Awesome List Updates on May 25 - May 31, 2026

57 awesome lists updated this week.

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1. Awesome Selfhosted

Software / Games

• Razzia (⭐800) - Quiz game platform, designed for smaller self-hosted events (alternative to Kahoot!). MIT Nodejs/Docker

Software / Personal Dashboards

• Nimbus - Modern drag-and-drop homelab dashboard with visual editor and simple configuration. (Demo, Source Code (⭐102)) AGPL-3.0 Docker

2. Awesome Readme

Examples

• yeaight7/awesome-ai-devtools (⭐4) - Auto-Generated README built from structured metadata, with a custom SVG header, comparison matrix, category index, tool tables, and review-backed summaries.

Articles

• "Top ten reasons why I won't use your open source project" - Adam Stacoviak

Tools

• GPRM (⭐958) - A tool to generate a customized GitHub Profile README with a modern UI.

• README Typing SVG (⭐8.8k) - Dynamically generated, customizable SVG that gives the appearance of typing and deleting text. Perfect for profile READMEs.

• READMINE (⭐78) - A thorough, clear and self-describing README file template for software projects; copy it and edit it as needed.

• user-statistician (⭐129) - A GitHub Action that generates SVG of detailed GitHub user activity for profile readmes.

3. Awesome Playcanvas

3D Gaussian Splatting / YouTube Playables

• Heritage Expolorer - Archive of cultural heritage and other interesting sites.

4. Webcomponents the Right Way

Design Systems

• NVIDIA Elements (⭐8) - The Design Language and UI Agent Harness for AI/ML Factories, Robotics, and Autonomous Vehicles.

5. Awesome Rails

External Resources / Video tutorials

• TutorialSearch - Free cross-platform search engine indexing 50,000+ tutorials from Udemy, Skillshare, Pluralsight, and other major learning platforms across 45+ categories.

6. Awesome Lowcode

Educational

• TutorialSearch - Free cross-platform search engine indexing 50,000+ tutorials from Udemy, Skillshare, Pluralsight, and other major learning platforms across 45+ categories.

Misc

• ShopSavvy - Product data API with real-time pricing from thousands of retailers and price history.

7. Awesome Cli Apps

Development / Chat

• dotenv-diff (⭐49) - Validate environment variable usage in a codebase.

8. Awesome Windows

Command Line Tools

• Fastfetch (⭐23k) - A maintained, feature-rich and performance oriented, neofetch like system information tool.

• winfetch (⭐1.8k) - Command-line system information utility written in PowerShell.

9. Awesome Fuzzing

Tools / API

• WuppieFuzz (⭐200) - A coverage-guided REST API fuzzer developed on top of LibAFL.

10. Awesome Billing

Pricing

• The Network Monetization Map: Aligning Incentives with Revenue - 6 models of monetization relying on network effect.

• The 5 Pillars of PriceOps - A manifesto inspired by the DevOps movement in which pricing is no longer ossified, but is practiced as a responsive iteration process, and implemented as a flexible property of the system.

Pricing / Usage-based Pricing

• Credyt - Real-time monetization infrastructure for AI products: meter usage, charge from prepaid balances, and ship a branded customer portal without writing frontend. Commercial SaaS.

• Reconcile Your Monthly GCP Invoice with BigQuery Billing Export - Behind the quest of this developer to track its expenses, you get a glimpse on cloud billing difficulties. While not explicitly pointed out, pricing cloud resources is hard and the result of quantization, granularity and rounding, between space, time and currencies.

• Electropedia: Tariffs for electricity - Before the cloud, there was another metered resource priced by its usage: electricity. Here is a detailed (and multi-lingual) taxonomy of its vocabulary from the International Electrotechnical Commission.

Pricing / Market Research

• Finding the max revenue price mark for digital products - “To find the optimal price that provides maximum revenue for your product you will need to field-test several price points; you then reconstruct the revenue curve and find the peak.”

Accounting / Double-Entry Model

• The Double-Entry Counting Method - Same premise as above, but way more detailed and complete, as it adds reporting and implementation details.

Contracts / Currencies

• CUDs vs. Commit Contracts vs. SUDs in Google Cloud - Explains the differences between various types of discounts and usage commitments in GCP.

Taxes / European VAT

• How to correctly setup SaaS subscriptions to charge VAT in Europe - “If you think you can just setup a simple Stripe integration and move on, like us, you'd be sadly mistaken.”

Invoice / Structure

• Content of EU invoices - The information required on a EU invoice is detailed by Article 226, Section 4 (Content of invoices) of Council Directive 2006/112/EC on the common system of VAT.

Invoice / Integrity

• Digital signatures: how Sleek leverages Cloud HSM to guarantee the integrity of legal documents - Here is a great way to rely on GCP's HSM to digitally sign documents and provide an immutable audit-trail. Might be applied to invoices as well as contract agreements.

Payments / Electronic invoices

• Avoiding Double Payments in a Distributed Payments System - RDBMS were build for banks around transactions to solve that specific issue. Then NoSQL came forcing us to carefully implement systems to avoid double spending.

• How ACH works: A developer perspective, part 1, part 2, part 3, part 4, part 5.

Fraud / Cards

• Credit Card Fraud Detection using Autoencoders in Keras - Tutorial on how to rely on anomaly detection to implement suspicious card transactions.

UX/UI / Billing

• Apple In-app purchase Human Interface Guidelines - Guide and recommendation on how to make auto-renewable subscriptions user-friendly.

Business Intelligence / Metrics

• 16 Startup Metrics - The 2 critical metrics being Customer Acquisition Cost (CAC) and Customer Lifetime Value (CLV).

Business Intelligence / Customer Lifetime Value

• You're all calculating churn rates wrong - “On the surface, churn rate may seem like a natural proxy for changes in customer lifetimes. Let's dig into why that is not true.” Churn rate is not a meaningful metric to compute CLV: during the customer lifetime, the churn probability is not constant. Most of the time because of your free trial and vouchers. This article illustrate the influence of the distribution used to model the probability of a customer quitting.

11. Awesome Iam

Cryptography

• Real World Crypto Symposium - Aims to bring together cryptography researchers with developers, focusing on uses in real-world environments such as the Internet, the cloud, and embedded devices.

Zero-trust Network / Identifiers

• What is BeyondCorp? What is Identity-Aware Proxy? - More companies add extra layers of VPNs, firewalls, restrictions and constraints, resulting in a terrible experience and a slight security gain. There's a better way.

Password-less auth / Security key

• Getting started with security keys - A practical guide to stay safe online and prevent phishing with FIDO2, WebAuthn and security keys.

Password-less auth / JWT

• JWT, JWS and JWE for Not So Dummies! - A signed JWT is known as a JWS (JSON Web Signature). In fact a JWT does not exist itself — either it has to be a JWS or a JWE (JSON Web Encryption). Its like an abstract class — the JWS and JWE are the concrete implementations.

