Awesome List Updates on Mar 21, 2026

13 awesome lists updated today.

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1. Awesome Go

Security / WAF & Protection

• beelzebub-labs/beelzebub (⭐1.9k) — AI-powered honeypot framework ☆1,904

2. Awesome Privacy

ChatGPT

• llama.cpp (⭐98k) - Inference of Facebook's LLaMA model in pure C/C++ so it can run locally on a CPU.

AI Coding

• OpenCode (⭐127k) - The open source coding agent. Connect local models or any providers of your choice.

Speech to Text

• Models
  • Moonshine (⭐7.4k) - Fast and accurate automatic speech recognition (ASR) for edge devices.
  • OpenAI Whisper (⭐96k) - Whisper is a general-purpose speech recognition model that can be run locally offline. It can transcribe audio from and to multiple languages.
    • whisper.cpp (⭐48k) - High-performance inference of OpenAI's Whisper automatic speech recognition (ASR) model.
  • ParakeetTDT - Efficient audio transcription. Convert speech to text with unprecedented speed and accuracy using NVIDIA advanced AI speech recognition model.

3. Awesome Cpp

DSP

• fCWT (⭐383) - The fast Continuous Wavelet Transform (fCWT) is a library for fast calculation of CWT. [Apache-2.0]

4. Awesome Python

Deep Learning

• jax (⭐35k) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.

Machine Learning

• lightgbm (⭐18k) - A fast, distributed, high performance gradient boosting framework.

Natural Language Processing

• General
  • gensim (⭐16k) - Topic Modeling for Humans.
  • nltk (⭐15k) - A leading platform for building Python programs to work with human language data.
  • spacy (⭐33k) - A library for industrial-strength natural language processing in Python and Cython.
  • stanza (⭐7.7k) - The Stanford NLP Group's official Python library, supporting 60+ languages.

Web Frameworks

• Synchronous
  • bottle (⭐8.8k) - A fast and simple micro-framework distributed as a single file with no dependencies.
  • django (⭐87k) - The most popular web framework in Python.
    • awesome-django (⭐1.9k)
  • flask (⭐71k) - A microframework for Python.
    • awesome-flask (⭐13k)
  • pyramid (⭐4.1k) - A small, fast, down-to-earth, open source Python web framework.
    • awesome-pyramid (⭐570)
  • fasthtml (⭐6.9k) - The fastest way to create an HTML app.
    • awesome-fasthtml (⭐79)
  • masonite (⭐2.4k) - The modern and developer centric Python web framework.

Web APIs

• Django
  • django-ninja (⭐9k) - Fast, Django REST framework based on type hints and Pydantic.
  • django-rest-framework (⭐30k) - A powerful and flexible toolkit to build web APIs.
  • strawberry-django (⭐488) - Strawberry GraphQL integration with Django.

• Flask
  • apiflask (⭐1.1k) - A lightweight Python web API framework based on Flask and Marshmallow.

• Framework Agnostic
  • connexion (⭐4.6k) - A spec-first framework that automatically handles requests based on your OpenAPI specification.
  • falcon (⭐9.8k) - A high-performance framework for building cloud APIs and web app backends.
  • fastapi (⭐96k) - A modern, fast, web framework for building APIs with standard Python type hints.
  • sanic (⭐19k) - A Python 3.6+ web server and web framework that's written to go fast.
  • strawberry (⭐4.6k) - A GraphQL library that leverages Python type annotations for schema definition.
  • webargs (⭐1.4k) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.

Web Servers

• RPC
  • grpcio (⭐44k) - HTTP/2-based RPC framework with Python bindings, built by Google.
  • rpyc (⭐1.7k) (Remote Python Call) - A transparent and symmetric RPC library for Python.

WebSocket

• flask-socketio (⭐5.5k) - Socket.IO integration for Flask applications.

• websockets (⭐5.6k) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.

Authentication

• OAuth
  • authlib (⭐5.2k) - JavaScript Object Signing and Encryption draft implementation.
  • django-allauth (⭐10k) - Authentication app for Django that "just works."
  • django-oauth-toolkit (⭐3.3k) - OAuth 2 goodies for Django.
  • oauthlib (⭐3k) - A generic and thorough implementation of the OAuth request-signing logic.

Admin Panels

• flask-admin (⭐6.1k) - Simple and extensible administrative interface framework for Flask.

Database Drivers

• NoSQL Databases
  • cassandra-driver (⭐1.4k) - The Python Driver for Apache Cassandra.
  • django-mongodb-backend (⭐218) - Official MongoDB database backend for Django.
  • pymongo (⭐4.3k) - The official Python client for MongoDB.
  • redis-py (⭐14k) - The Python client for Redis.

Caching

• cachetools (⭐2.7k) - Extensible memoizing collections and decorators.

