Awesome List Updates on Nov 24, 2025

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1. Awesome Windows

System Utilities

• Servy (⭐837) - A tool to turn any app into a native Windows service with powerful configuration and management options (a modern alternative to NSSM and WinSW).

Command Line Tools

• gsudo - Sudo equivalent for Windows, allows you to run a command with elevated permissions.

File Management

• File pilot - Next-gen file explorer. Engineered entirely from scratch for light-speed performance, featuring a modern and robust interface.

Graphics

• Ente Photos - Store and share your photos with absolute privacy.

Productivity

• Nani Translate - Fast AI translator that explains and refines your phrasing.

Proxy and VPN Tools

• Windscribe - VPN service that's fast, reliable, & effective.

Security

• Ente Auth - Open source 2FA authenticator, with E2EE backups.

Text Editors

• Text Forge - Lighweight, hackable, and highly modular text & code editor.

2. Awesome Firebase Genkit

Plugins / JavaScript - Official

• Model / Embedding Plugins
  • @genkit-ai/vertexai - The Vertex AI plugin provides interfaces to several AI services: Google generative AI models, A subset of evaluation metrics through the Vertex AI Rapid Evaluation API, Vector Search.
  • @genkit-ai/googleai - The Google Generative AI plugin provides interfaces to Google's Gemini models through the Gemini API.
  • genkitx-ollama - The Ollama plugin provides interfaces to any of the local LLMs supported by Ollama.
  • @genkit-ai/compat-oai - Plugin for Compatible OpenAI APIs.
  • @genkit-ai/compat-oai/xai - Plugin for XAI APIs.
  • @genkit-ai/compat-oai/openai - Plugin for OpenAI APIs.

• Vector Store Plugins
  • @genkit-ai/dev-local-vectorstore - Plugin for Local Vector Store for development purposes.

• Other Plugins
  • @genkit-ai/firebase - Firebase plugin provides several integrations with Firebase services: Indexers and retrievers using Cloud Firestore vector store, Trace storage using Cloud Firestore, Flow deployment using Cloud Functions, Authorization policies for Firebase Authentication users.
  • @genkit-ai/express - Express plugin provides an Express middleware for Genkit.
  • @genkit-ai/mcp - MCP plugin provides an interface to the MCP (Model Context Procol).

Plugins / JavaScript - Community

• Vector Store Plugins
  • genkitx-convex - Plugin for Convex Vector Stores.
  • genkitx-hnsw - Plugin for HNSW Vector Stores.
  • genkitx-qdrant - Plugin for Qdrant Vector Stores.
  • genkitx-astra-db - Plugin for AstraDB Vector Stores.
  • genkitx-pgvector - Plugin for PostgeSQL (PGVector) Vector Stores.
  • genkitx-redis - Plugin for Redis Vector Stores.
  • genkitx-voiceflow - Plugin for Voiceflow KB.
  • genkitx-lancedb - Plugin for LanceDB Vector Stores.
  • genkitx-pinecone - Plugin for Pinecone Vector Stores.
  • genkitx-chromadb - Plugin for Chroma Vector Stores.
  • genkitx-neo4j - Plugin for Neo4j Vector Stores.
  • genkitx-cloud-sql-pg - Plugin for Cloud SQL for PostgreSQL Vector Stores.

Plugins / Python - Official

• Model / Embedding Plugins
  • google-genai - The Google Generative AI plugin provides interfaces to Google's Gemini models through the Gemini API & Vertex AI models.
  • ollama - The Ollama plugin provides interfaces to any of the local LLMs supported by Ollama.

• Vector Store Plugins
  • firestore - The Firestore plugin provides interfaces to the Firestore vector store.
  • dev_local_vectorstore - Plugin for Local Vector Store for development purposes.

• Other Plugins:
  • flask - Flask plugin for building web applications with Genkit.

Plugins / Golang - Official

• Model / Embedding Plugins
  • googlegenai - The Google Generative AI plugin provides interfaces to Google's Gemini models through the Gemini API & Vertex AI Models.
  • ollama - The Ollama plugin provides interfaces to any of the local LLMs supported by Ollama.
  • compat_oai,compat_oai/openai,compat_oai/anthropic - Plugin for Compatible OpenAI APIs (OpenAI, Anthropic providers).

• Vector Store Plugins
  • pinecone - Plugin for Pinecone Vector Stores.
  • alloydb - Plugin for AlloyDB Vector Stores.
  • localvec - Plugin for Local Vector Store for development purposes.
  • pgvector - Plugin for PostgreSQL (PGVector) Vector Stores.
  • postgresql - Plugin for Cloud SQL for PostgreSQL Vector Stores.

• Monitoring Plugins
  • googlecloud - The Google Cloud plugin exports Genkit's telemetry and logging data to Google Cloud's operation suite.

• Other Plugins:
  • mcp - The MCP plugin provides interfaces to the MCP (Managed Context Protocol).

Plugins / Golang - Community

• Model / Embedding Plugins
  • bedrock - Plugin for AWS Bedrock APIs.

• Monitoring Plugin:
  • opentelemetry - Plugin for OpenTelemetry to monitor Genkit applications.

Articles / Dart - Official

• Gemini in your Slack workspace using Firebase & Genkit - Learn how to integrate Gemini using Genkit as a Slackbot.

• Set up RAG with Genkit and Firebase in 15 minutes - Introduction to RAG, Genkit and using Firebase Firestore as Vector DB.

3. Awesome Marketing

SEO (Search Engine Optimization) / SERP Tracking

• Serplux - [Review](https://serplux.com/premium - All-in-one marketing toolkit for SEO, PPC, and content marketing.

Customer Relationship Management (CRM) / CRM Software

• Django CRM - Review - CRM Software with Tasks management, Email marketing and many more, created for individual use by businesses of any size or freelancers and is designed to provide easy customization and quick development.

4. Awesome Azure Openai Llm

Quick Navigation / 1. App & Agent

• → View Complete Section

• RAG: RAG, Advanced RAG, GraphRAG

• Application: AI Application (Agent & Application, No Code & UI, Infrastructure & Backend Services, Caching, Data Processing, Gateway, Memory)

• Agent Protocols: Agent Protocol (MCP, A2A, Computer Use)

• Coding & Research: Coding, Domain-Specific, Deep Research

• Frameworks: Top Agent Frameworks, Orchestration (LangChain, LlamaIndex, Semantic Kernel, DSPy)

Quick Navigation / 2. Azure OpenAI

• → View Complete Section

• Platform: Azure OpenAI vs OpenAI

• Framework: Microsoft Azure OpenAI LLM Framework

• Copilot: Microsoft Copilot

• Services: Azure AI Services

• Research: Microsoft Research

• Architecture: Reference Architectures

• Prompting: Prompt

Quick Navigation / 3. Research & Survey

• → View Complete Section

• Landscape: LLM Landscape, Comparison, Evolutionary Tree, Model Collection

• Prompting: Prompt Engineering & Visual Prompts

• Finetuning: Finetuning, Quantization Techniques, Other Patterns

• Challenges: Context Constraints, Trustworthy, Safe & Secure, Abilities

• Roadmap: OpenAI's Roadmap & Products, AGI & Social Impact

• Survey & Build: Survey, Build from Scratch, Business Use Cases

Quick Navigation / 4. Tools & Resource

• → View Complete Section

• Tools: General AI Tools & Extensions, LLM for Robotics, Awesome Demo

• Data: Datasets for LLM Training

• Evaluation: Evaluating LLMs & LLMOps, Evaluating LLMs, LLMOps

Quick Navigation / 5. Best Practices

• → View Complete Section

• RAG: RAG Best Practices, The Problem with RAG, Solution Design, RAG Research

• Agent: Agent Best Practices, Agentic Design Frameworks, Agent Design Patterns

• Tool Use: Tool Use

• Reference: Proposals & Glossary

5. Awesome Capacitorjs

Plugins / Community Plugins

• @smartcompanion/native-audio-player (⭐3) - Play audio that keeps playing in the background, player is shown in system controls, audio output can be switched between speaker/earpiece.

