Awesome List Updates on Feb 23, 2024

31 awesome lists updated today.

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1. Awesome Ai4lam

Datasets / Datasets available elsewhere

• Open data collections from the National Library of Scotland

2. Ai Collective Tools

Design Generator

• Galileo AI -Galileo AI is a UI generation platform for easy and fast design ideation.Generative AI for user interface design, empowering you to design beyond imagination with speed . #freemium

Image Generator

• Remaker-Ai - All-in-one tool leveraging the capabilities of artificial intelligence. Craft and produce diverse content formats, spanning text, images, and beyond.#free

3. Awesome Ai Tools

Other / Music

• Architecture Helper - Analyze any building architecture, and generate your own custom styles, in seconds.

• GradGPT - AI tools to simplify college applications. Review applications, draft essays, find universities and requirements and more.

• Code to Flow - Visualize, Analyze, and Understand Your Code flow. Turn Code into Interactive Flowcharts with AI. Simplify Complex Logic Instantly.

• AI-Flow - Connect multiple AI models easily.

Text / Search engines

• Kazimir.ai - A search engine designed to search AI-generated images.

Text / Writing assistants

• Telborg - Write a high-quality first draft on any Climate topic in minutes

Text / Productivity

• Summary With AI - Summarize any long PDF with AI. Comprehensive summaries using information from all pages of a document.

• Emilio - Stop drowning in emails - Emilio prioritizes and automates your email, saving 60% of your time

• Pieces - AI-enabled productivity tool designed to supercharge developer efficiency,with an on-device copilot that helps capture, enrich, and reuse useful materials, streamline collaboration, and solve complex problems through a contextual understanding of dev workflow

Video / Stable Diffusion resources

• Based AI - AI Intuitive Interface for Video creating

Phone Calls / Animation

• AICaller.io - AICaller is a simple-to-use automated bulk calling solution that uses the latest Generative AI technology to trigger phone calls for you and get things done. It can do things like lead qualification, data gathering over phone calls, and much more. It comes with a powerful API, low cost pricing and free trial.

4. Awesome Quant

Python / Financial Instruments and Pricing

• rateslib (⭐48) - A fixed income library for pricing bonds and bond futures, and derivatives such as IRS, cross-currency and FX swaps.

Python / Risk Analysis

• empyrical-reloaded (⭐36) - Common financial risk and performance metrics. empyrical (⭐1.2k) fork.

• pyfolio-reloaded (⭐258) - Portfolio and risk analytics in Python. pyfolio (⭐5.4k) fork.

R / Financial Instruments and Pricing

• RQuantLib (⭐114) - RQuantLib connects GNU R with QuantLib.

Java / FrameWorks

• JQuantLib (⭐116) - JQuantLib is a free, open-source, comprehensive framework for quantitative finance, written in 100% Java.

Frameworks / Data Visualization

• QuantLib (⭐4.7k) - The QuantLib project is aimed at providing a comprehensive software framework for quantitative finance.
  • JQuantLib (⭐116) - Java port.
  • RQuantLib (⭐114) - R port.
  • QuantLibAddin - Excel support.
  • QuantLibXL - Excel support.
  • QLNet (⭐365) - .Net port.
  • PyQL (⭐892) - Python port.
  • QuantLib.jl (⭐134) - Julia port.
  • QuantLib-Python Documentation - Documentation for the Python bindings for the QuantLib library
  • QuantLib with Automatic Differention enabled (⭐12) - Integration of Automatic Differentiation with the QuantLib library

Reproducing Works, Training & Books / Data Visualization

• book_irds3 (⭐36) - Code repository for Pricing and Trading Interest Rate Derivatives.

5. Awesome Polars

Official documentation

• Documentation for Python API - Official API Reference for Python.

• Documentation for Rust API - Official API Reference for Rust.

• Documentation for R API - Official API Reference for R.

Libraries/Packages/Scripts / Python

• polars-xdt (⭐122) - Polars plugin offering eXtra stuff for DateTimes (originally by @MarcoGorelli).

Resources / Tutorials & workshops

• Polars plugins tutorial - How you (yes, you!) can write a Polars Plugin, by @MarcoGorelli.

Resources / Blog posts

• Dataframe Showdown – Polars vs Spark vs Pandas vs DataFusion. Guess who wins? - A short article that presents a performance test between Polars, Pandas, Datafusion and Spark on a csv dataset by @danielbeach. Code used is available on Github here (⭐6).