Data Analysis

• Financial Data
  • akshare (⭐18k) - A financial data interface library, built for human beings!
  • edgartools (⭐1.8k) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
  • openbb (⭐63k) - A financial data platform for analysts, quants and AI agents.
  • yfinance (⭐22k) - Easy Pythonic way to download market and financial data from Yahoo Finance.

Data Validation

• pandera (⭐4.3k) - A data validation library for dataframes, with support for pandas, polars, and Spark.

Data Visualization

• Plotting
  • altair (⭐10k) - Declarative statistical visualization library for Python.
  • bokeh (⭐20k) - Interactive Web Plotting for Python.
  • bqplot (⭐3.7k) - Interactive Plotting Library for the Jupyter Notebook.
  • matplotlib (⭐23k) - A Python 2D plotting library.
  • plotly (⭐18k) - Interactive graphing library for Python.
  • plotnine (⭐4.5k) - A grammar of graphics for Python based on ggplot2.
  • pygal (⭐2.8k) - A Python SVG Charts Creator.
  • pyqtgraph (⭐4.3k) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
  • seaborn (⭐14k) - Statistical data visualization using Matplotlib.
  • ultraplot (⭐278) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
  • vispy (⭐3.6k) - High-performance scientific visualization based on OpenGL.

Algorithms and Design Patterns

• Design Patterns
  • python-cqrs (⭐46) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
  • python-patterns (⭐43k) - A collection of design patterns in Python.
  • transitions (⭐6.5k) - A lightweight, object-oriented finite state machine implementation.

Interactive Interpreter

• ptpython (⭐5.4k) - Advanced Python REPL built on top of the python-prompt-toolkit (⭐10k).

Code Analysis

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

Testing

• Test Runners
  • nox (⭐1.5k) - Flexible test automation for Python.
  • tox (⭐3.9k) - Auto builds and tests distributions in multiple Python versions

• Mock
  • freezegun (⭐4.5k) - Travel through time by mocking the datetime module.
  • mock - (Python standard library) A mocking and patching library.
  • mocket (⭐309) - A socket mock framework with gevent/asyncio/SSL support.
  • responses (⭐4.3k) - A utility library for mocking out the requests Python library.
  • vcrpy (⭐3k) - Record and replay HTTP interactions on your tests.

Debugging Tools

• Others
  • django-debug-toolbar (⭐8.4k) - Display various debug information for Django.
  • flask-debugtoolbar (⭐981) - A port of the django-debug-toolbar to flask.
  • icecream (⭐10k) - Inspect variables, expressions, and program execution with a single, simple function call.
  • memory_graph (⭐771) - Visualize Python data at runtime to debug references, mutability, and aliasing.

DevOps Tools

• Cloud Providers
  • awscli (⭐17k) - Universal Command Line Interface for Amazon Web Services.
  • boto3 (⭐9.7k) - Python interface to Amazon Web Services.

• Deployment
  • chalice (⭐11k) - A Python serverless microframework for AWS.
  • fabric (⭐15k) - A simple, Pythonic tool for remote execution and deployment.

Job Schedulers

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

Text Processing

• Unique identifiers
  • sqids (⭐496) - A library for generating short unique IDs from numbers.
  • shortuuid (⭐2.2k) - A generator library for concise, unambiguous and URL-safe UUIDs.

Audio & Video Processing

• Audio
  • gtts (⭐2.6k) - Python library and CLI tool for converting text to speech using Google Translate TTS.
  • librosa (⭐8.3k) - Python library for audio and music analysis.
  • matchering (⭐2.4k) - A library for automated reference audio mastering.
  • pydub (⭐9.7k) - Manipulate audio with a simple and easy high level interface.

Asynchronous Programming

• anyio (⭐2.4k) - A high-level async concurrency and networking framework that works on top of asyncio or trio.

Date and Time

• dateparser (⭐2.8k) - A Python parser for human-readable dates in dozens of languages.

• pendulum (⭐6.6k) - Python datetimes made easy.

Package Management

• poetry (⭐34k) - Python dependency management and packaging made easy.

Configuration Files

• python-dotenv (⭐8.7k) - Reads key-value pairs from a .env file and sets them as environment variables.

Penetration Testing

• mitmproxy (⭐43k) - An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.

5. Free for Dev

Design and UI

• css background - Free CSS background toolkits. You can generate gradients or collect from any site by extension, fine-tune it in the editor, learn the detials etc.

6. Awesome Webaudio

Packages / Apps

• PracticeLoop - Free YouTube looper with progressive speed training, metronome, and chromatic tuner for music practice.

7. Awesome Sysadmin

Software / Control Panels

• MeshCentral - A complete web-based remote monitoring and management web site. (Source Code (⭐6.3k)) Apache-2.0 JavaScript/HTML

8. Awesome Testing

Software / API Testing

• API Status Check - Real-time status monitoring dashboard for 188+ third-party APIs (OpenAI, Stripe, AWS, GitHub, etc.) with response time tracking and free alert tiers.

• Polarity - The First AI QA Engineer that does full E2E, API, UI testing. Understands your entire codebase and ensures all relavent tests are conducted with our long running agent setup.