6. Awesome Opentofu

Official

• Weekly updates (⭐27k)

Features

• 1.9 - Provider iteration with for_each

• 1.9 - The -exclude flag

• 1.8 - Early variable and locals evaluation

• 1.8 - Override files for OpenTofu (.tofu)

Tools / CI

• Burrito - A TACoS (Terraform Automation and Collaboration Software) that works inside Kubernetes.

• tofUI (⭐1) - Easily export OpenTofu and Terraform plans in HTML for better readability.

7. Awesome Github Wiki

Examples

• AWS/aws-parallelcluster (⭐878)

8. Awesome Kustomize

Snippets / Tips & Tricks

• Add Pod security context (⭐0) - Ensure the security context is added to containers in the Pod.

9. Awesome Ai Tools

Text / Developer tools

• Agenta - Open-source LLMOps platform for prompt management, LLM evaluation, and observability. Build, evaluate, and monitor production-grade LLM applications. #opensource (⭐3.4k)

• Portia AI - Open source framework for building agents that pre-express their planned actions, share their progress and can be interrupted by a human. #opensource (⭐1.1k)

• Callstack.ai PR Reviewer - Automated Code Reviews: Find Bugs, Fix Security Issues, and Speed Up Performance.

• Opik - Evaluate, test, and ship LLM applications with a suite of observability tools to calibrate language model outputs across your dev and production lifecycle.

• Kiln - Intuitive app to build your own AI models. Includes no-code synthetic data generation, fine-tuning, dataset collaboration, and more.

• Calmo - Debug Production x10 Faster with AI.

• Cleanlab - Detect and remediate hallucinations in any LLM application.

• Amazon Q Developer CLI - CLI that provides command completion, command translation using generative AI to translate intent to commands, and a full agentic chat interface with context management that helps you write code.

• Agentic Radar (⭐817) - Open-source CLI security scanner for agentic workflows.

• VoltAgent (⭐4k) - A TypeScript framework for building and running AI agents with tools, memory, and visibility.

• Notte (⭐1.7k) - Notte is the fastest, most reliable Browser Using Agents framework

• TensorZero - An open-source framework for building production-grade LLM applications. It unifies an LLM gateway, observability, optimization, evaluations, and experimentation.

• ToolHive (⭐1.4k) – Find the right MCP server for your task and deploy with one click.

• StarOps - AI Platform Engineer

• AgentDock - Unified infrastructure for AI agents and automation. One API key for all services instead of managing dozens. Build production-ready agents without operational complexity.

• Codeflash - Ship Blazing-Fast Python Code — Every Time.

• Rysa AI - AI GTM Automation Agent

Text / Search engines

• Refinder AI - AI-powered universal search and assistant for work

• Agentset.ai - Open-source local Semantic Search + RAG for your data

Text / Writing assistants

• RapidTextAI - Write Advance Articles using Multiple AI Models like GPT4, Gemini, Deepseek and grok.

• Trolly.ai - Trolly.ai can help you in creating professional SEO articles, 2x faster. This tool crafts content that search engines love, propelling you up the rankings.

• Headlinesai.pro - This AI powered tool can help you in generating catchy and optimized headlines based on your content for multiple platforms like Youtube, Medium, Indie Hackers and Reddit.

• GPTLocalhost - A local Word Add-in for you to use local LLM servers in Microsoft Word. Alternative to "Copilot in Word" and completely local.

Text / Productivity

• Cosmos - Use AI locally and offline to search your media files by their content, find similar images or video scenes using reference images, and transcribe video.

• fabric (⭐34k) - Apply AI to everyday challenges in the comfort of your terminal. Help’s to get better results with tried and tested library of prompt pattern’s.

• Riffo - An AI-powered file management tool for bulk renaming and automatic folder organization.

• SlidesWizard - Create Presentations 10x faster. Generate PowerPoint and Google Slides presentations about any topic with AI

• Transgate - AI Speech to Text

• RabbitHoles AI - Chat with AI on an Infinite Canvas

• Rember - A simple yet powerful spaced repetition system designed to help you remember more.

• Qurate - AI Quote Companion, which can help in finding relavant quotes according to the context.

• FirmOS - AI-Powered Automation for Accounting Firms

• Whisper API - Whisper API is a Transcription API Powered By OpenAI Whisper model. Get 5 free transcriptions daily (no duration limits) with robust control over the model's parameters like size, temperature, beam size and more.

• Smmry - Summarize Long Content Into Clear Insights

• Nudge AI - Ambient AI Scribe for Healthcare

• Summara - YouTube AI Summary and Transcript widget

• Mocha - AI app builder

• Spell - Spell is the AI alternative to Google Docs

• Kosmik - AI moodboarding platform

• Magic Potion - Visual AI Prompt Editor

• MinusX - Have an AI Analyst answer all your data questions reliably on Metabase

• Excelmatic - AI-Powered Excel Data Analysis and Visualization, Skip the functions—just upload, chat, and watch your data turn into insights and visuals.

• Langfa.st - A fast, no-signup playground to test and share AI prompt templates

• SalesAgent Chat - AI Sales Coach & Copilot for real-time support

• ReBillion.ai - AI-powered transaction coordination and workflow automation for real estate professionals

• Perch Reader - Free blog and newsletter aggregator with AI summaries and text-to-speech

• X-doc AI - The most accurate AI translator

Text / Meeting assistants

• Scribbl - AI Meeting Notes

Text / Academia

• NotebookLM - AI Chat on your own document, link and text resources.

• Mathos AI - Best AI math solver, calculator & tutor.

Text / Customer Support

• Twig - Twig is an AI assistant that resolves customer issues instantly, supporting both users and support agents 24/7.

Code / Developer tools

• poorcoder (⭐44) - Lightweight Bash scripts that enhance your terminal coding workflow with web-based AI assistants like Claude or Grok without disrupting your development process.

• GoCodeo- An AI Coding & Testing Agent.

• Amazon Q Developer - AI coding assistant with extensions for IDEs such as VS Code and IntelliJ IDEA that provides both chat and agentic workflows.

• FlexApp - Build mobile apps with AI, not code

• Kilo Code - Open Source AI coding assistant for planning, building, and fixing code inside VS Code.

• Capacity - Capacity lets you turn your ideas into fully functional web apps in minutes using AI.

• Runcell - AI Agent Extension for Jupyter Lab, Agent that can code, execute, analysis cell result, etc in Jupyter.

• Manifest (⭐3.2k) - An alternative to Supabase for AI Code editors and Vibe Coding tools

• DataPup (⭐274) - Database client with AI-powered query assistance to generate context based queries.

• Gito (⭐64) - AI code reviewer for GitHub Actions or local use, compatible with any LLM and integrated with Jira/Linear.

Image / Services

• PhotoGuruAI - Create professional AI Headshots in various styles.

• AI Boost - All-in-one service for creating and editing images with AI: upscale images, swap faces, generate new visuals and avatars, try on outfits, reshape body contours, change backgrounds, retouch faces, and even test out tattoos.

• PlantTattoosAI - Plant and flower tattoos designs generator trained on real botanicals.

Image / Graphic design

• Text2Infographic - AI infographic generator and editor.