• Polars - modern data frame library - A blog post that describes why Polars could be a better alternative to pandas, dplyr or data.table by @DSkrzypiec.

• Lightning-fast queries with Polars - Another blog post that is a good introduction to Polars by @astrojuanlu.

• Exploring Polars - The Lightning-Fast DataFrame Library in Python - A blog post on the basics of Polars by @mddas.

• Date and DateTime Manipulation in Polars - A blog post that shows examples of doing a number of date and datetime manipulations in Polars (Python) by @danielbeach. Code used is available on Github here (⭐1).

• Spark vs Polars. Real-life Test Case. - A blog post in which the author tests whether Polars is able to handle "real amounts of data" and "really replace some production Spark workloads." by @danielbeach. Code used is available on Github here (⭐5).

• Level Up Your Data Analysis with Polars: A Powerful DataFrame Library for Speed and Efficiency - A blog post that describes the main features of Polars (with benchmarks) by ravi-m.

• LazyFrame: Exploring Laziness in Dataframes from Polars in Python - A blog post that introduces LazyFrames with Polars an Python by Manoj Das.

• Data Statistics in Polars - A post that explains how to extract insightful information from your data in Polars by Alexandre Petit.

6. Awesome Agi Cocosci

Complexity & Information Theory / Visual Complexity

• Show or tell? Exploring when (and why) teaching with language outperforms demonstration - Cognition, 2023. [All Versions]. The findings of this paper suggest that language communicates complex concepts by directly transmitting abstract rules. In contrast, demonstrations transmit examples, requiring the learner to infer the rules.

Communications / Non-Verbal Communication

• AI Nüshu: An Exploration of Language Emergence in Sisterhood Through the Lens of Computational Linguistics - ACM SIGGRAPH Asia'23, 2023. [All Versions]. By continually observing their environment and communicating, AI agents trained in the Chinese dictionary and the Nüshu corpus collaborate towards creating a standard writing system to encode Chinese.

Domain Specific Language / Design Theory

• Epigrams on programming - ACM SIGPLAN Notices, 1982. [All Versions].

Domain Specific Language / Domain Specified Applications

• Infinite Photorealistic Worlds Using Procedural Generation - CVPR'23, 2023. [All Versions]. [Website]. [Supplementary Text]. This paper introduces Infinigen, a procedural generator of photorealistic 3D scenes of the natural world. Infinigen is entirely procedural: every asset, from shape to texture, is generated from scratch via randomized mathematical rules, using no external source and allowing infinite variation and composition.

System 1 & System 2 / Neural-Symbolic AI

• Visual Programming: Compositional Visual Reasoning Without Training - CVPR'23, 2023. [All Versions]. VISPROG, a neuro-symbolic approach to solving complex and compositional visual tasks given natural language instructions, using the in-context learning ability of large language models to generate python-like modular programs, which are then executed to get both the solution and a comprehensive and interpretable rationale.

Commonsense / Commonsense Knowledgebase

• Visual Concept Programming: A Visual Analytics Approach to Injecting Human Intelligence at Scale - IEEE Transactions on Visualization and Computer Graphics, 2023. [All Versions]. This paper presents Visual Concept Programming, a first-of-its-kind visual analytics approach of using visual concepts to program image data at scale while requiring a few human efforts.

Inductive Logic & Program Synthesis / Commonsense Knowledgebase

• Grammar Prompting for Domain-Specific Language Generation with Large Language Models - NeurIPS'23, 2023. [All Versions]. Grammar prompting, a simple approach to enable LLMs to use external knowledge and domain-specific constraints, expressed through a grammar in Backus--Naur Form (BNF), during in-context learning.

• Large Language Models Meet NL2Code: A Survey - ACL'23, 2023. [All Versions]. [NL2Code Website]. A paper presenting a comprehensive survey of 27 existing large language models for NL2Code, and also review benchmarks and metrics, suggesting that the key factors contributing to the success of large language models for NL2Code are “Large Size, Premium Data, Expert Tuning”.

• A Large-Scale Survey on the Usability of AI Programming Assistants: Successes and Challenges - ICSE'24, 2024. [All Versions]. A survey finding that developers are most motivated to use AI programming assistants because they help developers reduce key-strokes, finish programming tasks quickly, and recall syntax, but resonate less with using them to help brainstorm potential solutions.