Authorization / Policy models

• GCP's IAM syntax is better than AWS's - The minutiae of permission design in GCP improves the developer's experience.

Authorization / ReBAC frameworks

• Zanzibar: Google's Consistent, Global Authorization System - Scales to trillions of access control lists and millions of authorization requests per second to support services used by billions of people. It has maintained 95th-percentile latency of less than 10 milliseconds and availability of greater than 99.999% over 3 years of production use. Other bits not in the paper. Zanzibar Academy is a site dedicated to explaining how Zanzibar works.

Authorization / Macaroons

• Macaroons: Cookies with Contextual Caveats for Decentralized Authorization in the Cloud - Google's original paper.

OAuth2 & OpenID / Other tools

• Descope - Drag and drop your auth. Add authentication, user management, and authorization to your app with a few lines of code.

Secret Management / Hardware Security Module (HSM)

• HSM: What they are and why it's likely that you've (indirectly) used one today - Really basic overview of HSM usages.

Competitive Analysis / GDPR

• 163 AWS services explained in one line each - Help makes sense of their huge service catalog. In the same spirit: AWS In Plain English.

12. Awesome Bash

Shell Script Development

• alinex bashlib - Modular bash library for server administration, data processing, and remote scripting.

13. Awesome Db Tools

API / Samples

• JdbcREST (⭐6) - REST API for any JDBC-backed database, a PostgREST clone written in Java.

14. Awesome Postgres

Contents / GUI

• QueryGlow - Self-hosted, web-based database GUI with AI SQL generation, EXPLAIN visualizer, and schema-aware autocomplete (Commercial Software).

Contents / CLI

• squix (⭐234) - SQL command-line client with query management and interactive results.

Contents / Utilities

• Greenmask (⭐1.7k) - Database anonymization and synthetic data generation tool for MySQL and PostgreSQL.

• Qail (⭐22) - rust-first typed AST pipeline for PostgreSQL with compile-time query checks and built-in tenant scoping.

Resources / Newsletters

• pgsql-hackers Weekly Digest - Weekly digest of the pgsql-hackers mailing list that provides a list of active threads, thread summaries, and more.

15. Awesome Build123d

Quick Start

• jdegenstein/build123d-core-portable (⭐3) - A cross-platform portable build123d installation with filewatcher123d, OCP CAD Viewer, and python bundled together -- bring your own editor and browser. Provides a quick download, unzip, and run experience -- releases page (⭐3).

16. Awesome Integration

Projects / API Management

• Gravitee.io API Management (⭐417) (⭐416) - A lightweight, open-source platform offering flexible API governance, robust security, and straightforward configuration.

• WSO2 API Manager (⭐980) (⭐979) - A fully open-source API platform offering robust governance, flexible deployment, and community-driven innovation.

Projects / API Design

• OpenAPI Style Validator (⭐236) (⭐235) - Ensure that your OpenAPI specs meet your organization's standards with this flexible and customizable style validator.

• Spectral (⭐3.1k) (⭐3.1k) - Detect and fix errors in your JSON/YAML files using this linter tool that supports OpenAPI 3.0 & 2.0 and AsyncAPI.

• Zally (⭐946) (⭐946) - Ensure the quality of your OpenAPI specs with this linter tool that provides extensive analysis and feedback.

Projects / API Documentation

• OpenAPI Explorer (⭐345) (⭐344) - Creates intuitive, interactive user interfaces from OpenAPI specs, simplifying API exploration and testing.

• Zudoku (⭐534) (⭐531) - A customizable framework built on OpenAPI, focused on delivering exceptional developer experiences through quality documentation.

Projects / API Gateway

• Envoy Gateway (⭐2.7k) (⭐2.7k) - CNCF Envoy-based gateway with Gateway API, mTLS, JWT, and other built-ins.

• Gloo Edge (⭐161) (⭐161) - An Envoy Proxy–based gateway offering advanced traffic control, enhanced security, and observability for microservices ecosystems.

Projects / Data Integration

• Estuary Flow (⭐924) (⭐922) - Versatile, scalable platform that provides both real-time and batch data integration for ETL and ELT pipelines.

Projects / Data Mapping Solution

• AtlasMap (⭐212) (⭐211) - Interactive web-based tool that simplifies mapping across Java, XML, CSV, and JSON data sources with an intuitive interface.

• JSLT (⭐693) (⭐693) - Powerful JSON query and transformation language inspired by jq and XPath, designed for rapid and flexible data manipulation.

Projects / Enterprise Service Bus

• WSO2 Enterprise Integrator (⭐400) (⭐400) - API-centric, cloud-native integration platform offering robust, distributed capabilities for modern software architectures.

Projects / Integration Frameworks

• Apache Camel (⭐6.2k) (⭐6.2k) - Robust integration framework leveraging Enterprise Integration Patterns to seamlessly connect diverse systems and APIs.

Projects / Message Broker

• LavinMQ (⭐944) (⭐943) - High-performance message queue server implementing AMQP 0-9-1 and MQTT protocols, built with Crystal for exceptional throughput and minimal resource usage.

Projects / Self-Service Integration

• n8n (⭐188k) (⭐188k) - Open-source workflow automation tool with 400+ connectors, giving you full control over your data and integrations.

Projects / Workflow Engine

• Cadence (⭐9.3k) (⭐9.3k) - Fault-tolerant, stateful platform that reliably orchestrates long-running workflows and complex applications.

Resources / Data Formats

• YAML (⭐467) (⭐467) - A human-friendly and easy-to-read data serialization format that is widely used for configuration files and data exchange. It supports rich data types and is compatible with most programming languages.

17. Awesome Ironsworn

Tools / Starforged

• Sector Forge - Procedural sector generator for Ironsworn: Starforged

18. Awesome Tmux

Plugins

• marmonitor (⭐22) Tmux status bar monitor for local AI coding sessions (Claude Code, Codex, Gemini). Track agent activity, enrich sessions with metadata, and provide interactive popups and session jumping.

• tmux-ai-window-name (⭐0) Let an LLM automatically update your window names based on metadata about the window (Claude and local LLMs supported)

19. Awesome Bitcoin

Utilities

• Bitcoin Bottom Score - Real-time Bitcoin cycle bottom probability tracker. Aggregates 25 on-chain and macro signals (MVRV Z-Score, Puell Multiple, Hash Ribbon, ETF flows) into a daily P(bottom) score. Free, updated twice daily.

• Lightning Memory (⭐7) - Open-source memory layer for AI agents in the Bitcoin/Lightning economy. L402 payment gateway, vendor reputation, spending anomaly detection.

