a set of freely available tools for biological computation.

• cclib (⭐396) - A library for parsing and interpreting the results of computational chemistry packages.

• colour (⭐2.5k) - Implementing a comprehensive number of colour theory transformations and algorithms.

• karateclub (⭐2.3k) - Unsupervised machine learning toolbox for graph structured data.

• networkx (⭐17k) - A high-productivity software for complex networks.

• nipy (⭐407) - A collection of neuroimaging toolkits.

• numpy (⭐32k) - A fundamental package for scientific computing with Python.

• obspy (⭐1.3k) - A Python toolbox for seismology.

• openbabel (⭐1.3k) - A chemical toolbox designed to speak the many languages of chemical data.

• pathsim (⭐334) - A block-based system modeling and simulation framework with a browser-based visual editor.

• pydy (⭐409) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.

• pymc (⭐9.5k) - Markov Chain Monte Carlo sampling toolkit.

• rdkit (⭐3.3k) - Cheminformatics and Machine Learning Software.

• scipy (⭐15k) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.

• simpy - A process-based discrete-event simulation framework.

• sympy (⭐14k) - A Python library for symbolic mathematics.

Search

• elasticsearch-py (⭐4.4k) - The official low-level Python client for Elasticsearch.

• whoosh (⭐657) - A fast, pure Python search engine library.

Serverless Frameworks

• zappa (⭐3.7k) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.

Specific Formats Processing

• Markdown
  • markdown-it-py (⭐1.3k) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
  • markdown (⭐4.2k) - A Python implementation of John Gruber’s Markdown.
  • markitdown (⭐91k) - Python tool for converting files and office documents to Markdown.
  • mistune (⭐3k) - Fastest and full featured pure Python parsers of Markdown.

• YAML
  • pyyaml (⭐2.9k) - YAML implementations for Python.

• TOML
  • tomllib - (Python standard library) Parse TOML files.

Task Queues

• celery (⭐28k) - An asynchronous task queue/job queue based on distributed message passing.

Template Engine

• genshi (⭐97) - Python templating toolkit for generation of web-aware output.

• jinja (⭐12k) - A modern and designer friendly templating language.

• mako (⭐430) - Hyperfast and lightweight templating for the Python platform.

Testing

• Code Coverage
  • coverage (⭐3.3k) - Code coverage measurement.

Text Processing

• Parser
  • pygments (⭐2.1k) - A generic syntax highlighter.
  • pyparsing (⭐2.5k) - A general purpose framework for generating parsers.
  • python-nameparser (⭐702) - Parsing human names into their individual components.
  • python-phonenumbers (⭐3.7k) - Parsing, formatting, storing and validating international phone numbers.
  • python-user-agents (⭐1.5k) - Browser user agent parser.
  • sqlparse (⭐4k) - A non-validating SQL parser.

Video

• moviepy (⭐14k) - A module for script-based movie editing with many formats, including animated GIFs.

Web Asset Management

• fanstatic (⭐13) - Packages, optimizes, and serves static file dependencies as Python packages.

Web Frameworks

• Asynchronous
  • litestar (⭐8.1k) - Production-ready, capable and extensible ASGI Web framework.
  • microdot (⭐2.1k) - The impossibly small web framework for Python and MicroPython.
  • reflex (⭐28k) – A framework for building reactive, full-stack web applications entirely with python .
  • tornado (⭐22k) - A web framework and asynchronous networking library.

WSGI Servers

• uwsgi (⭐3.5k) - A project aims at developing a full stack for building hosting services, written in C.

10. Public Apis

Cryptocurrency

• API: Coinlayer

  Description: Real-time Crypto Currency Exchange Rates

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Currency Exchange

• API: Currencylayer

  Description: Exchange rates and currency conversion

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

• API: Exchangerate.host

  Description: Free foreign exchange & crypto rates API

  Auth: No

  HTTPS: Yes

  CORS: Unknown

• API: Exchangeratesapi.io

  Description: Exchange rates with currency conversion

  Auth: apiKey

  HTTPS: Yes

  CORS: Yes

• API: Fixer

  Description: Exchange rates and currency conversion

  Auth: apiKey

  HTTPS: No

  CORS: Unknown

Data Validation

• API: VATlayer

  Description: VAT number validation

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

  :

Development

• API: Userstack

  Description: Secure User-Agent String Lookup JSON API

  Auth: OAuth

  HTTPS: Yes

  CORS: Unknown

Email

• API: mailboxlayer

  Description: Email address validation

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Geocoding

• API: ipapi.com

  Description: Real-time Geolocation & Reverse IP Lookup REST API

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

News

• API: Mediastack

  Description: Free, Simple REST API for Live News & Blog Articles

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Phone

• API: Numverify

  Description: Phone number validation

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Photography

• API: Screenshotlayer

  Description: URL to screenshot

  Auth: No

  HTTPS: Yes

  CORS: Unknown

11. Awesome Qubes OS

How-to guides

• Fix slow Libreoffice - Help libre office work faster.