7. Awesome Osint

Domain and IP Research / Telegram

• TinyScan - Another powerful URL scan tool that provides comprehensive information about any given URL. Get insights into IP address, location, screenshots, technology stack, performance metrics, and more.

8. Awesome Embedded Rust

Driver crates / WIP

• ad57xx (⭐0) - SPI - Quad and dual channel DAC -

9. Awesome Zig

Network / Messaging

• skunkwerks/zamqp (⭐4) - AMQP client, based on rabbitmq-c.

• nine-lives-later/zzmq (⭐1) - ZeroMQ library, based on CZMQ.

10. Awesome Crystal

Web Frameworks

• Crystal newsletter

• IRC - #crystal-lang on Libera

11. Awesome Php

Table of Contents / Error Tracking and Monitoring Services

• Blackfire - A low-overhead code profiler.

• BugSnag - Error and Real User Monitoring.

• Honeybadger - Error Tracking & Application Monitoring for Developers.

• Rollbar - Error Logging & Tracking Service for Software Teams.

• Sentry - Application Performance Monitoring & Error Tracking Software.

• Tideways - Monitoring and profiling tool.

12. Awesome Cpp

CLI

• args (⭐1.3k) - A simple header-only C++ argument parser library. [MIT]

• cxxopts (⭐3.9k) - Lightweight C++ command line option parser. [MIT]

• TermOx (⭐605) - C++17 Terminal User Interface(TUI) Library. [MIT]

13. Awesome Ruby

Admin Interface

• Avo Admin for Rails - Avo is the modern approach to building an advanced admin panel that can be used by the entire organization. It has all the tools an admin panel needs and more. We have carefully made sure that you have all the escape hatches you need to ensure you can build your next admin panel for Ruby on Rails incredibly fast and easily.

CMS

• Avo CMS for Rails - Avo is a very custom Content Management System for Ruby on Rails that saves engineers and teams months of development time. It's designed to use your app's database structure, uses configuration instead of traditional methods, and when configuration isn't enough, it falls back to writing regular Rails code that you're used to.

DevOps Tools

• Kanrisuru (⭐16) - Manage remote infrastructure in Ruby

ORM/ODM Extensions

• Auditing and Versioning
  • active_snapshot (⭐93) - Simplified snapshots and restoration for ActiveRecord models and associations with a transparent white-box implementation
  • acts_as_archival (⭐128) - ActiveRecord plugin for atomic object tree archiving.
  • ActsAsParanoid (⭐1.4k) - ActiveRecord plugin allowing you to hide and restore records without actually deleting them.
  • Audited (⭐3.3k) - Audited is an ORM extension for ActiveRecord & MongoMapper that logs all changes to your models.
  • Destroyed At (⭐351) - Allows you to "destroy" an object without deleting the record or associated records.
  • Discard (⭐2k) - A simple ActiveRecord mixin to add conventions for flagging records as discarded.
  • Logidze (⭐1.5k) - Database changes log for Rails.
  • marginalia (⭐1.7k) - Attach comments to your ActiveRecord queries. By default, it adds the application, controller, and action names as a comment at the end of each query.
  • mongoid-history (⭐387) - Multi-user non-linear history tracking, auditing, undo, redo for mongoid.
  • PaperTrail (⭐6.7k) - Track changes to your ActiveRecord models' data for auditing or versioning.
  • Paranoia (⭐2.8k) - A re-implementation of acts_as_paranoid for Rails 3 and 4, using much, much, much less code.
  • PermenantRecords (⭐236) - Soft-delete your ActiveRecord records, like an explicit version of ActsAsParanoid.

14. Awesome Go

Bot Building

• go-tg (⭐57) - Generated from official docs Go client library for accessing Telegram Bot API, with batteries for building complex bots included.

Build Automation

• gob (⭐6) - Gradle/Maven like build tool for Go projects.

Configuration

• konf (⭐5) - The simplest API for reading/watching config from file, env, flag and clouds (e.g. AWS, Azure, GCP).

Interfaces to Multiple Backends

• dynamo (⭐16) - A simple key-value abstraction to store algebraic and linked-data data types at AWS storage services: AWS DynamoDB and AWS S3.

NoSQL Database Drivers

• gomemcached (⭐14) - A binary Memcached client for Go with support for sharding using consistent hashing, along with SASL.