• CryptoCalk - Bitcoin profitability and on-chain calculators: ASIC/GPU mining ROI, hash rate converter, halving countdown, Mayer Multiple, Stock-to-Flow (S2F), Rainbow chart, profit/loss, DCA simulator, tax estimator, liquidation price. Client-side, no signup, available in 6 languages.

Market Data API

• CoinGapRadar - Real-time crypto premium tracker across 9 countries. Monitor kimchi premium and regional price gaps. Free, no signup.

• PreReason - Pre-analyzed Bitcoin market briefings via REST API. Covers BTC price, hash rate, difficulty, mining production costs, treasury holdings (30 public companies), and macro signals that move Bitcoin (Fed balance sheet, M2, Treasury yields). Returns trend direction, confidence scores, and regime classification instead of raw numbers. Free tier available.

C++ Libraries

• Libbitcoin

JavaScript Libraries

• toll-booth (⭐1) - HTTP 402 payment middleware for Node.js; gates any API behind Lightning, Cashu, or stablecoin payments with five backend options.

Java Libraries

• bech32 (⭐0) - Bech32 and Bech32m encode/decode library.

Additional Resources

• BitcoinCompanies - Corporate Bitcoin treasury map and leaderboard with claimed vs verified holdings.

• Bitcoin.diy - Bitcoin-only education and hardware wallet reviews, focused on self-custody for beginners and intermediate users.

20. Collective Ai Tools

Design

• LandscapioAI - AI landscape design generator that turns yard photos into outdoor redesign concepts and cost estimates. #freemium

Developer Tools

• TinyTools - Free single-purpose browser-based utilities (AI Background Remover that runs locally, OG Image Generator, AI Robots.txt Generator, SEO Meta Tag Generator, AI Cost Calculator, AI Content Disclosure for EU AI Act, favicon and color palette generators, domain name generator). Open source, no signup. #free #opensource

Image Editing

• TinyTools BG Remover - In-browser AI background removal — runs entirely on your device via ONNX Runtime, no upload, no signup, open source. #free #opensource

Image Generator

• Punch Needle Generator - AI-generated punch needle embroidery patterns with color-coded yarn maps from text prompts or image uploads. #freemium #design

SEO

• AIRanked - Free AI visibility checker for tracking brand mentions across ChatGPT, Perplexity, and Google AI Overview. #free #seo

21. Awesome Ruby

Mobile Development

• fastlane-plugin-pgyer - Distribute iOS, Android and HarmonyOS apps to PGYER beta testing service from your Fastlane lane.

22. Awesome Graphql

Miscellaneous / React

• Schemato - Browser-only GraphQL SDL converter for generating TypeScript, Zod, Pydantic, Go, Rust, and other typed models.

23. Awesome Django

Third-Party Packages / Configuration

• django-content-settings (⭐57) - Easily create and manage editable typed variables directly from the Django admin panel.

24. Awesome Mac

Reading and Writing Tools / RSS

• Papr (⭐37) - RSS reader with adjustable typography, keyboard-driven navigation, and highlight export to Readwise, Notion and Obsidian.

Developer Tools / Developer Utilities

• Muxy (⭐1k) - AI-native GUI for managing AI coding sessions, projects, with split panes, Git integration, and AI usage tracking.

Translation Tools / Audio Record and Process

• Live Translator (⭐14) - Real-time on-screen translation of any system audio (YouTube, podcasts, meetings) using OpenAI or Gemini.

25. Awesome Math

Foundations of Mathematics / Logic

• 📝 forall x: Calgary (An Introduction to Formal Logic) - P.D. Magnus and Tim Button, remixed by Aaron Thomas-Bolduc and Richard Zach (Open Logic Project)

26. Awesome Cl

Java

• FOIL (⭐0) - Rich Hickey's Foreign Object Interface for Lisp to access the JVM and the CLI/CLR.

27. Awesome Cpp

Database

• Doltlite (⭐107) - Version Controlled SQLite. [PublicDomain/Apache2]

• SlothDB (⭐854) - an embedded SQL database that runs everywhere: on your laptop, on a server, and in the browser. [MIT] website

• Zvec (⭐9.7k) - A lightweight, lightning-fast, in-process vector database. [Apache2] website

Miscellaneous

• ffc.h (⭐186) - Single-header c99 accelerated float/double parsing. Port of the fast_float library. [Apache-2.0/BSL-1.0/MIT]

28. Awesome Magento2

Open Source Extensions / CMS

• magento-2-seeder (⭐35) - Laravel-style database seeder for Magento 2 / Mage-OS. Generate realistic products (all types), categories, customers, orders (all states), CMS pages, and reviews via bin/magento db:seed.

29. Awesome Research

Datasets / Social Sciences

• Voidly Censorship Index (Lookup, API): Open dataset of global internet censorship — 19.6M live OONI samples, 1.6M historical records across 119+ countries, 5,356 citable incidents with 16,822 evidence items. CC BY 4.0, REST/MCP API, HuggingFace parquet exports.

Investigate Papers / HTML+CSS+JS

• citracer (⭐20): Trace citation chains for any concept across research papers. Given a source PDF (or arXiv/DOI), recursively walks the citation graph and produces an interactive HTML visualization. Supports forward and reverse tracing.

• BGPT MCP API: Search scientific papers with structured full-text experimental data (methods, results, conclusions, sample sizes, limitations, quality scores — 25+ fields per paper). Works via the Model Context Protocol with Claude, Cursor, and other AI tools. Free tier: 50 searches without authentication. Repository (⭐20). MCP registry: io.github.connerlambden/bgpt-mcp.

30. Awesome Bigdata

Frameworks

• Numaflow (⭐2.5k) - Kubernetes-native stream processing platform.

Distributed Programming

• Apache Gearpump - real-time big data streaming engine based on Akka.

Distributed Filesystem

• JuiceFS (⭐14k) - distributed POSIX file system built on object storage.

Graph Data Model

• AgensGraph (⭐1.5k) - transactional graph database based on PostgreSQL.

• ArcadeDB - multi-model database with graph, document, key-value, time-series and vector support.

• Facebook TAO - TAO is the distributed data store that is widely used at Facebook to store and serve the social graph.

• Nebula Graph - distributed graph database for large-scale graphs with low-latency queries.

Columnar Databases

• ClickHouse - an open-source column-oriented database management system that allows generating analytical data reports in real time.

NewSQL Databases

• Pivotal GemFire XD - Low-latency, in-memory, distributed SQL data store. Provides SQL interface to in-memory table data, persistable in HDFS.

Time-Series Databases

• M3DB - a distributed time series database that can be used for storing realtime metrics at long retention.

Lakehouse Table Formats

• Apache Hudi - open data lakehouse platform and table format for high-throughput incremental data pipelines.