• Seede.ai - Create a stunning poster in just 1 minute with Seede.

• Magic Patterns - AI-based UI builder with Figma export and React code generation.

Video / Stable Diffusion resources

• klingai - AI creative studio boasts AI image and video generation capabilities.

• Sisif - AI Video Generator: Turn Text into Stunning Videos in Seconds

Audio / AI Voice Cloning

• Audify AI - User-friendly platform for voice synthesis with customizable options and instructions, making it versatile for both developers and creatives.

• TTS WebUI (⭐2.8k) - Open Source generative AI App for voice and music, supporting 15+ TTS models.

• AInterview.space – Create AI-hosted podcast interviews. Choose a topic, and Joe (the AI host) will research, host the interview, and generate your episode as audio or video.

Audio / AI Music Generators

• AI Music Generator - Review - Effortlessly Create Songs with AI

Audio / Marketing AI Tools

• Publish7 -AI Agents to revolutionize digital marketing for Retail and E-commerce success.

• Keyla.AI - Create video ads in minutes

Audio / Phone Calls

• AI Voice Agents — AI Voice Agents for business calls and routine tasks, powered by DialLink cloud phone system.

Audio / Speech

• EKHOS AI - An AI speech-to-text software with powerful proofreading features. Transcribe most audio or video files with real-time recording and transcription.

Audio / Music

• Remusic - AI Music Generator and Music Learning Platform Online Free.

Other / Music

• Podify.io - Leverage AI and community to grow on LinkedIn

• ResumeDive - A resume boosting service using AI

• Luthor - Programmatic content marketing at scale

• Hyperbrowser - Browser infrastructure and automation for AI Agents and Apps with advanced features like proxies, captcha solving, and session recording.

• Bricks - The AI Spreadsheet We've All Been Waiting For

• MindStudio — Build powerful AI Agents for yourself, your team, or your enterprise. Powerful, easy to use, visual builder—no coding required, but extensible with code if you need it. Over 100 templates for all kinds of business and personal use cases.

• Daruy - Personalized Gift Idea Generator

• Promptly - Discover, create and share powerful prompts

• Melies - AI Filmmaking software

Related Awesome Lists / Deep Learning

• AI For Developers - List of AI DevTools

• Best of AI (⭐460) - Like Michelin Guide for AI

• Awesome AI Coding Tools (⭐1.3k) - Curated list of AI-powered developer tools.

• Awesome Vibe Coding (⭐205) - A hand-picked collection of tools and resources for Vibe Coding.

• Top AI Directories (⭐634) - An awesome list of best top AI directories to submit your ai tools

10. Awesome Polars

Official news

• September 2025 : Polars raises €18M Series A to build fast, ergonomic data processing at any scale.

• September 2025 : Polars launches Polars Cloud and a Distributed Engine in Open Beta.

Polars plugins / Import / Export

• polars_readstat (⭐18) - Polars IO plugin to read SAS, Stata and SPSS file by @jrothbaum.

• polars-root (⭐3) - Polars plugin for reading CERN's ROOT file format by @DanielMaysWilliams.

• polars-fastx (⭐3) - Polars plugin for parsing FASTA and FASTQ files into DataFrames by @apcamargo.

Polars plugins / Data Manipulation

• polars-permute-plugin (⭐11) - Polars plugin for easily reordering DataFrame columns by @lmmx.

• polars-schema-index (⭐2) - Polars plugin for flattening nested data by @lmmx.

• polars-expr-hopper (⭐2) - Polars plugin providing a hopper of expressions for automatic, schema-aware application by @lmmx.

Polars plugins / Geographical / Spatial

• polars-coord-transforms (⭐2) - Polars plugin for coordinates transformation and extractions features by @georgypv.

Polars plugins / String parsing

• polars-textproc (⭐1) - Polars plugins to apply gopher repetetition penalties and fasttext classifiers to text data by @Apsod.

Polars plugins / Time series / Datetime

• polars-xdt-docs (⭐0) - Polars plugin for business day arithmetic by @MarcoGorelli.

Polars plugins / Machine Learning & Data Science

• polars-fastembed (⭐0) - Polars plugin for embedding DataFrames by @lmmx.

• retrofit (⭐16) - Machine learning framework built with Polars by @AdrianAntico.

Polars plugins / Language

• polars-sbert (⭐2) - Polars plugin for embedding data with Sentence Transformers by @lmmx.

Polars plugins / Finance

• polars-trading (⭐57) - A collection of helpful polars plugins and functions for market data processing by @ngriffiths13.

• polars_plugin_option_pricing (⭐5) - Polars plugin exposing rust crate option-pricing by @oscar6echo.

• polars-order-book (⭐3) - Polars plugin for enriching orderbook data with best bid and offer information by @ChristopherRussell.

• polars-fin (⭐2) - Polars plugin to calculate financial metrics by @LVG77.

Polars plugins / General utilities / Performance

• polars-argpartition (⭐10) - Polars plugin that implements the argpartition function by @GiovanniGiacometti.

• polars-path (⭐0) - Polars plugin with filesystem path utilities by @gorkaerana.

• polars-genson (⭐8) - Fast JSON schema inference with support for Polars DataFrames by @lmmx.

• polars-extensions (⭐3) - Polars plugin that extends the capabilities of Polars with functionalities that are not currently found in Polars by @jrasband-dev.

• polars-nexpresso (⭐4) - Polars plugins for generating Polars expressions to work with nested data structures by @heshamdar.

• polarsFE (⭐2) - Polars plugins with helper functions for feature engineering, using Polars by @AdrianAntico.

Polars plugins / Statistics / Analytics

• polars_kde - Polars plugin for kernel density estimation by @schemaitat.

Polars plugins / Visualization

• Buckaroo (⭐647) - Dataframe viewer for notebook environment adds summary stats, histograms, and search to a fast scrollable table so you can easily see your data by @paddymul.

Polars plugins / Miscellaneous

• polars-graphframes (⭐9) - Polars plugin for interconnection of graphs and networks with Frames by @t-ded.

• polars-phonetics (⭐3) - Polars plugin for phonetic algorithms by @LeCodeMinister.

• polars-holidays (⭐0) - Polars plugin for determining if a date is a holiday by @mrjsj.

• polars-cache (⭐1) - Polars plugin to automatically cache the result of expensive queries to disc by @alipatti.

• pl_series_hash (⭐1) - Fast series hashing for polars, useful for caching by @paddymul.

Books / Miscellaneous

• Python & Polars: The Definitive Guide - Book on using Python Polars for transforming, summarizing, and visualizing data.

• Polars Cookbook - Practical recipes for transforming and manipulating data with Polars.

• Effective Polars: Optimized Data Manipulation - Book focused on efficient, idiomatic data manipulation with Polars.

Tutorials & workshops / Miscellaneous

• Python Polars Tutorial: A Complete Guide for Beginners - A beginner tutorial to learn how to use Polars in Python by @datacamp.

Blog posts / Miscellaneous

• DuckDB vs Polars. Wait. DuckDB and Polars - A blog post that helps you choose between Polars and DuckDB based on use cases by @danielbeach.

• Pandas vs Polars in 2025 — Should You Finally Make the Switch? - An article that compares performance and features between Polars and Pandas in 2025 by @Gecofer.

11. Awesome Langchain

Other LLM Frameworks / Videos Playlists

• Bifrost (⭐1.2k): Bifrost is the fastest LLM gateway, with just 11μs overhead at 5,000 RPS, making it 50x faster than LiteLLM.

12. Awesome Job Boards

Tech / Aggregator

• EmbeddedJobs - A niche job board exclusively for Embedded Systems engineers and developers.