Distributed Systems

• Tarmac (⭐305) - Framework for writing functions, microservices, or monoliths with WebAssembly

Job Scheduler

• go-dag (⭐1) - A framework developed in Go that manages the execution of workflows described by directed acyclic graphs.

Dependency Injection

• kod (⭐40) - A generics based dependency injection framework for Go.

Strings

• bexp (⭐18) - Go implementation of Brace Expansion mechanism to generate arbitrary strings.

Security

• encid (⭐1) - Encode and decode encrypted integer IDs.

Template Engines

• gomponents - HTML 5 components in pure Go, that look something like this: func(name string) g.Node { return Div(Class("headline"), g.Textf("Hi %v!", name)) }.

Web Frameworks

• Yokai (⭐107) - Simple, modular, and observable Go framework for backend applications.

15. Awesome Rust

Applications / Blockchain

• Subspace (⭐313) - The first layer-one blockchain that can fully resolve the blockchain trilemma by simultaneously achieving scalability, security, and decentralization.

Applications / Database

• ParadeDB (⭐3.2k) - ParadeDB is an Elasticsearch alternative built on Postgres, designed for real-time search and analytics.

• USearch (⭐1.4k) - Similarity Search Engine for Vectors and Strings

Applications / Text processing

• ashvardanian/stringzilla (⭐1.1k) - SIMD-accelerated string search, sort, edit distances, alignments, and generators for x86 AVX2 & AVX-512, and Arm NEON

Libraries / Data processing

• pg_analytics (⭐3.2k) - PostgreSQL extension that accelerates analytical query processing inside Postgres to a performance level comparable to dedicated OLAP databases.

Libraries / Data structures

• ashvardanian/simsimd (⭐609) - SIMD-accelerated vector distances and similarity functions for x86 AVX2 & AVX-512, and Arm NEON

Libraries / Text search

• pg_bm25 (⭐3.2k) - PostgreSQL extension that enables full text search over SQL tables using the BM25 algorithm, the state-of-the-art ranking function for full-text search.

16. Awesome Python

Admin Panels

• django-grappelli (⭐3.5k) - A jazzy skin for the Django Admin-Interface.

Algorithms and Design Patterns

• Design Patterns
  • pypattyrn (⭐2.2k) - A simple yet effective library for implementing common design patterns.
  • python-patterns (⭐39k) - A collection of design patterns in Python.
  • transitions (⭐5.3k) - A lightweight, object-oriented finite state machine implementation.

ASGI Servers

• hypercorn (⭐908) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.

Asynchronous Programming

• twisted (⭐5.4k) - An event-driven networking engine.

• eventlet (⭐1.2k) - Asynchronous framework with WSGI support.

• gevent (⭐6.1k) - A coroutine-based Python networking library that uses greenlet (⭐1.6k).

Build Tools

• bitbake (⭐390) - A make-like build tool for embedded Linux.

• buildout (⭐568) - A build system for creating, assembling and deploying applications from multiple parts.

• platformio (⭐7.4k) - A console tool to build code with different development platforms.

• scons (⭐1.9k) - A software construction tool.

Built-in Classes Enhancement

• box (⭐2.3k) - Python dictionaries with advanced dot notation access.

• dotteddict (⭐172) - A library that provides a method of accessing lists and dicts with a dotted path notation.

CMS

• wagtail (⭐17k) - A Django content management system.

Caching

• dogpile.cache (⭐215) - dogpile.cache is a next generation replacement for Beaker made by the same authors.

• hermescache - Python caching library with tag-based invalidation and dogpile effect prevention.

• python-diskcache (⭐2k) - SQLite and file backed cache backend with faster lookups than memcached and redis.

Code Analysis

• Code Analysis
  • code2flow (⭐3.6k) - Turn your Python and JavaScript code into DOT flowcharts.
  • prospector (⭐1.9k) - A tool to analyse Python code.
  • vulture (⭐2.9k) - A tool for finding and analysing dead Python code.

• Code Linters
  • flake8 (⭐3.2k) - A wrapper around pycodestyle, pyflakes and McCabe.
    • awesome-flake8-extensions (⭐1.2k)
  • pylint (⭐5k) - A fully customizable source code analyzer.

• Code Formatters
  • black (⭐36k) - The uncompromising Python code formatter.
  • isort (⭐6.2k) - A Python utility / library to sort imports.
  • yapf (⭐14k) - Yet another Python code formatter from Google.