• Apache Iceberg - open table format for huge analytic datasets with schema evolution, hidden partitioning, and time travel.

• Apache Paimon - lake format for building real-time lakehouse architectures with Flink and Spark.

• Apache XTable - incubating Apache project for interoperability across lakehouse table formats.

• Delta Lake - open-source storage framework for building lakehouse architectures on data lakes.

SQL-like processing

• Apache Doris - real-time analytical database for high-concurrency SQL analytics, search, and warehousing.

• DuckDB - in-process analytical SQL database for local analytics over files, data lakes, and data frames.

• rawquery - managed lakehouse query service using DuckDB over Apache Iceberg tables on object storage.

• StarRocks - high-performance MPP SQL engine for real-time analytics and lakehouse queries.

• Trino - distributed SQL query engine for querying large datasets across heterogeneous data sources.

Vector Databases

• Chroma - open-source embedding database for AI applications.

• Infinity (⭐4.5k) - AI-native database for hybrid vector, sparse vector, tensor, full-text, and structured search.

• LanceDB - open-source embedded vector database built on the Lance columnar format.

• Milvus (⭐44k) - open-source vector database for scalable similarity search.

• Qdrant - vector database and similarity search engine with REST, gRPC, and client SDKs.

• Weaviate - open-source vector database for semantic search with structured filtering.

Data Ingestion

• Airbyte - open-source data movement platform for ELT pipelines and connector-based replication.

• Apache SeaTunnel - high-performance, distributed data integration platform for batch and streaming synchronization.

• Bruin (⭐1.6k) - end-to-end data pipeline tool combining ingestion, transformations, and data quality checks.

• DataRaven - managed cloud object storage transfers for data ingestion workflows.

• DBConvert Streams - self-hosted CDC replication and database migration tool.

• Debezium - open-source distributed platform for change data capture.

• Flink CDC - streaming data integration tool powered by Apache Flink.

• Graylog - log management platform for collecting, storing, searching, and alerting on machine data.

• Hevo - managed data pipeline platform for moving data from databases, SaaS apps, cloud storage, SDKs, and streaming services.

• Hightouch - reverse ETL platform for syncing warehouse data into business applications.

• ingestr (⭐3.5k) - CLI tool for copying data between sources and destinations.

• Metricbeat - lightweight shipper for system and service metrics.

Data Quality and Observability

• DataKitchen Open Source Data Observability - open-source data observability for monitoring data journeys, data quality, and pipeline events.

• Great Expectations - open-source framework for validating, documenting, and testing data quality.

• OpenLineage - open standard and reference implementation for collecting lineage metadata from data pipelines.

• Soda Core - open-source Python library and CLI for data quality tests.

Machine Learning

• Aim (⭐6.1k) - open-source AI metadata tracker for experiments and training runs.

• isolation-forest (⭐256) - distributed Spark and Scala implementation of isolation forest for unsupervised outlier detection.

• Neptune - experiment tracking and model registry for research and production machine learning teams.

Benchmarking

• Apache JMeter - load testing tool for measuring performance of services and distributed systems.

Security

• FileShot (⭐26) - zero-knowledge encrypted file transfer for sharing large datasets.

System Deployment

• Terraform - infrastructure as code tool for provisioning and managing cloud and on-premises infrastructure.

Applications

• Gigasheet - cloud spreadsheet for exploring and analyzing large datasets.

Business Intelligence

• Query.me - collaborative SQL notebooks for querying, scheduling, and sharing reporting workflows.

• Datapallas - BI and data platform with AI exploration, dashboards, and pixel-perfect report generation; formerly ReportBurster.

Data Visualization

• Flexmonster Pivot Table & Charts - JavaScript component for pivot tables, charts, and web reporting.

• WebDataRocks - free web pivot table component for embedding analytics in applications.

Books / Streaming

• Fusion in Action - Fusion in Action teaches you to build a full-featured data analytics pipeline, including document and data search and distributed data clustering.

• Data Analysis with Python and PySpark - tutorial for using PySpark to build data-driven applications at scale.

• Data Pipelines with Apache Airflow - practical guide to building and maintaining data pipelines with Airflow.

Data Visualization / Graph Based approach

• Data Annotation and Labeling Tools awesome-open-data-annotation (⭐700).

31. Android Security Awesome

Tools / Reverse Engineering

• Apktool (⭐25k) – really useful for compilation/decompilation (uses smali)

32. Awesome Rtc

Server Software / STUN/TURN

• natcheck (⭐2) - NAT type diagnosis CLI. Probes STUN servers, classifies mapping behaviour per RFC 5780, and reports a WebRTC direct-P2P forecast.

Developer Resources / C/C++ Libraries

• icey (⭐1.4k) - C++20 WebRTC media runtime with FFmpeg pipeline, Symple signalling, and RFC 5766 TURN.

33. Free for Dev

APIs, Data, and ML

• Zip-Codes - REST API for US and Canadian postal codes with address validation, radius search, and Census demographics. 2,500 free requests/day.

Web Hosting

• Mirin - Website platform for developer-built React, Vue, or Svelte component sites with visual editing, forms, analytics, and global CDN hosting. Free tier includes 1 site with unlimited pages and submissions.

34. Awesome Bioie

Research Overviews / Pre-LLM Overviews

• Awesome AI-based Protein Design (⭐306) - This is a collection of research papers for AI-based protein design.

Data Models / Other Datasets

• unmiri-ngs-fhir-schema (⭐4) - Apache-2.0 JSON Schema (Draft 2020-12) API contract for cross-vendor somatic NGS interpretation output (Foundation Medicine, Tempus, Caris, Guardant), aligned with the HL7 FHIR Genomics IG. A standards-aligned target representation for biomedical information-extraction pipelines that parse oncology lab reports.

35. Awesome Webaudio

Packages / Apps

• Tonalux - Free browser-based audio analysis suite with real-time spectrum analyzer, LUFS loudness metering (EBU R128), A/B reference comparison and stereo correlation. Built with Web Audio API and WebAssembly, runs entirely client-side.

36. Static Analysis

Programming Languages / Other

• flawfinder — Finds possible security weaknesses.

37. Awesome Agents

Agent-to-Agent Protocols

• LMOS - Eclipse's Language Model Operating System for managing multi-agent deployments at enterprise scale.

Standards and Specifications

• MCP Specification - Anthropic's specification for the Model Context Protocol defining tools, resources, and prompts.

38. Awesome Polars

Polars plugins / Finance

• polars-backtest (⭐9) - Polars extension for high-performance portfolio backtesting with Rust, Arrow, T+1 execution, and trade reports by @Yvictor.

Tutorials & workshops / Miscellaneous

• A tidyverse user's guide to Polars - A practical cookbook for R/tidyverse users learning the Polars DataFrame library for Python. Each section pairs Polars syntax with its dplyr/tidyr/lubridate equivalent so the concepts map directly onto what you already know.