VM-Hardening

• Apparmor profile - Create Apparmor profile.

Clearnet & Anonymous Networking / OpenVPN

• Mullvad VPN setup guide 4.3 - This guide explains how to setup a VPN with Mullvad app on Qubes OS 4.2 and Qubes 4.3 using a Fedora template.

• Mullvad VPN AppVM - Create a Mullvad VPN AppVM

12. Awesome Animal Care

Common Resources for all animals / Books

• Animal Care and Use Handbook - Virginia State University

• Guidelines for the design and management of animal shelters - International Companion Animal Coalition

• Highlights of The Guidelines for Standards of Care in Animal Shelters - Association of Shelter Veterinarians

• Pet Care Basics - Premier VetCare

• Rescue Group Best Practices Guide - Humane World for Animals

• Wildlife Rescue Handbook: The First 24 Hours - Wildlife Heroes

Cats / Cat Books

• Bark!, The Official BCSPCA Guide Cat Care Guide - British Columbia Society for the Prevention of Cruelty to Animals (BCSPCA)

• Cat Owner's Guide - Humane Fort Wayne

• Essential Guides by Cats Protection:
  • Essential Guide 1, Caring for your cat - Cats Protection
  • Essential Guide 2, Bringing your cat home - Cats Protection
  • Essential Guide 3, Moving house - Cats Protection
  • Essential Guide 4, Feeding and obesity - Cats Protection
  • Essential Guide 5, Keeping your cat safe - Cats Protection
  • Essential Guide 6, End of life, grief and loss - Cats Protection
  • Essential Guide 7, Microchipping - Cats Protection
  • Essential Guide 8, Neutering - Cats Protection
  • Essential Guide 9, Understanding your cat's behaviour - Cats Protection
  • Essential Guide 10, Managing your cat's behaviour - Cats Protection
  • Essential Guide 11, Cats living together - Cats Protection
  • Essential Guide 12, Indoor and outdoor cats - Cats Protection
  • Essential Guide 13, Elderly cats - Cats Protection
  • Essential Guide 14, Cats and people - Cats Protection
  • Essential Guide 15, Caring for your kitten - Cats Protection
  • Essential Guide 16, Feral cats - Cats Protection
  • Essential Guide 17, Pregnant cats, birth and the care of young kittens

Dogs / Dog Books

• Adopter's Guide to Rescue Dogs, What to do and expect in the first few months - Ruth Hegarty, M.S.E., Dog Trainer in association with Animal Rescue Konnection (ARK)

• After You Get Your Puppy - Dr. Ian Dunbar, Dog Star Daily Blog

• Bark!, The Official BCSPCA Dog Care Guide - British Columbia Society for the Prevention of Cruelty to Animals (BCSPCA)

• Before You Get Your Puppy - Dr. Ian Dunbar, Dog Star Daily Blog

• Dog Owner's Guide - Humane Fort Wayne

• Rescuing Rover: A First Aid and Disaster Guide for Dog Owners - Sebastian E. Heath, Purdue University

• The Healthy Dog, An Intro to How to Keep Your Dog Healthy - American Kennel Club

Fishes / Fish Books

• Freshwater Aquarium Handbook - Elmer's Aquarium

• Tropical Fish, A Beginner's Guide - William Berg, AC Tropical Fish

Horses / Horse Books

• Complete Guide to Horse Care - The Humane Society of the United States

Parrots / Parrot Books

• How to have a HAPPY HEALTHY PARROT - World Parrot Trust

• Happy Healthy Parrot Guide, A Reference for Beginners - World Parrot Trust

• Parrot Parenting: The Essential Care and Training Guide to +20 Parrot Species - Carol Frischmann

• The A to Z eBook on Parrot Care - Nathalie Roberts

• The Bird Owner's Manual - Emily Strong

• The Parrot Enrichment Activity Book, Version 2.0 - Kris Porter

13. Magictools

Engines and Frameworks / Voxel Editors

• 🎉 steamworks-ffi-node (⭐39) - a Node.js wrapper for Steamworks SDK.

14. Awesome Cli Apps

Utilities / Shell Utilities

• aha (⭐1.1k) - Convert ANSI output to HTML.

Files and Directories / Search

• semantic-grep (⭐1.2k) - A tool for semantic search using word embeddings (e.g. search for "death" and find "dead", "killing", "murder".)

15. Awesome Ai in Finance

Agents

• InvicTrade - AI-powered trading signals with 74% historical win rate, combining strategies from legendary investors using multi-model AI intelligence.

16. Free Programming Books (English, By Programming Language)

ASP.NET

• ASP.NET MVC Music Store

17. Awesome Gemini Cli

Commands & Extensions

• Task Monitor - Prevents agent loops via message tracking and plays auditory notifications for long tasks or out-of-focus prompts.

Development Tools & Utilities

• Signum - Evidence-driven development pipeline that uses Gemini CLI as one of three independent reviewers in a multi-model code audit panel (alongside Claude and Codex).

• Next: Mar 18, 2026