• Static Type Annotations Generators
  • monkeytype (⭐4.5k) - A system for Python that generates static type annotations by collecting runtime types.
  • pytype (⭐4.5k) - Pytype checks and infers types for Python code - without requiring type annotations.

Command-line Interface Development

• Command-line Application Development
  • cement (⭐1.2k) - CLI Application Framework for Python.
  • click (⭐15k) - A package for creating beautiful command line interfaces in a composable way.
  • cliff (⭐223) - A framework for creating command-line programs with multi-level commands.
  • python-fire (⭐26k) - A library for creating command line interfaces from absolutely any Python object.
  • python-prompt-toolkit (⭐8.8k) - A library for building powerful interactive command lines.

Command-line Tools

• Productivity Tools
  • copier (⭐1.5k) - A library and command-line utility for rendering projects templates.
  • cookiecutter (⭐21k) - A command-line utility that creates projects from cookiecutters (project templates).
  • doitlive (⭐3.4k) - A tool for live presentations in the terminal.
  • howdoi (⭐10k) - Instant coding answers via the command line.
  • invoke (⭐4.2k) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
  • pathpicker (⭐5k) - Select files out of bash output.
  • thefuck (⭐81k) - Correcting your previous console command.
  • tmuxp (⭐3.9k) - A tmux (⭐32k) session manager.
  • try (⭐697) - A dead simple CLI to try out python packages - it's never been easier.

• CLI Enhancements
  • httpie (⭐31k) - A command line HTTP client, a user-friendly cURL replacement.
  • iredis (⭐2.4k) - Redis CLI with autocompletion and syntax highlighting.
  • litecli (⭐2k) - SQLite CLI with autocompletion and syntax highlighting.
  • mycli (⭐11k) - MySQL CLI with autocompletion and syntax highlighting.
  • pgcli (⭐12k) - PostgreSQL CLI with autocompletion and syntax highlighting.

Computer Vision

• easyocr (⭐21k) - Ready-to-use OCR with 40+ languages supported.

• kornia (⭐9.1k) - Open Source Differentiable Computer Vision Library for PyTorch.

• opencv - Open Source Computer Vision Library.

Configuration Files

• python-decouple (⭐2.6k) - Strict separation of settings from code.

Cryptography

• cryptography (⭐6.1k) - A package designed to expose cryptographic primitives and recipes to Python developers.

Data Analysis

• pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.

• aws-sdk-pandas (⭐3.7k) - Pandas on AWS.

• datasette (⭐8.7k) - An open source multi-tool for exploring and publishing data.

• optimus (⭐1.4k) - Agile Data Science Workflows made easy with PySpark.

Data Validation

• cerberus (⭐3.1k) - A lightweight and extensible data validation library.

• colander (⭐439) - Validating and deserializing data obtained via XML, JSON, an HTML form post.

• jsonschema (⭐4.4k) - An implementation of JSON Schema for Python.

• schematics (⭐2.6k) - Data Structure Validation.

• pydantic (⭐18k) - Data validation using Python type hints.

Data Visualization

• altair (⭐8.7k) - Declarative statistical visualization library for Python.

• bokeh (⭐19k) - Interactive Web Plotting for Python.

• cartopy (⭐1.3k) - A cartographic python library with matplotlib support.

• matplotlib (⭐19k) - A Python 2D plotting library.

• pygal (⭐2.6k) - A Python SVG Charts Creator.

• pygraphviz (⭐720) - Python interface to Graphviz.

• pyqtgraph (⭐3.6k) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.

• seaborn (⭐12k) - Statistical data visualization using Matplotlib.

• vispy (⭐3.2k) - High-performance scientific visualization based on OpenGL.

Database

• zodb (⭐652) - A native object database for Python. A key-value and object graph database.

Database Drivers

• Other Relational Databases
  • pymssql (⭐801) - A simple database interface to Microsoft SQL Server.
  • clickhouse-driver (⭐1.1k) - Python driver with native interface for ClickHouse.

Date and Time

• arrow (⭐8.5k) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.

• pendulum (⭐6k) - Python datetimes made easy.

• pytz - World timezone definitions, modern and historical. Brings the tz database into Python.

Debugging Tools

• Tracing
  • manhole (⭐361) - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
  • python-hunter (⭐773) - A flexible code tracing toolkit.