• foo🦍 - The go-to, no-nonsense, fast and lean career platform for all things coding, data and tech

Artificial Intelligence (AI)

• ExploreJobs.ai - Find engineering, product, and research roles at the top AI startups.

Blockchain

• Remote Web3 Jobs - A remote web3 job board onboarding people to web3 sharing web3 content, guides & tutorials for free

Design

• CreativeFuego Jobs | Curated Design and Creative Jobs

Open Source

• GitJobs - Discover Open Source job opportunities

Programming / Aggregator

• GrepJob.com - Software Engineering jobs scraped from established company career pages

Programming / Mobile

• Mobile Career - Job board for mobile developers. iOS. Android. Flutter. React Native...

Quantum Computing / Scala

• qubitsok.com - A job board specialized in Quantum Computing with personalized job alerts

13. Awesome Remote Job

Job boards

• hiring.lat — Transparent job postings for LATAM workers with remote or relocation opportunities.

Companies with "remote DNA"

• log.dog - Remote debugging and logging tool for iOS and Android apps. No offices - fully remote.

• Maxim - AI Agent Simulation, Evaluation & Observability Platform

• Peakforce - Atlassian (Jira, Confluence) and Splunk (SIEM, Observability) Partner helping with licenses, implementation, migrations and consulting.

Tools / Project Management

• StaffWatcher - Time tracking

14. Awesome Agi Cocosci

Abduction / Applications in AI

• Automated causal inference in application to randomized controlled clinical trials - Nature Machine Intelligence, 2022. [All Versions]. Randomized controlled trials (RCTs) are considered the gold standard for testing causal hypotheses in the clinical domain; however, the investigation of prognostic variables of patient outcome in a hypothesized cause–effect route is not feasible using standard statistical methods. This work proposes a new automated causal inference method (AutoCI) built on the invariant causal prediction (ICP) framework for the causal reinterpretation of clinical trial data. Compared with existing methods, the authors show that the proposed AutoCI allows one to clearly determine the causal variables of two real-world RCTs of patients with endometrial cancer with mature outcome and extensive clinicopathological and molecular data. This is achieved via suppressing the causal probability of non-causal variables by a wide margin. In ablation studies, the authors further demonstrate that the assignment of causal probabilities by AutoCI remains consistent in the presence of confounders. In conclusion, these results confirm the robustness and feasibility of AutoCI for future applications in real-world clinical analysis.

Bayesian Modeling / Bayesian Optimization

• Human-in-the-loop for Bayesian autonomous materials phase mapping - Matter. [All Versions]. Autonomous experimentation achieves user objectives more efficiently than Edisonian studies by combining machine learning and laboratory automation to iteratively select and perform experiments. Integrating knowledge from theory, simulations, literature, and human intuition into the machine learning model can further increase this advantage. This work presents a set of methods for probabilistically integrating human input into an autonomous materials exploration campaign for composition-structure phase mapping. During the campaign, the user can provide input by indicating potential phase boundaries or phase regions with their uncertainty or indicating regions of interest. The input is then integrated through probabilistic priors, resulting in a probabilistic distribution over potential phase maps given the data, model, and human input. This work demonstrates an improvement in phase-mapping performance given appropriate human input.

Complexity & Information Theory / Theory

• Quantifying artificial intelligence through algorithmic generalization - Nature Machine Intelligence, 2025. [All Versions]. The rapid development of artificial intelligence (AI) systems has created an urgent need for their scientific quantification. While their fluency across a variety of domains is impressive, AI systems fall short on tests requiring algorithmic reasoning---a glaring limitation, given the necessity for interpretable and reliable technology. Despite a surge in reasoning benchmarks emerging from the academic community, no theoretical framework exists to quantify algorithmic reasoning in AI systems. Here the authors adopt a framework from computational complexity theory to quantify algorithmic generalization using algebraic expressions: algebraic circuit complexity. Algebraic circuit complexity theory---the study of algebraic expressions as circuit models---is a natural framework for studying the complexity of algorithmic computation. Algebraic circuit complexity enables the study of generalization by defining benchmarks in terms of the computational requirements for solving a problem. Moreover, algebraic circuits are generic mathematical objects; an arbitrarily large number of samples can be generated for a specified circuit, making it an ideal experimental sandbox for the data-hungry models that are used today. In this Perspective, the authors adopt tools from algebraic circuit complexity, apply them to formalize a science of algorithmic generalization, and address key challenges for its successful application to AI science.

Communications / Coordination

• The future of open human feedback - Nature Machine Intelligence, 2025. [All Versions]. Human feedback on conversations with language models is central to how these systems learn about the world, improve their capabilities and are steered towards desirable and safe behaviours. However, this feedback is mostly collected by frontier artificial intelligence labs and kept behind closed doors. This work brings together interdisciplinary experts to assess the opportunities and challenges to realizing an open ecosystem of human feedback for artificial intelligence. The authors first look for successful practices in the peer-production, open-source and citizen-science communities. The authors then characterize the main challenges for open human feedback. For each, the authors survey current approaches and offer recommendations. The authors end by envisioning the components needed to underpin a sustainable and open human feedback ecosystem. In the centre of this ecosystem are mutually beneficial feedback loops, between users and specialized models, incentivizing a diverse stakeholder community of model trainers and feedback providers to support a general open feedback pool.

Domain Specific Language / Design Theory

• Domain-Specific Languages: A Systematic Mapping Study - Information and Software Technology, 2016. [All Versions]. This study reports on a Systematic Mapping Study (SMS) for Domain-Specific Languages (DSLs). The main objective of the described work was to perform an SMS on DSLs to better understand the DSL research field, identify research trends, and any possible open issues. This SMS discusses two main research questions: research space and trends/demographics of the literature within the field of DSLs. Both research questions are further subdivided into several research sub-questions. The results from the first research question clearly show that the DSL community focuses more on the development of new techniques/methods rather than investigating the integrations of DSLs with other software engineering processes or measuring the effectiveness of DSL approaches. Furthermore, there is a clear lack of evaluation research. Amongst different DSL development phases more attention is needed in regard to domain analysis, validation, and maintenance. The second research question revealed that the number of publications remains stable, and has not increased over the years.

Domain Specific Language / Imperative DSL Applications

• Evolution-inspired engineering of nonribosomal peptide synthetases - Science, 2024. [All Versions]. Many clinically used drugs are derived from natural microbial products that are assembled in a stepwise fashion by the condensation of amino acids or acyl groups. Using insights from evolutionary analysis, two independent groups now show that the cumbersome enzyme complexes that produce these molecules can be pieced together to create new products on demand---if one knows the right spot for joining the pieces. Working with nonribosomal peptide synthetases, Bozhüyük et al. developed an approach called XUT (“exchange unit between T domains”) and demonstrated the production of a proteasome inhibitor by an enzyme complex containing fragments of five separate systems. Mabesoone et al. worked with polyketide synthases, demonstrating facile deletion and insertion of conceptually similar exchange units, producing a large number of related polyketide products with diverse modifications. These approaches are an important step forward for rational engineering of large enzyme complexes for small-molecule drug discovery and production.