Software / Service Virtualization

• ApiNotes - Drop your OpenAPI spec and get a fully functional mock API server instantly. Export to Bruno API client or test directly.

Software / UI & End-to-End Testing

• [Polarity])https://www.polarity.so) - Full visual and desktop environments showcasing complete E2E testsing for all UI/UX features. Generated you Playwrite, Cypress, and other code for you as the test runs.

9. Awesome Rust

Applications / Blockchain

• starkware-libs/cairo-vm-2 (⭐578) - Implementation of the Cairo VM

Applications / Web Servers

• vetis-server/vetis (⭐104) - A blazingly fast, minimalist HTTP server built for modern Rust applications. Provides virtual Hosts, SNI, static content, reverse proxy, HTTP 1/2/3 and Tokio or Smol as async runtimes!

Development tools / Tunnel

• rathole-org/rathole (⭐13k) - A secure, high-performance reverse proxy for NAT traversal with Noise Protocol/TLS encryption and hot-reload config support

Libraries / Computation

• alphaville/optimization-engine (⭐618) [optimization-engine] - Optimization Engine (OpEn) is a solver for constrained nonconvex optimization problems

Libraries / Data structures

• alrevuelta/rs-merkle-tree (⭐225) - Merkle tree implementation in Rust with configurable storage backends and hash functions. Fixed depth and incremental only. Optimized for fast proof generation.

• ashvardanian/NumKong (⭐1.7k) - SIMD-accelerated vector distances and similarity functions for x86 AVX2 & AVX-512, and Arm NEON

10. Awesome Integration

Projects / API Management

• Gravitee.io API Management (⭐396) (⭐396) - A lightweight, open-source platform offering flexible API governance, robust security, and straightforward configuration.

• WSO2 API Manager (⭐973) (⭐973) - A fully open-source API platform offering robust governance, flexible deployment, and community-driven innovation.

Projects / API Documentation

• OpenAPI Explorer (⭐342) (⭐342) - Creates intuitive, interactive user interfaces from OpenAPI specs, simplifying API exploration and testing.

• Zudoku (⭐484) (⭐484) - A customizable framework built on OpenAPI, focused on delivering exceptional developer experiences through quality documentation.

Projects / API Gateway

• Gloo Edge (⭐157) (⭐157) - An Envoy Proxy–based gateway offering advanced traffic control, enhanced security, and observability for microservices ecosystems.

• Kong API Gateway (⭐43k) (⭐43k) - A scalable, cloud-native gateway that simplifies API management through extensive plugin support and seamless microservices integration.

Projects / Data Integration

• Apache NiFi (⭐6k) (⭐6k) - Automated data integration tool with a visual interface that seamlessly extracts, transforms, and delivers data across systems.

• Estuary Flow (⭐895) (⭐895) - Versatile, scalable platform that provides both real-time and batch data integration for ETL and ELT pipelines.

Projects / Enterprise Service Bus

• WSO2 Enterprise Integrator (⭐397) (⭐397) - API-centric, cloud-native integration platform offering robust, distributed capabilities for modern software architectures.

Projects / Integration Frameworks

• Frank!Framework (⭐160) (⭐160) - Low-code Java messaging framework that simplifies system connectivity and data integration through configurable XML setups.

Projects / Message Broker

• LavinMQ (⭐874) (⭐874) - High-performance message queue server implementing AMQP 0-9-1 and MQTT protocols, built with Crystal for exceptional throughput and minimal resource usage.

Projects / Robotic Process Automation

• OpenRPA (⭐2.9k) (⭐2.9k) - Enterprise-grade, open-source robotic process automation suite.

Projects / Self-Service Integration

• n8n (⭐180k) (⭐180k) - Open-source workflow automation tool with 400+ connectors, giving you full control over your data and integrations.

Projects / Workflow Engine

• Temporal (⭐19k) (⭐19k) - Open-source workflow-as-code platform designed for building reliable, scalable, and fault-tolerant applications.

Resources / Structure and Validation

• JSON Schema (⭐4.9k) (⭐4.9k) - A powerful tool for validating the structure of JSON data. JSON Schema enables developers to ensure that JSON data conforms to a specific structure, making it easier to process and manipulate.

11. Awesome Mac

Developer Tools / Databases

• Redis Insight - Official Redis tool for browsing, debugging, and visualizing data.

Security Tools / Audio Record and Process

• Lockpaw - Menu bar screen guard for macOS — lock and unlock your screen with a hotkey.

Utilities / Productivity

• ProBoard - Use one board to manage all your project information efficiently.

12. Awesome Qubes OS

Customization

• reliant-system - RELIANT provides a complete plausible deniability solution based on QubesOS and Shufflecake

13. Awesome Tailwindcss

Tools

• 🔼 Tailwind to Inline styles converter (⭐93) - Converts Tailwind CSS classes to inline styles in email templates.

• Next: Mar 20, 2026