• Profiler
  • py-spy (⭐12k) - A sampling profiler for Python programs. Written in Rust.
  • vprof (⭐3.9k) - Visual Python profiler.

Deep Learning

• pytorch-lightning (⭐26k) - Deep learning framework to train, deploy, and ship AI products Lightning fast.

• theano (⭐9.8k) - A library for fast numerical computation.

DevOps Tools

• Process Management
  • supervisor (⭐8.1k) - Supervisor process control system for UNIX.

• Backup
  • borg (⭐10k) - A deduplicating archiver with compression and encryption.

Distribution

• py2app (⭐305) - Freezes Python scripts (Mac OS X).

• py2exe (⭐725) - Freezes Python scripts (Windows).

• pyinstaller (⭐11k) - Converts Python programs into stand-alone executables (cross-platform).

Downloader

• youtube-dl (⭐127k) - A command-line program to download videos from YouTube and other video sites.

Functional Programming

• coconut (⭐3.9k) - A variant of Python built for simple, elegant, Pythonic functional programming.

• cytoolz (⭐963) - Cython implementation of Toolz: High performance functional utilities.

• toolz (⭐4.5k) - A collection of functional utilities for iterators, functions, and dictionaries.

GUI Development

• PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).

Game Development

• Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.

Geolocation

• geodjango - A world-class geographic web framework.

• geojson (⭐862) - Python bindings and utilities for GeoJSON.

HTML Manipulation

• beautifulsoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.

• markupsafe (⭐589) - Implements a XML/HTML/XHTML Markup safe string for Python.

HTTP Clients

• urllib3 (⭐3.6k) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.

Hardware

• pynput (⭐1.6k) - A library to control and monitor input devices.

Image Processing

• pymatting (⭐1.7k) - A library for alpha matting.

• quads (⭐1.2k) - Computer art based on quadtrees.

• wand (⭐1.3k) - Python bindings for MagickWand, C API for ImageMagick.

Implementations

• cpython (⭐58k) - Default, most widely used implementation of the Python programming language written in C.

• cython (⭐8.7k) - Optimizing Static Compiler for Python.

• clpython (⭐364) - Implementation of the Python programming language written in Common Lisp.

• ironpython (⭐2.3k) - Implementation of the Python programming language written in C#.

• micropython (⭐18k) - A lean and efficient Python programming language implementation.

• numba (⭐9.3k) - Python JIT compiler to LLVM aimed at scientific Python.

• peachpy (⭐1.9k) - x86-64 assembler embedded in Python.

• pypy - A very fast and compliant implementation of the Python language.

• pyston (⭐2.5k) - A Python implementation using JIT techniques.

RESTful API

• Django
  • django-rest-framework (⭐27k) - A powerful and flexible toolkit to build web APIs.
  • django-tastypie (⭐3.9k) - Creating delicious APIs for Django apps.

• Framework agnostic
  • falcon (⭐9.3k) - A high-performance framework for building cloud APIs and web app backends.
  • fastapi (⭐68k) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
  • hug (⭐6.8k) - A Python 3 framework for cleanly exposing APIs.
  • sandman2 (⭐2k) - Automated REST APIs for existing database-driven systems.
  • sanic (⭐18k) - A Python 3.6+ web server and web framework that's written to go fast.

Science

• Open Babel - A chemical toolbox designed to speak the many languages of chemical data.

Web Crawling

• feedparser (⭐1.8k) - Universal feed parser.

• mechanicalsoup (⭐4.5k) - A Python library for automating interaction with websites.

• scrapy (⭐50k) - A fast high-level screen scraping and web crawling framework.

Web Frameworks

• Synchronous
  • django (⭐75k) - The most popular web framework in Python.
    • awesome-django (⭐1.5k)
    • awesome-django (⭐8.1k)
  • flask (⭐66k) - A microframework for Python.
    • awesome-flask (⭐12k)
  • pyramid - A small, fast, down-to-earth, open source Python web framework.
    • awesome-pyramid (⭐542)
  • masonite (⭐2.1k) - The modern and developer centric Python web framework.

• Asynchronous
  • tornado (⭐21k) - A web framework and asynchronous networking library.

WSGI Servers

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

Newsletters

• Pycoder's Weekly

• Python Weekly

Podcasts

• Python Test

17. Awesome Capacitor

Capgo plugins

• Native Purchases (⭐3) - Manage IAP on capacitor with latest libs Android and IOS.