39. Awesome Rust

Applications

• mmalmi/nostr-vpn (⭐581) [nvpn] - Tailscale-style private mesh VPN built on Nostr identities and a FIPS-backed data plane. Features native cross-platform apps (macOS, Linux, Windows, Mobile) and a CLI/daemon.

Applications / Database

• tokio-rs/toasty (⭐2.4k) [toasty] - A cozy, easy ORM for Rust supporting SQL (SQLite, PostgreSQL, MySQL) and DynamoDB with derive macros, type-safe queries, and database-specific feature exposure.

Applications / Embedded

• infinition/waveshare-watch-rs (⭐308) - 100% Rust no_std smartwatch firmware for Waveshare ESP32-S3-Touch-AMOLED-2.06. Features QSPI 80 MHz DMA display, Embassy async runtime, event-driven power management with Always-On Display.

Applications / Graphics

• museslabs/phonto (⭐234) - GPU-accelerated video wallpaper program for Wayland and macOS, written in Rust.

Applications / Productivity

• tinyhumansai/openhuman (⭐23k) - Open-source agentic assistant with desktop UI, 118+ OAuth integrations, local-first memory tree, Obsidian-compatible wiki, native voice, and TokenJuice compression. Built with Tauri and Rust for privacy-focused personal AI.

• tw93/Pake (⭐49k) - Turn any webpage into a desktop app with one command using Rust and Tauri. Lightweight, fast, and supports macOS, Windows, and Linux.

Applications / Text processing

• brevity1swos/rgx (⭐198) [rgx-cli] - Terminal regex debugger with real-time matching, step-through debugger, 3 engines, code generation, and live stream filtering.

Libraries / Peripherals

• esp-rs/esp-hal (⭐1.9k) [esp-hal] - Bare-metal no_std hardware abstraction layer for Espressif ESP32 devices (ESP32, ESP32-C2/C3/C5/C6/C61, ESP32-H2, ESP32-P4, ESP32-S2/S3). Provides safe Rust APIs for GPIO, I2C, SPI, UART, timers, DMA, and more.

40. Awesome Ansible

Tools

• Ansible DocSmith - Generates Ansible role documentation from argument_specs.yml for READMEs and default variable files.

Playbooks, Roles and Collections / French

• Linuxfabrik LFOps (⭐77) - An Ansible Collection with 145+ playbooks and 160+ roles to bootstrap and manage Linux infrastructure (RHEL 8/9/10, Debian, Ubuntu). Covers OS hardening, MariaDB, Icinga2, Nextcloud, FreeIPA, KVM and Bitwarden integration.

41. Awesome Pixel Art

Tools / Miscellaneous

• PixelArtChallenge - Pixel art recreation challenges, practice solo or compete in real-time 1v1 matches.

42. Awesome Animal Care

Common Resources for all animals / Welfare Organizations

• Rabbit.org - Since 1995, Rabbit.org has been the home of the most trusted rabbit information on the internet. They are dedicated to ending the suffering, abuse, and exploitation of all rabbits.

• Rabbit Welfare Association & Fund (RWAF) - They are UK’s largest organisation for rabbit welfare involved in owner education, campaigning for stronger legislation, and certifying rabbit-friendly veterinary practices.

Rabbits / Rabbit Books

• House Rabbit Handbook: How to Live With an Urban Rabbit - Marinell Harriman - A seminal guide that revolutionized indoor rabbit care by introducing the concept of free-roam, litter-trained companion rabbits.

• On the Hop (Version 6), The RWAF Guide to rabbit care - Rabbit Welfare Association & Fund (RWAF) - Beginner-friendly rabbit care guide by RWAF covers topics like rabbit diet, neutering, preventative health care, grooming, coat care, choosing a vet and managing aggressive behaviour in rabbits.

Rabbits / Rabbit Care & Treatment

• Bunny Care 101 - Pet Health Network - General tips on rabbit care.

• Care Basics - Rabbit.org - Includes diet, grooming, housing, play and littertraining articles for rabbit care.

• Caring For The Elderly Or Senior Rabbit - Lafeber - Discusses signs of an aging rabbit and tips on how to care for them.

• Identifying Rabbit Pain - The Educated Rabbit - Talks about the signs of a sick rabbit along with measuring pain with Grimace Scales as a further reading.

• MediRabbit - The Ultimate Rabbit Medicine Resource on the Net - Comprehensive educational website on rabbit medicine.

• Rabbit Care - My House Rabbit - Rabbit care basics (from diet to housing to bunny proofing) in order to create a safe, loving environment.

Rabbits / Rabbit Behaviour & Training

• How to start training your rabbit - The Bunbrary Blog - Beginner's guide to start rabbit training with a clicker.

• What Rabbit Training Really Is (And Why It Matters) - Badass Bunny Rescuer - Explains intricacies of rabbit training, includes building trust, giving your rabbit agency and low stress target training.

Rabbits / Rabbit Diet & Nutrition

• Ideal Rabbit Diet - The Rabbit Doctors - Ideal rabbit diet based on BSAVA recommendations.

• Rabbit Diet - House Rabbit Resource Network - Articles on what rabbits eat, importance of hay, pellets, fresh foods and treat recipes.

• Rabbit Food Pyramid - San Diego House Rabbit Society - Healthy rabbit diet explained in detail with a food pyramid infographic.

43. Awesome Neovim

AI / Diagnostics

• ray-x/copilot-agent.nvim (⭐11) - GitHub Copilot agent runtime with native tool execution, session persistence, and fine-grained permissions.

Programming Languages Support / Diagnostics

• awsum-lang/awsum-nvim (⭐2) - LSP client and Tree-sitter highlighting for the Awsum programming language.

Register / Assembly

• tversteeg/registers.nvim - Non-obtrusive minimal preview of Vim registers.

Live Preview / Indent

• ritschalex/jupyter_ascending.nvim (⭐5) - A seamless way to work with Jupyter Notebooks using Jupyter Ascending.

Game / Tmux

• xiangnongWu2233/rubiks-cube.nvim (⭐2) - A playable Rubik's cube with auto-solver.

44. Awesome Datascience

Research & Knowledge Retrieval

• Suppr - AI literature search, document translation, and deep-research workspace for researchers.

Tutorials

• TutorialSearch - Free cross-platform search engine indexing 50,000+ tutorials from Udemy, Skillshare, Pluralsight, and other major learning platforms across 45+ categories.

Other Awesome Lists / Book Deals (Affiliated)

• ML/AI Interview Prep (⭐0) - 500+ ML/AI interview Q&A with runnable code — covers ML fundamentals, deep learning, NLP, PyTorch, scikit-learn pipelines, and system design

45. Awesome Developer First

Feature Flags

• ConfigCat - Powerful, privacy-first feature flag management with unlimited team size and a forever free plan.