• OCTOPUS: operation control system for task optimization and job parallelization via a user-optimal scheduler - Nature Communications, 2024. [All Versions]. The material acceleration platform, empowered by robotics and artificial intelligence, is a transformative approach for expediting material discovery processes across diverse domains. However, the development of an operating system for material acceleration platform faces challenges in simultaneously managing diverse experiments from multiple users. Specifically, when it is utilized by multiple users, the overlapping challenges of experimental modules or devices can lead to inefficiencies in both resource utilization and safety hazards. To overcome these challenges, this work presents an operation control system for material acceleration platform, namely, OCTOPUS, which is an acronym for operation control system for task optimization and job parallelization via a user-optimal scheduler. OCTOPUS streamlines experiment scheduling and optimizes resource utilization through integrating its interface node, master node and module nodes. Leveraging process modularization and a network protocol, OCTOPUS ensures the homogeneity, scalability, safety and versatility of the platform. In addition, OCTOPUS embodies a user-optimal scheduler. Job parallelization and task optimization techniques mitigate delays and safety hazards within realistic operational environments, while the closed-packing schedule algorithm efficiently executes multiple jobs with minimal resource waste. Copilot of OCTOPUS is developed to promote the reusability of OCTOPUS for potential users with their own sets of lab resources, which substantially simplifies the process of code generation and customization through GPT recommendations and client feedback. This work offers a solution to the challenges encountered within the platform accessed by multiple users, and thereby will facilitate its widespread adoption in material development processes.

Domain Specific Language / Declarative DSL Applications

• A prometastatic splicing program regulated by SNRPA1 interactions with structured RNA elements - Science, 2021. [All Versions]. Pathological changes in alternative splicing patterns are considered a hallmark of cancer, yet the underlying regulatory programs that control this process remain largely unknown. A major obstacle to better understanding these programs is that the bioinformatic strategies commonly used for the discovery of cis-regulatory elements fail to capture the contribution of RNA secondary structure to regulatory information. To address this, this work had previously developed the computational framework TEISER (Tool for Eliciting Informative Structural Elements in RNA), which uses both RNA structural and sequence information to identify cis-regulatory elements that are informative of transcriptomic changes. Here, the authors introduce pyTEISER (pythonic TEISER), which incorporates experimentally derived and additional computationally predicted RNA structural information to investigate the RNA sequence and structural code that governs a broader range of RNA-related processes, including splicing and RNA processing, in addition to steady-state gene expression.

• Goals as reward-producing programs - Nature Human Behavior, 2025. [All Versions]. [Project (⭐12)]. People are remarkably capable of generating their own goals, beginning with child’s play and continuing into adulthood. Despite considerable empirical and computational work on goals and goal-oriented behaviour, models are still far from capturing the richness of everyday human goals. This work bridges this gap by collecting a dataset of human-generated playful goals (in the form of scorable, single-player games), modelling them as reward-producing programs and generating novel human-like goals through program synthesis. Reward-producing programs capture the rich semantics of goals through symbolic operations that compose, add temporal constraints and allow program execution on behavioural traces to evaluate progress. To build a generative model of goals, the authors learn a fitness function over the infinite set of possible goal programs and sample novel goals with a quality-diversity algorithm. Human evaluators found that model-generated goals, when sampled from partitions of program space occupied by human examples, were indistinguishable from human-created games. The authors also discovered that the model’s internal fitness scores predict games that are evaluated as more fun to play and more human-like.

• A Generalized Earley Parser for Human Activity Parsing and Prediction - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020. [All Versions]. Detection, parsing, and future predictions on sequence data (e.g., videos) require the algorithms to capture non-Markovian and compositional properties of high-level semantics. Context-free grammars are natural choices to capture such properties, but traditional grammar parsers (e.g., Earley parser) only take symbolic sentences as inputs. This paper generalizes the Earley parser to parse sequence data which is neither segmented nor labeled. Given the output of an arbitrary probabilistic classifier, this generalized Earley parser finds the optimal segmentation and labels in the language defined by the input grammar. Based on the parsing results, it makes top-down future predictions. The proposed method is generic, principled, and widely applicable. Experiment results clearly show the benefit of the method for both human activity parsing and prediction on three video datasets.

• Structured Generative Models for Scene Understanding - International Journal of Computer Vision, 2025. [All Versions]. This position paper argues for the use of structured generative models (SGMs) for the understanding of static scenes. This requires the reconstruction of a 3D scene from an input image (or a set of multi-view images), whereby the contents of the image(s) are causally explained in terms of models of instantiated objects, each with their own type, shape, appearance and pose, along with global variables like scene lighting and camera parameters. This approach also requires scene models which account for the co-occurrences and inter-relationships of objects in a scene. The SGM approach has the merits that it is compositional and generative, which lead to interpretability and editability. To pursue the SGM agenda, people need models for objects and scenes, and approaches to carry out inference. The authors first review models for objects, which include “things” (object categories that have a well defined shape), and “stuff” (categories which have amorphous spatial extent). The authors then move on to review scene models which describe the inter-relationships of objects. Perhaps the most challenging problem for SGMs is inference of the objects, lighting and camera parameters, and scene inter-relationships from input consisting of a single or multiple images. The authors conclude with a discussion of issues that need addressing to advance the SGM agenda.

• Algorithm for optimized mRNA design improves stability and immunogenicity - Nature, 2023. [All Versions]. Messenger RNA (mRNA) vaccines are being used to combat the spread of COVID-19, but they still exhibit critical limitations caused by mRNA instability and degradation, which are major obstacles for the storage, distribution and efficacy of the vaccine products. Increasing secondary structure lengthens mRNA half-life, which, together with optimal codons, improves protein expression. Therefore, a principled mRNA design algorithm must optimize both structural stability and codon usage. However, owing to synonymous codons, the mRNA design space is prohibitively large---for example, there are around 2.4 × 10632 candidate mRNA sequences for the SARS-CoV-2 spike protein. This poses insurmountable computational challenges. This work provides a simple and unexpected solution using the classical concept of lattice parsing in computational linguistics, where finding the optimal mRNA sequence is analogous to identifying the most likely sentence among similar-sounding alternatives6. The algorithm LinearDesign finds an optimal mRNA design for the spike protein in just 11 minutes, and can concurrently optimize stability and codon usage. LinearDesign substantially improves mRNA half-life and protein expression, and profoundly increases antibody titre by up to 128 times in mice compared to the codon-optimization benchmark on mRNA vaccines for COVID-19 and varicella-zoster virus. This result reveals the great potential of principled mRNA design and enables the exploration of previously unreachable but highly stable and efficient designs. This work is a timely tool for vaccines and other mRNA-based medicines encoding therapeutic proteins such as monoclonal antibodies and anti-cancer drugs7,8.

Domain Specific Language / Logic DSL Applications

• Prototyping an Ontological Framework for Cellular Senescence Mechanisms: A Homeostasis Imbalance Perspective - Scientific Data, 2024. [All Versions]. Although cellular senescence is a key factor in organismal aging, with both positive and negative effects on individuals, its mechanisms remain largely unknown. Thus, integrating knowledge is essential to explain how cellular senescence manifests in tissue damage and age-related diseases. Here, this work proposes an ontological model that organizes knowledge of cellular senescence in a computer-readable form. The authors manually annotated and defined cellular senescence processes, molecules, anatomical structures, phenotypes, and other entities based on the Homeostasis Imbalance Process ontology (HOIP). The authors described the mechanisms as causal relationships of processes and modelled a homeostatic imbalance between stress and stress response in cellular senescence for a unified framework. HOIP was assessed formally, and the relationships between cellular senescence and diseases were inferred for higher-order knowledge processing. The authors visualized cellular senescence processes to support knowledge utilization. This study provides a knowledge base to help elucidate mechanisms linking cellular and organismal aging.