Other plugins

• capacitor-plugin-camera (⭐3) - A camera plugin that is designed to make it easy to perform image processing tasks like barcode reading and OCR. We can use reflection to get the camera frames in another plugin so that it can enjoy native performance.

• Bing Translator (⭐1) - A simple and free API for using Bing Translator.

18. Awesome Integration

Projects / API Gateway

• Kong API Gateway (⭐37k) (⭐37k) - A cloud-native, platform-agnostic, and scalable API Gateway that supports plugins for easy integration with third-party services.

Projects / API Testing

• Mocking tools
  • Imposter (⭐332) (⭐332) - Mock server for REST APIs, OpenAPI (and Swagger) specifications, SOAP web services (and WSDL files), Salesforce and HBase APIs.
  • Microcks (⭐1.1k) (⭐1.1k) - Open-source Kubernetes-native tool for API mocking and testing, supporting AsyncAPI, OpenAPI, Postman Collections, etc.
  • Mockable - Simple configurable service to mock out RESTful API or SOAP web-services.
  • Mockoon (⭐5.7k) (⭐5.7k) - Easy-to-use tool for designing and running mock REST APIs.
  • MockServer (⭐4.4k) (⭐4.4k) - Easy mocking of any system you integrate with via HTTP or HTTPS.
  • Mocky (⭐1.9k) (⭐2k) - Free and unlimited online service for generating custom HTTP responses.
  • Prism (⭐3.9k) (⭐3.9k) - Open-source HTTP mock server that can mimic your API's behavior as if you already built it.
  • WireMock (⭐6k) (⭐6k) - Mock your APIs for fast, robust, and comprehensive testing.

Projects / Data Mapping Solution

• JSLT (⭐600) (⭐600) - A complete query and transformation language for JSON that is inspired by jq, XPath, and XQuery. With JSLT, software engineers can quickly and easily transform JSON data to meet their needs.

Projects / Messaging

• Centrifugo (⭐7.7k) (⭐7.7k) - An open-source, scalable real-time messaging server that allows you to build interactive applications where events are delivered to online users with minimal delay.

Resources / Standard APIs

• Standard Webhooks (⭐1k) (⭐1k) - Open source tools and guidelines for sending webhooks easily, securely, and reliably.

19. Awesome Nix

Command-Line Tools / Discovery

• nix-output-monitor (⭐561) - A tool to produce useful graphs and statistics when building derivations.

20. Awesome Dotnet

API

• FastEndpoints (⭐3.7k) - High-performance middleground between classic ASP.NET Core API controllers and Minimal APIs. Using a REPR (Request-Endpoint-Response) pattern, this library eliminates the boilerplate and monolithic feel of controllers by improving colocation of code.

PDF

• QPdfSharp (⭐7) - A C# wrapper written around QPdf to allow for easy PDF manipulation that is tested for both linux and windows. QPdf is one of the only libraries capable of PDF linearization, and this wrapper ensures you keep up to date with the underlying improvements.

21. Awesome Kotlin

Libraries/Frameworks / Testing

• diffplug/selfie - Snapshot testing (inline, on disk, and memoization)

Libraries/Frameworks / Data Science

• sigbla/sigbla-app (⭐15) - Sigbla is a framework for working with data in tables, supporting various data types, reactive programming and events, user input, charts, and more

22. Awesome Openstreetmap

Tools / Web Tools

• Bellingcat OpenStreetMap search - Web based tool to find geolocation leads by searching for proximate features on OpenStreetMap. (Source Code (⭐84) / Article)

Additional Resources / Websites

• WeeklyOSM - News and updates to inform the community about what is going on in the OSM Universe, from experienced mappers to new OSM members.

23. Awesome Prisma

🦺 Community Prisma Tools

• Prismock - Run tests in isolation with an in-memory implementation of Prisma (⭐140)

🏆 Tutorials / ⚙️ Schema Visualization Tools

• How To Write Efficient Unit Tests with Prisma ORM

24. Awesome Cropsteering

Components / Tasmota Configs

• Adafruit - Adafruit ESP32 modules

DIY / Modular systems

• SENTSOR Core ESP32-EMBED (⭐7) - all-in-one, super low power development board based on latest revision of ESP32 chip. BOM, easyEDA PCB blueprints

Crop Steering Guides / Modular systems

• AGROWTEK Crop Steering Guide

• Growlink Crop Steering E-Book V1.4

• Some useful reading and links from Open Steering project

25. Awesome Generative Deep Art

Courses and Educational Materials

• DataCamp's Become a Generative AI Developer series: 9 code-alongs on building chatbots using LangChain and the OpenAI and Pinecone APIs, and working with the Hugging Face ecosystem. Free, for a limited time only.