Monitoring

• Future AGI - Open-source self-hostable end-to-end LLMOps platform unifying tracing, evals, simulations, datasets, gateway, and guardrails.

46. Vertx Awesome

Microservices

• GuicedEE - JPMS-first Java platform built on Guice and Vert.x 5 for modular, reactive, enterprise applications. Provides MicroProfile Config, Health, Metrics, OpenAPI, REST, persistence, and more out of the box.

47. Awesome Osint

Social Media Tools / Telegram

• TGStat - OSINT platform analyzing Telegram channels, groups, metrics, and trending activity.

Social Media Tools / GitHub

• GHNames - GitHub lookup tool to search for username history, associated emails, and deleted repositories.

People Investigations / GitHub

• California Justice Watch - Free. Public-records accountability data for California: 58 district attorneys, 196 public defenders, 1,620 sitting judges, 1,500 law-enforcement officers with documented misconduct, 247 Commission on Judicial Performance discipline records (plus full-text search over 250 CJP decision PDFs), and 671 POST decertifications. Open API + MCP server.

Email Search / Email Check / GitHub

• MailAccess (⭐30) - Free email OSINT tool, checks 800+ platforms, breach exposure via HIBP, infostealer logs via Hudson Rock, and builds a cross-platform identity graph with confidence scoring. pip install mailaccess

Domain and IP Research / GitHub

• IP2Location - A comprehensive IP intelligence database and API for accurate geolocation, ASN mapping, and VPN/Tor/Proxy detection.

Image Analysis / GitHub

• TracePoint - Geolocate the origin point of a photograph using geometric ray intersection. Client-side, no uploads.

Academic Resources and Grey Literature / GitHub

• Wiley

Browsers / GitHub

• firefox-stealth (⭐16) - C++ source patches that harden Firefox against browser fingerprinting at the engine level (Canvas, WebGL, Audio, Fonts, WebRTC, Timezone). MPL-2.0; build from source or grab the pre-built binary.

Threat Intelligence / GitHub

• VoidAccess (⭐41) - Self-hosted, open-source dark web threat intelligence platform that automates the full OSINT investigation workflow. Supports query refinement, multi-engine Tor search, entity extraction (wallets, CVEs, IPs, actor handles, hashes), relationship graphing, and structured export in STIX 2.1, MISP, Sigma, and CSV. Runs on Docker with free LLMs. MIT licensed.

48. Awesome Artificial Intelligence

📚 Learn / Books

• Build a Large Language Model from Scratch — Transformers in raw PyTorch, layer by layer (Sebastian Raschka).

• Hands-On Large Language Models — Visual + practical guide to LLM applications (Jay Alammar, Maarten Grootendorst).

• LLM Engineer's Handbook — Production LLMOps: fine-tuning, quantization, serving (Labonne, Iusztin).

• The 100-Page Language Models Book — Concise, math-grounded path from n-grams to transformers (Andriy Burkov).

• Deep Learning: Foundations and Concepts — Bishop's 2024 update; probability-grounded modern DL (Bishop & Bishop).

• Understanding Deep Learning — Math + intuition + Python notebooks (Simon Prince).

• Speech and Language Processing (3rd Edition) — The NLP reference, kept current through the deep learning era (Jurafsky, Martin).

📚 Learn / Courses

• Google DeepMind — Introduction to Reinforcement Learning

• Karpathy — Neural Networks: Zero to Hero

🤖 Agents / Coding

• Claude Code — Anthropic's CLI agent; multi-file codebase refactoring with long context.

• Codex CLI (⭐83k) — OpenAI's Rust-based local terminal agent; lightweight and fast.

• Gemini CLI (⭐103k) — Google's official open-source terminal agent; long-context repo exploration.

• Cursor CLI — Cursor's terminal-native agent with sandboxed permissions.

• Aider — Git-integrated pair programming with surgical edits and undo.

• OpenCode — Provider-agnostic terminal harness with a strong TUI.

• OpenHands — Open-source autonomous SWE platform; browser + shell + editor loop.

• Cline (⭐62k) — Open-source agentic IDE extension with strong multi-provider support.

• Continue — Open-source IDE + CLI assistant with source-controlled rules.

• Goose — Block's extensible, MCP-driven local agent.

• Factory Droid — Benchmark-leading multi-model harness with BYOK local execution.

• Amp — Sourcegraph's commercial agentic coding tool with strong product UX.

• Mistral Vibe — Mistral's agentic coding CLI, powered by Devstral.

• Qwen Code (⭐24k) — Alibaba's terminal coding agent, optimized for Qwen models.

• Pi — Highly customizable terminal harness; minimal base prompt, extension-driven.

• Nanocoder (⭐1.9k) — Private, local-first agent for Ollama and LM Studio.

• Kilo CLI — Multi-mode agent with a unified gateway to 500+ models.

🧠 Models / 💬 Language

• Grok — Best for real-time information via X and very long context.

• Llama — Best open-weight family for self-hosting and fine-tuning.

• Kimi — Best for long-context instruction following.

• GLM — Frontier-tier Chinese model with open weights.

🧠 Models / 🖼 Image

• GPT Image — OpenAI's integrated image generation with near-perfect text rendering.

🧠 Models / 🎥 Video

• Google Veo — High-quality video with synchronized audio.

🧠 Models / 📊 Compare

• OpenRouter — Unified API + live pricing across ~300 models.

• LMArena — Human-preference Elo rankings for text, image, and video.

• Artificial Analysis — Speed, price, and quality benchmarks across providers.

49. Awesome Zig

Network & Web / Web Framework

• llllOllOOll/spider (⭐9) - A web framework for Zig with a focus on ergonomics and performance.

Multimedia & Graphics / GUI

• pparaxan/quark - Vulkan-based GUI toolkit focused on simplicity.

50. Awesome V

Command-line

• PhoneSnatchProof (⭐1) - An FS that encrypts your app data and keeps them on RAM (with a backup).

Web

• Mustela (⭐0) - Ultra-high-performance static site generator (SSG) engineered for speed (>9,000 pages/sec) and total data sovereignty.

51. Awesome Go

Artificial Intelligence

• web-researcher-mcp (⭐7) - MCP server providing AI assistants with web search, content extraction, and multi-source research capabilities. Single binary, 5 search providers with circuit-breaker failover, 4-tier scraping pipeline.

Build Automation

• rex (⭐1) - Zero-config universal project runner. Detects your stack (Go, Node, Python, Rust, PHP, Zig, Elixir) and runs the right command.

Configuration

• go-external-config (⭐1) - Spring-inspired configuration management library for Go.

• go-external-config/aws (⭐0) - AWS property source support for go-external-config.