• Knowledge-Based Embodied Question Answering - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023. [All Versions]. This paper proposes a novel Knowledge-based Embodied Question Answering (K-EQA) task, in which the agent intelligently explores the environment to answer various questions with the knowledge. Different from explicitly specifying the target object in the question as existing EQA work, the agent can resort to external knowledge to understand more complicated question such as “Please tell me what are objects used to cut food in the room?”, in which the agent must know the knowledge such as “knife is used for cutting food”. To address this K-EQA problem, a novel framework based on neural program synthesis reasoning is proposed, where the joint reasoning of the external knowledge and 3D scene graph is performed to realize navigation and question answering. Especially, the 3D scene graph can provide the memory to store the visual information of visited scenes, which significantly improves the efficiency for the multi-turn question answering. Experimental results have demonstrated that the proposed framework is capable of answering more complicated and realistic questions in the embodied environment. The proposed method is also applicable to multi-agent scenarios.

• Explainable Robotic Plan Execution Monitoring Under Partial Observability - IEEE Transactions on Robotics, 2022. [All Versions]. Successful plan generation for autonomous systems is necessary but not sufficient to guarantee reaching a goal state by an execution of a plan. Various discrepancies between an expected state and the observed state may occur during the plan execution (e.g., due to unexpected exogenous events, changes in the goals, or failure of robot parts) and these discrepancies may lead to plan failures. For that reason, autonomous systems should be equipped with execution monitoring algorithms so that they can autonomously recover from such discrepancies. This work introduces a plan execution monitoring algorithm that operates under partial observability. This algorithm relies on novel formal methods for hybrid prediction, diagnosis and explanation generation, and planning. The prediction module generates an expected state after the execution of a part of the plan from an incomplete state to check for discrepancies. The diagnostic reasoning module generates meaningful hypotheses to explain failures of robot parts. Unlike the existing diagnosis methods, the previous hypotheses can be revised, based on new partial observations, increasing the accuracy of explanations as further information becomes available. The replanning module considers these explanations while computing a new plan that would avoid such failures. All these reasoning modules are hybrid in that they combine high-level logical reasoning with low-level feasibility checks based on probabilistic methods. The authors experimentally show that these hybrid formal reasoning modules improve the performance of plan execution monitoring.

Domain Specific Language / DSL Program Synthesis

• CoLadder: Manipulating Code Generation via Multi-Level Blocks - UIST'24, 2024. [All Versions]. This paper adopted an iterative design process to gain insights into programmers’ strategies when using LLMs for programming. The authors proposed CoLadder, a novel system that supports programmers by facilitating hierarchical task decomposition, direct code segment manipulation, and result evaluation during prompt authoring. A user study with 12 experienced programmers showed that CoLadder is effective in helping programmers externalize their problem-solving intentions flexibly, improving their ability to evaluate and modify code across various abstraction levels, from their task’s goal to final code implementation.

• InverseCSG: automatic conversion of 3D models to CSG trees - ACM Transactions on Graphics, 2018. [All Versions]. While computer-aided design is a major part of many modern manufacturing pipelines, the design files typically generated describe raw geometry. Lost in this representation is the procedure by which these designs were generated. This paper presents a method for reverse-engineering the process by which 3D models may have been generated, in the language of constructive solid geometry (CSG). Observing that CSG is a formal grammar, the authors formulate this inverse CSG problem as a program synthesis problem. The solution is an algorithm that couples geometric processing with state-of-the-art program synthesis techniques. In this scheme, geometric processing is used to convert the mixed discrete and continuous domain of CSG trees to a pure discrete domain where modern program synthesizers excel. The authors demonstrate the efficiency and scalability of the algorithm on several different examples, including those with over 100 primitive parts. The authors show that the algorithm is able to find simple programs which are close to the ground truth, and demonstrate the method's applicability in mesh re-editing. Finally, the authors compare the method to prior state-of-the-art. The authors demonstrate that the algorithm dominates previous methods in terms of resulting CSG compactness and runtime, and can handle far more complex input meshes than any previous method.

• Free2CAD: parsing freehand drawings into CAD commands - ACM Transactions on Graphics, 2022. [All Versions]. CAD modeling, despite being the industry-standard, remains restricted to usage by skilled practitioners due to two key barriers. First, the user must be able to mentally parse a final shape into a valid sequence of supported CAD commands; and second, the user must be sufficiently conversant with CAD software packages to be able to execute the corresponding CAD commands. As a step towards addressing both these challenges, this work presents Free2CAD wherein the user can simply sketch the final shape and the system parses the input strokes into a sequence of commands expressed in a simplified CAD language. When executed, these commands reproduce the sketched object. Technically, the authors cast sketch-based CAD modeling as a sequence-to-sequence translation problem, for which the authors leverage the powerful Transformers neural network architecture. Given the sequence of pen strokes as input, the authors introduce the new task of grouping strokes that correspond to individual CAD operations. The authors combine stroke grouping with geometric fitting of the operation parameters, such that intermediate groups are geometrically corrected before being reused, as context, for subsequent steps in the sequence inference. Although trained on synthetically-generated data, the authors demonstrate that Free2CAD generalizes to sketches created from real-world CAD models as well as to sketches drawn by novice users.

• ShapeAssembly: learning to generate programs for 3D shape structure synthesis - ACM Transactions on Graphics, 2020. [All Versions]. Manually authoring 3D shapes is difficult and time consuming; generative models of 3D shapes offer compelling alternatives. Procedural representations are one such possibility: they offer high-quality and editable results but are difficult to author and often produce outputs with limited diversity. On the other extreme are deep generative models: given enough data, they can learn to generate any class of shape but their outputs have artifacts and the representation is not editable. This work takes a step towards achieving the best of both worlds for novel 3D shape synthesis. The authors propose ShapeAssembly, a domain-specific "assembly-language" for 3D shape structures. ShapeAssembly programs construct shape structures by declaring cuboid part proxies and attaching them to one another, in a hierarchical and symmetrical fashion. ShapeAssembly functions are parameterized with continuous free variables, so that one program structure is able to capture a family of related shapes. The authors show how to extract ShapeAssembly programs from existing shape structures in the PartNet dataset. Then, the authors train a deep generative model, a hierarchical sequence VAE, that learns to write novel ShapeAssembly programs. The approach leverages the strengths of each representation: the program captures the subset of shape variability that is interpretable and editable, and the deep generative model captures variability and correlations across shape collections that is hard to express procedurally.

• ShapeMOD: macro operation discovery for 3D shape programs - ACM Transactions on Graphics, 2021. [All Versions]. A popular way to create detailed yet easily controllable 3D shapes is via procedural modeling, i.e. generating geometry using programs. Such programs consist of a series of instructions along with their associated parameter values. To fully realize the benefits of this representation, a shape program should be compact and only expose degrees of freedom that allow for meaningful manipulation of output geometry. One way to achieve this goal is to design higher-level macro operators that, when executed, expand into a series of commands from the base shape modeling language. However, manually authoring such macros, much like shape programs themselves, is difficult and largely restricted to domain experts. This paper presents ShapeMOD, an algorithm for automatically discovering macros that are useful across large datasets of 3D shape programs. ShapeMOD operates on shape programs expressed in an imperative, statement-based language. It is designed to discover macros that make programs more compact by minimizing the number of function calls and free parameters required to represent an input shape collection. The authors run ShapeMOD on multiple collections of programs expressed in a domain-specific language for 3D shape structures. The authors show that it automatically discovers a concise set of macros that abstract out common structural and parametric patterns that generalize over large shape collections. The authors also demonstrate that the macros found by ShapeMOD improve performance on downstream tasks including shape generative modeling and inferring programs from point clouds. Finally, the authors conduct a user study that indicates that ShapeMOD's discovered macros make interactive shape editing more efficient.