Online Tools and Applications

• SinglebaseCloud: AI-powered backend platform with Vector DB, DocumentDB, Auth, and more to speed up app development.

• TrollyAI: Create professional SEO articles, 2x faster

• WebscrapeAI: Scrape any website without code using AI

• Yona.ai: Create deeply personalized AI chatbots from your own conversations, your stories, your data. You can harness the power of your chat history to build an AI companion for a nostalgic trip down memory lane, whimsical fantasies, or any other unique purpose.

Large Language Models (LLMs)

• Groq: service focused on fast inference speed, providing API access to Llama 2 70B-4K and Mixtral 8x7B-32K

Retrieval-Augmented Generation (RAG) / Prompt Engineering for Text-to-image

• Retrieval-Augmented Generation for Large Language Models: A Survey

Inbox: Speech-to-text (STT) and spoken content analysis / Deforum

• New study on coding behavior raises questions about impact of AI on software development – GeekWire

26. Awesome Creative Coding

Frameworks • Libraries • Ecosystems

• Godot [Cross-platform] - Open source game engine, that can also be used for all sorts of things.

• Fragment.tools (⭐689) [Cross-platform] - A web development environment for creative coding.

Visual Programming Languages

• TIC-80 - Make pixel art style games and art on a 240*136 pixel screen.

Sound Programming Languages

• Glicol - Graph-oriented live coding language and music/audio DSP library written in Rust.

Other

• basil.js - Scripting (JS) in InDesign for designers and artists in the spirit of Processing.

Talks

• Inigo Quilez Live - Collection of live coding videos by Íñigo Quílez.

Articles • Tutorials / Shaders • OpenGL • WebGL

• Ray Marching and Signed Distance Functions - Introduction to ray tracing.

• Smooth minimum - Article about the smooth based primitive union.

• Modeling with distance functions - Collection of distance functions in one centralized place.

• Flow Fields, Part 1 - Introduction to flow fields also known as vector fields.

• Flow Fields, Part 2 - Introduction to flow fields also known as vector fields.

Quick References • Cheatsheets / Other

• Shaderific GLSL - OpenGL ES shading language reference.

• Procedural Patterns And Noises - Collection of procedural patterns and procedural noises.

• Morphogenesis (⭐1.9k) - Exploration of how shapes, forms, and patterns emerge in nature.

Math / Other

• Shepherding random numbers - Tiny guide to shepherding random numbers.

• Shepherding random grids - Tiny guide to shepherding random grids.

• Shepherding random growth - Tiny guide to shepherding random growth.

Events / Other

• Digital Design Days - 3 day event offering conferences, workshops, digital showcases & installations.

Blogs • Websites / Other

• iquilezles.org - Home of Íñigo Quílez, specialised in GLSL and math snippets.

27. Awesome Selfhosted

Software / Archiving and Digital Preservation (DP)

• bitmagnet - A self-hosted BitTorrent indexer, DHT crawler, content classifier and torrent search engine with web UI, GraphQL API and Servarr stack integration. (Source Code (⭐1.5k)) MIT Go/Docker

28. Awesome Product Management

Articles / Obsidian

• How to Deliver More Software Projects on Time - By Mark Suster.

• A Minimum Viable Product Is Not a Product, It's a Process - By Yevgeniy Brikman.

• 12 Things about Product-Market Fit - By Tren Griffin.

29. Awesome Inertiajs

Adapters / Server-side

• Grails (⭐5)

Resources / Examples

• Ping CRM / Grails (⭐5) - Demonstration application made with Grails and Vue.js.

30. Awesome React Components

Boilerplate / Mouse Events

• extensive-react-boilerplate (⭐94) - Boilerplate with Next.js, Auth (Sign in, Sign up, Reset password, Confirm email, Refresh Token), Material UI, React Hook Form, I18N, File uploads (support local and Amazon S3 drivers), Tests, CI.

31. Awesome Developer First

Media

• Flatfile - Programmatically import data from files so it's API-ready.

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