• go-external-config/consul (⭐0) - Consul property source support for go-external-config.

• go-external-config/vault (⭐0) - Vault property source support for go-external-config.

Databases Implemented in Go

• nanotdb (⭐106) - A lightweight, zero-dependency, append-only Time-Series Database and Dashboard optimized for low-power hardware.

Interfaces to Multiple Backends

• transactor (⭐4) - Type-safe transaction boundary abstraction with adapters for database/sql, sqlx, and pgx.

Error Handling

• go-errr (⭐1) - Error handling library with Catch/Recover semantics, wrapped error chains, and stack traces for Go.

Dependency Injection

• go-beans (⭐0) - Spring-inspired dependency injection and application lifecycle framework for Go.

Science and Data Analysis

• matrix (⭐2) - A clean, generic, zero-dependency matrix math package for Go with support for arithmetic, decompositions, and linear system solving.

Security

• veil (⭐1) - Local HTTPS proxy that hides API credentials from AI coding agents. OS keychain integration, format-aware placeholders, SQLite audit log.

Testing Frameworks

• go-mutesting (⭐0) - Mutation testing for Go with CI quality gates, coverage-aware MSI, baseline tracking, and git-diff filtering.

• go-testing (⭐4) - Go testing extension, that allows a simple setup of strongly isolated unit, component, and integration test providing advanced mock support extending gomock and gock.

• Testo (⭐80) - Plugin-based testing framework with suites, parallel tests, hooks and parametrization. Inspired by Pytest.

Utilities

• Go-Constant (⭐0) - Generic typed constant sets with safe string parsing for Go's missing enum type.

DevOps Tools / Libraries for creating HTTP middlewares

• Updatecli (⭐913) - A universal declarative update policy engine.

Other Software / Libraries for creating HTTP middlewares

• mdv (⭐0) - CLI tool that renders Markdown files in the browser with live reload, GFM, syntax highlighting, Mermaid diagrams, and PDF export.

52. Awesome Python

Projects / Computer Vision

• ultralytics (⭐57k) - Ultralytics YOLO for object detection, segmentation, pose estimation, and classification with state-of-the-art accuracy and speed.

53. Open Source Flutter Apps

Contents / Finance

• BeeCount (⭐1.6k) - Privacy-first cross-platform expense tracker with self-hostable cloud sync (BeeCount Cloud, iCloud, Supabase, WebDAV, S3) and offline-first design by TNT-Likely.

Contents / Productivity

• MiniWiki (⭐2) - Privacy-first personal wiki with E2E encryption (ChaCha20-Poly1305), 100% offline, wikilinks, FTS5 full-text search by wellsa-ai

• Memex (⭐149) - An open-source, local-first AI journal for iOS and Android that turns text, photo and voice fragments into structured timeline cards and organizes knowledge using the P.A.R.A. methodology by Memex Lab.

54. Awesome Mqtt

Platforms

• ForestHub.ai - Platform for building, deploying and orchestrating embedded and edge AI agents over MQTT. Visual builder, local runtime, generated embedded code for ESP32/STM32, hybrid edge-cloud orchestration.

Monitoring / Firmwares for ESP based Devices

• ccusage-mqtt (⭐0) - Publishes Claude Code (Anthropic's AI coding agent) usage telemetry to MQTT with Home Assistant auto-discovery. 15 sensors, mood classifier.

Visualization, Dashboards / Firmwares for ESP based Devices

• awtSCADA (⭐2) - Industrial SCADA/HMI system with MQTT support (plus IEC 61850, OPC UA, Modbus TCP). Runs from a single HTML file in any browser, zero installation. 53 function blocks, 65 graphic elements, real-time trends.

55. Awesome Zsh Plugins

Plugins / superconsole - Windows-only

• ghq-worktree (⭐1) - Integrates ghq, fzf (⭐80k), and git worktree to minimize context-switching cost in multi-repository development.

• popular.zsh (⭐6) - Lets you bookmark, template, and re-run your most-used ZSH commands with padd, p, and pls. Supports AES-256-CBC encrypted secret placeholders, history capture via paddh, tab completion, and export/import including direct import from a GitHub repository.

Themes / superconsole - Windows-only

• soda-pop (⭐0) - A fast, customizable, highly visual, and pure-shell asynchronous git prompt theme. It combines an informative git status, an execution tracker, and a rich bubblegum/soda-pop aesthetic with precise color mapping optimized for both light and dark modes.

56. Awesome Hbase

Books / Transactions

• Mathematics of Big Data - The mathematical theory behind wide-column stores such as HBase.

57. Awesome Docker

Official Projects

• Moby (⭐72k)

• Docker Hub

• Docker Compose (⭐37k) - Define and run multi-container applications with Docker.

• Docker Registry (⭐10k) - The Docker toolset to pack, ship, store, and deliver content

Engine & Runtime

• colima (⭐29k) - Container runtimes on macOS (and Linux) with minimal setup.

• containerd (⭐21k) - An open and reliable container runtime.

• gVisor (⭐18k) - Application Kernel for Containers.

• runc (⭐13k) - CLI tool for spawning and running containers according to the OCI specification.

• youki (⭐7.4k) - Container runtime written in Rust, implementing the OCI runtime specification.

Building Images / Builder

• apko (⭐1.6k) - Declarative OCI image builder from apk packages; reproducible by design.

• buildx (⭐4.4k) - Official Docker CLI plugin for multi-platform builds backed by BuildKit.

• earthly (⭐12k) - Containerized build automation with Dockerfile-meets-Makefile syntax.

• ko (⭐8.4k) - Build and deploy Go applications as container images without a Dockerfile.

• nix2container (⭐842) - Build OCI images with Nix without docker load round-trips.

• Production-Ready Python Containers - 💴 A template for creating production-ready Docker images for Python applications.

Building Images / Base Images

• Chainguard Images (⭐668) - Minimal, signed, SBOM-attested container images built on Wolfi.

• melange (⭐598) - Build apk packages from declarative YAML for use with apko.

• Wolfi (⭐1.2k) - Undistro Linux designed for containers; glibc-based, signed, daily SBOMs.

Building Images / Dockerfile

• Trsuted Builds - Trusted Automated Docker Builds. Dockerfile Project maintains a central repository of Dockerfile for various popular open source software services runnable on a Docker container.

Image Lifecycle / Registry

• Amazon Elastic Container Registry - 💴 Amazon Elastic Container Registry (ECR) is a fully-managed Docker container registry that makes it easy for developers to store, manage, and deploy Docker container images.

• Azure Container Registry - 💴 Manage a Docker private registry as a first-class Azure resource.

• Cloudsmith - 💴 A fully managed package management SaaS, with first-class support for public and private Docker registries (and many others, incl. Helm charts for the Kubernetes ecosystem). Has a generous free-tier and is also completely free for open-source.