• ShapeCoder: Discovering Abstractions for Visual Programs from Unstructured Primitives - ACM Transactions on Graphics, 2023. [All Versions]. This work introduces ShapeCoder, the first system capable of taking a dataset of shapes, represented with unstructured primitives, and jointly discovering (i) useful abstraction functions and (ii) programs that use these abstractions to explain the input shapes. The discovered abstractions capture common patterns (both structural and parametric) across a dataset, so that programs rewritten with these abstractions are more compact, and suppress spurious degrees of freedom. ShapeCoder improves upon previous abstraction discovery methods, finding better abstractions, for more complex inputs, under less stringent input assumptions. This is principally made possible by two methodological advancements: (a) a shape-to-program recognition network that learns to solve sub-problems and (b) the use of e-graphs, augmented with a conditional rewrite scheme, to determine when abstractions with complex parametric expressions can be applied, in a tractable manner. The authors evaluate ShapeCoder on multiple datasets of 3D shapes, where primitive decompositions are either parsed from manual annotations or produced by an unsupervised cuboid abstraction method. In all domains, ShapeCoder discovers a library of abstractions that captures high-level relationships, removes extraneous degrees of freedom, and achieves better dataset compression compared with alternative approaches. Finally, the authors investigate how programs rewritten to use discovered abstractions prove useful for downstream tasks.

• Learning attribute grammars for movement primitive sequencing - International Journal of Robotics Research, 2020. [All Versions]. Movement primitives are a well studied and widely applied concept in modern robotics. However, composing primitives out of an existing library has shown to be a challenging problem. This work proposes the use of probabilistic context-free grammars to sequence a series of primitives to generate complex robot policies from a given library of primitives. The rule-based nature of formal grammars allows an intuitive encoding of hierarchically structured tasks. This hierarchical concept strongly connects with the way robot policies can be learned, organized, and re-used. However, the induction of context-free grammars has proven to be a complicated and yet unsolved challenge. The authors exploit the physical nature of robot movement primitives to restrict and efficiently search the grammar space. The grammar is learned by applying a Markov chain Monte Carlo optimization over the posteriors of the grammars given the observations. The proposal distribution is defined as a mixture over the probabilities of the operators connecting the search space. Moreover, the authors present an approach for the categorization of probabilistic movement primitives and discuss how the connectibility of two primitives can be determined. These characteristics in combination with restrictions to the operators guarantee continuous sequences while reducing the grammar space. In addition, a set of attributes and conditions is introduced that augments probabilistic context-free grammars in order to solve primitive sequencing tasks with the capability to adapt single primitives within the sequence. The method was validated on tasks that require the generation of complex sequences consisting of simple movement primitives using a seven-degree-of-freedom lightweight robotic arm.

• LogiCode: An LLM-Driven Framework for Logical Anomaly Detection - IEEE Transactions on Automation Science and Engineering, 2024. [All Versions]. This paper presents LogiCode, a novel framework that leverages Large Language Models (LLMs) for identifying logical anomalies in industrial settings, moving beyond the traditional focus on structural inconsistencies. By harnessing LLMs for logical reasoning, LogiCode autonomously generates Python codes to pinpoint anomalies such as incorrect component quantities or missing elements, marking a significant leap forward in anomaly detection technologies. A custom dataset “LOCO-Annotations” and a benchmark “LogiBench” are introduced to evaluate the LogiCode’s performance across various metrics including binary classification accuracy, code generation success rate, and precision in reasoning. Findings demonstrate LogiCode’s enhanced interpretability, significantly improving the accuracy of logical anomaly detection and offering detailed explanations for identified anomalies. This represents a notable shift towards more intelligent, LLM-driven approaches in industrial anomaly detection, promising substantial impacts on industry-specific applications.

• Synthesis of Incremental Linear Algebra Programs - ACM Transactions on Database Systems, 2020. [All Versions]. This article targets the Incremental View Maintenance (IVM) of sophisticated analytics (such as statistical models, machine learning programs, and graph algorithms) expressed as linear algebra programs. This work presents LAGO, a unified framework for linear algebra that automatically synthesizes efficient incremental trigger programs, thereby freeing the user from error-prone manual derivations, performance tuning, and low-level implementation details. The key technique underlying the framework is abstract interpretation, which is used to infer various properties of analytical programs. These properties give the reasoning power required for the automatic synthesis of efficient incremental triggers. The authors evaluate the effectiveness of the framework on a wide range of applications from regression models to graph computations.

Explainability / Strong Machine Learning

• NBDT: Neural-Backed Decision Trees - ICLR'21, 2021. [All Versions]. [Code (⭐624)]. Machine learning applications such as finance and medicine demand accurate and justifiable predictions, barring most deep learning methods from use. In response, previous work combines decision trees with deep learning, yielding models that (1) sacrifice interpretability for accuracy or (2) sacrifice accuracy for interpretability. This work forgoes this dilemma by jointly improving accuracy and interpretability using Neural-Backed Decision Trees (NBDTs). NBDTs replace a neural network's final linear layer with a differentiable sequence of decisions and a surrogate loss. This forces the model to learn high-level concepts and lessens reliance on highly-uncertain decisions, yielding (1) accuracy: NBDTs match or outperform modern neural networks on CIFAR, ImageNet and better generalize to unseen classes by up to 16%. Furthermore, the surrogate loss improves the original model's accuracy by up to 2%. NBDTs also afford (2) interpretability: improving human trustby clearly identifying model mistakes and assisting in dataset debugging.

Embodied Intelligence / Explainable Deep Learning

• Humanoid robotics—History, current state of the art, and challenges - Science Robotics, 2017. [All Versions]. Humanoids represent one of the ultimate goals of robotics: to synthesize advances from many disciplines.

• The Design, Education and Evolution of a Robotic Baby - IEEE Transactions on Robotics, 2023. [All Versions]. Inspired by Alan Turing's idea of a child machine, this article introduces the formal definition of a robotic baby, an integrated system with minimal world knowledge at birth, capable of learning incrementally and interactively, and adapting to the world. Within the definition, fundamental capabilities and system characteristics of the robotic baby are identified and presented as the system-level requirements. As a minimal viable prototype, the Baby architecture is proposed with a systems engineering design approach to satisfy the system-level requirements, which has been verified and validated with simulations and experiments on a robotic system. The authors demonstrate the capabilities of the robotic baby in natural language acquisition and semantic parsing in English and Chinese, as well as in natural language grounding, natural language reinforcement learning, natural language programming, and system introspection for explainability. The education and evolution of the robotic baby are illustrated with real-world robotic demonstrations. Inspired by the genetic inheritance in human beings, knowledge inheritance in robotic babies and its benefits regarding evolution are discussed.

Science Logology / Literature Mining

• Dual retrieving and ranking medical large language model with retrieval augmented generation - Scientific Reports, 2025. [All Versions]. Recent advancements in large language models (LLMs) have significantly enhanced text generation across various sectors; however, their medical application faces critical challenges regarding both accuracy and real-time responsiveness. To address these dual challenges, this work proposes a novel two-step retrieval and ranking retrieval-augmented generation (RAG) framework that synergistically combines embedding search with Elasticsearch technology. Built upon a dynamically updated medical knowledge base incorporating expert-reviewed documents from leading healthcare institutions, the hybrid architecture employs ColBERTv2 for context-aware result ranking while maintaining computational efficiency. Experimental results show a 10% improvement in accuracy for complex medical queries compared to standalone LLM and single-search RAG variants, while acknowledging that latency challenges remain in emergency situations requiring sub-second responses in an experimental setting, which can be achieved in real-time using more powerful hardware in real-world deployments. This work establishes a new paradigm for reliable medical AI assistants that successfully balances accuracy and practical deployment considerations.