• Container Registry Service - 💴 Harbor based Container Management Solution as a Service for teams and organizations. Free tier offers 1 GB storage for private repositories.

• Cycle.io - 💴 Bare-metal container hosting.

• DigitalOcean - 💴 DigitalOcean Container Registry.

• GCP Artifact Registry - 💴 Fast, private Docker image storage on Google Cloud Platform.

• JFrog Artifactory - 💴 Artifact Repository Manager, can be used as private Docker Registry as well.

• kontain.me (⭐240) - On-demand container image registry that builds and serves images when they are pulled.

• Quay.io - 💴 Secure hosting for private Docker repositories.

Image Lifecycle / Registry CLI

• crane (⭐3.9k) - Lightweight CLI to manipulate registry images, from go-containerregistry.

• go-containerregistry (⭐3.9k) - Go library and CLI tools (crane, gcrane, registry) for working with container registries.

• oras (⭐2.3k) - Push and pull arbitrary OCI artifacts to and from any OCI registry.

• regctl (⭐1.8k) - Daemonless registry client; copy, inspect, modify, and sign OCI images.

Image Lifecycle / Image Scanning & SBOM

• Docker Scout (⭐445) - Official Docker CLI for SBOM generation, vulnerability analysis, and policy evaluation.

Image Lifecycle / Supply Chain

• cosign (⭐5.9k) - Container signing, verification, and transparency log for OCI artifacts.

• in-toto (⭐999) - Framework for supply chain attestations; underpins SLSA and cosign provenance.

• policy-controller (⭐172) - Kubernetes admission controller enforcing cosign signatures on container images.

• witness (⭐530) - Generate and verify in-toto attestations across the build pipeline.

Running Containers / Deployment & Platforms

• Cloud Run Compose - 💴 Deploy docker-compose.yaml files directly to Google Cloud Run as a managed service.

Observability / Reverse Proxy

• docker-exporter (⭐1) - Lightweight Prometheus exporter for Docker container metrics written in Rust. Correct cgroup v2 memory working set on ARM64 (Raspberry Pi 5), runs non-root with a read-only socket, ~7 MiB idle RAM.

• Middleware - 💴 Monitor Docker hosts, containers, logs, and application performance from a unified observability platform.

Security / Reverse Proxy

• container-explorer (⭐96) - Forensic utility to explore Docker and containerd container details from mounted disk images.

• docker-socket-proxy (⭐2.5k) - HAProxy-based fine-grained filter for the Docker API socket; widely used to expose a restricted socket to reverse proxies and homelab stacks.

Developer Workflow / CI/CD

• Buddy - 💴 The best of Git, build & deployment tools combined into one powerful tool that supercharged our development.

• CodeFresh - 💴 End-to-end build, test, and share for Docker applications, with automated testing.

• Depot - 💴 Build Docker images fast, in the cloud. Blazing fast compute, automatic intelligent caching, and zero configuration.

• Screwdriver - 💴 Yahoo's OpenSource buildplatform designed for Continous Delivery.

In-Container Tooling / Wrappers

• cdebug (⭐1.6k) - Swiss-army knife for debugging running containers via ephemeral sidecars; works with Docker, containerd, and Kubernetes.

Where to Start / Wrappers

• Benefits of using Docker for development and delivery, with a practical roadmap for adoption.

• Bootstrapping Microservices - A practical and project-based guide to building applications with microservices, starts by building a Docker image for a single microservice and publishing it to a private container registry, finishes by deploying a complete microservices application to a production Kubernetes cluster.

• Docker Curriculum (⭐6k): A comprehensive tutorial for getting started with Docker. Teaches how to use Docker and deploy dockerized apps on AWS with Elastic Beanstalk and Elastic Container Service.

• Docker Documentation: the official documentation.

• Docker for beginners (⭐85): A tutorial for beginners who need to learn the basics of Docker—from "Hello world!" to basic interactions with containers, with simple explanations of the underlying concepts.

• Docker for novices An introduction to Docker for developers and testers who have never used it. (Video 1h40, recorded linux.conf.au 2019 — Christchurch, New Zealand)

• Docker katas (⭐289) A series of labs that will take you from "Hello Docker" to deploying a containerized web application to a server.

• Docker simplified in 55 seconds: An animated high-level introduction to Docker. Think of it as a visual tl;dr that makes it easier to dive into more complex learning materials.

• Docker Training - 💴

• Dockerlings (⭐888): Learn docker from inside your terminal, with a modern TUI and bite sized exercises.

• Introduction à Docker A dedicated section to master Docker on a French site about DevSecOps: From the basics to best practices, including optimizing, securing your containers...

• Learn Docker (⭐243): step-by-step tutorial and more resources (video, articles, cheat sheets)

• Learn Docker (Visually) - A beginner-focused high-level overview of all the major components of Docker and how they fit together. Lots of high-quality images, examples, and resources.

• Play With Docker: PWD is a great way to get started with Docker from beginner to advanced users. Docker runs directly in your browser.

• Practical Guide about Docker Commands in Spanish (⭐256) This Spanish guide contains the use of basic docker commands with real life examples.

• Setting Python Development Environment with VScode and Docker (⭐951): A step-by-step tutorial for setting up a dockerized Python development environment with VScode, Docker, and the Dev Container extension.

• The Docker Handbook An open-source book that teaches you the fundamentals, best practices and some intermediate Docker functionalities. The book is hosted on fhsinchy/the-docker-handbook (⭐869) and the projects are hosted on fhsinchy/docker-handbook-projects (⭐1.4k) repository.

• eon01 (⭐3.9k)

• dimonomid (⭐198) (PDF)

• JensPiegsa (⭐22)

• wsargent (⭐23k) (Most popular)

Where to Start (Windows) / Wrappers

• Docker on Windows behind a firewall

• Docker Reference Architecture: Modernizing Traditional .NET Framework Applications - You will learn to identify the types of .NET Framework applications that are good candidates for containerization, the "lift-and-shift" approach to containerization.

• Docker with Microsoft SQL 2016 + ASP.NET Demonstration running ASP.NET and SQL Server workloads in Docker

• Exploring ASP.NET Core with Docker in both Linux and Windows Containers Running ASP.NET Core apps in Linux and Windows containers, using Docker for Windows

• Running a Legacy ASP.NET App in a Windows Container Steps for Dockerizing a legacy ASP.NET app and running as a Windows container

• Windows Containers and Docker: The 101 - A 20-minute overview, using Docker to run PowerShell, ASP.NET Core and ASP.NET apps.

• Windows Containers Quick Start Overview of Windows containers, drilling down to Quick Starts for Windows 10 and Windows Server 2016

• Next: May 18 - May 24, 2026