Science Logology / Laboratory Automation

• Balancing autonomy and expertise in autonomous synthesis laboratories - Nature Computational Science, 2025. [All Versions]. Autonomous synthesis laboratories promise to streamline the plan–make–measure–analyze iteration loop. Here, the authors comment on the barriers in the field, the promise of a human on-the-loop approach, and strategies for optimizing accessibility, accuracy, and efficiency of autonomous laboratories.

• AlphaFlow: autonomous discovery and optimization of multi-step chemistry using a self-driven fluidic lab guided by reinforcement learning - Nature Communications, 2023. [All Versions]. Closed-loop, autonomous experimentation enables accelerated and material-efficient exploration of large reaction spaces without the need for user intervention. However, autonomous exploration of advanced materials with complex, multi-step processes and data sparse environments remains a challenge. In this work, the authors present AlphaFlow, a self-driven fluidic lab capable of autonomous discovery of complex multi-step chemistries. AlphaFlow uses reinforcement learning integrated with a modular microdroplet reactor capable of performing reaction steps with variable sequence, phase separation, washing, and continuous in-situ spectral monitoring. To demonstrate the power of reinforcement learning toward high dimensionality multi-step chemistries, the authors use AlphaFlow to discover and optimize synthetic routes for shell-growth of core-shell semiconductor nanoparticles, inspired by colloidal atomic layer deposition (cALD). Without prior knowledge of conventional cALD parameters, AlphaFlow successfully identified and optimized a novel multi-step reaction route, with up to 40 parameters, that outperformed conventional sequences. Through this work, the authors demonstrate the capabilities of closed-loop, reinforcement learning-guided systems in exploring and solving challenges in multi-step nanoparticle syntheses, while relying solely on in-house generated data from a miniaturized microfluidic platform. Further application of AlphaFlow in multi-step chemistries beyond cALD can lead to accelerated fundamental knowledge generation as well as synthetic route discoveries and optimization.

Science Logology / AI Assisted Research

• Empowering biomedical discovery with AI agents - Cell, 2024. [All Versions]. The authors envision “AI scientists” as systems capable of skeptical learning and reasoning that empower biomedical research through collaborative agents that integrate AI models and biomedical tools with experimental platforms. Rather than taking humans out of the discovery process, biomedical AI agents combine human creativity and expertise with AI’s ability to analyze large datasets, navigate hypothesis spaces, and execute repetitive tasks. AI agents are poised to be proficient in various tasks, planning discovery workflows and performing self-assessment to identify and mitigate gaps in their knowledge. These agents use large language models and generative models to feature structured memory for continual learning and use machine learning tools to incorporate scientific knowledge, biological principles, and theories. AI agents can impact areas ranging from virtual cell simulation, programmable control of phenotypes, and the design of cellular circuits to developing new therapies.

• DrBioRight 2.0: an LLM-powered bioinformatics chatbot for large-scale cancer functional proteomics analysis - Nature Communications, 2025. [All Versions]. [Project]. Functional proteomics provides critical insights into cancer mechanisms, facilitating the discovery of novel biomarkers and therapeutic targets. The authors have developed a comprehensive cancer functional proteomics resource using reverse phase protein arrays, incorporating data from nearly 8000 patient samples from The Cancer Genome Atlas and approximately 900 samples from the Cancer Cell Line Encyclopedia. The dataset includes a curated panel of nearly 500 high-quality antibodies, covering all major cancer hallmark pathways. To enhance the accessibility and analytic power of this resource, this work introduces DrBioRight 2.0, an intuitive bioinformatic platform powered by state-of-the-art large language models. DrBioRight enables researchers to explore protein-centric cancer omics data, perform advanced analyses, visualize results, and engage in interactive discussions using natural language. By streamlining complex proteogenomic analyses, this tool accelerates the translation of large-scale functional proteomics data into meaningful biomedical insights.

• The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies - Nature, 2025. [All Versions]. Science frequently benefits from teams of interdisciplinary researchers, but many scientists do not have easy access to experts from multiple fields. Although large language models (LLMs) have shown an impressive ability to aid researchers across diverse domains, their uses have been largely limited to answering specific scientific questions rather than performing open-ended research. Here the authors expand the capabilities of LLMs for science by introducing the Virtual Lab, an artificial intelligence (AI)–human research collaboration to perform sophisticated, interdisciplinary science research. The Virtual Lab consists of an LLM Principal Investigator agent guiding a team of LLM scientist agents through a series of research meetings, with a human researcher providing high-level feedback. The authors applied the Virtual Lab to design nanobody binders to recent variants of SARS-CoV-2. The Virtual Lab created a novel computational nanobody design pipeline that incorporates the protein language model ESM, the protein folding model AlphaFold-Multimer and the computational biology software Rosetta and designed 92 new nanobodies. Experimental validation reveals a range of functional nanobodies with promising binding profiles across SARS-CoV-2 variants. In particular, two new nanobodies exhibit improved binding to the recent JN.1 or KP.3 variants while maintaining strong binding to the ancestral viral spike protein, suggesting that these are suitable candidates for further investigation. This work demonstrates how the Virtual Lab can rapidly make an impactful, real-world scientific discovery.

• From intention to implementation: automating biomedical research via LLMs - Science China Information Sciences, 2025. [All Versions]. Conventional biomedical research is increasingly labor-intensive due to the exponential growth of scientific literature and datasets. Artificial intelligence (AI), particularly large language models (LLMs), has the potential to revolutionize this process by automating various steps. Still, significant challenges remain, including the need for multidisciplinary expertise, logicality of experimental design, and performance measurements. This paper introduces BioResearcher, the first end-to-end automated system designed to streamline the entire biomedical research process involving dry lab experiments. BioResearcher employs a modular multi-agent architecture, integrating specialized agents for search, literature processing, experimental design, and programming. By decomposing complex tasks into logically related sub-tasks and utilizing a hierarchical learning approach, BioResearcher effectively addresses the challenges of multidisciplinary requirements and logical complexity. Furthermore, BioResearcher incorporates an LLM-based reviewer for in-process quality control and introduces novel evaluation metrics to assess the quality and automation of experimental protocols. BioResearcher successfully achieves an average execution success rate of 63.07% across eight previously unmet research objectives. The generated protocols, on average, outperform typical agent systems by 22.0% on five quality metrics. The system demonstrates significant potential to reduce researchers’ workloads and accelerate biomedical discoveries, paving the way for future innovations in automated research systems.

• Large language models for scientific discovery in molecular property prediction - Nature Machine Intelligence, 2025. [All Versions]. Large language models (LLMs) are a form of artificial intelligence system encapsulating vast knowledge in the form of natural language. These systems are adept at numerous complex tasks including creative writing, storytelling, translation, question-answering, summarization and computer code generation. Although LLMs have seen initial applications in natural sciences, their potential for driving scientific discovery remains largely unexplored. This work introduces LLM4SD, a framework designed to harness LLMs for driving scientific discovery in molecular property prediction by synthesizing knowledge from literature and inferring knowledge from scientific data. LLMs synthesize knowledge by extracting established information from scientific literature, such as molecular weight being key to predicting solubility. For inference, LLMs identify patterns in molecular data, particularly in Simplified Molecular Input Line Entry System-encoded structures, such as halogen-containing molecules being more likely to cross the blood–brain barrier. This information is presented as interpretable knowledge, enabling the transformation of molecules into feature vectors. By using these features with interpretable models such as random forest, LLM4SD can outperform the current state of the art across a range of benchmark tasks for predicting molecular properties. The authors foresee it providing interpretable and potentially new insights, aiding scientific discovery in molecular property prediction.

• Retrosynthesis prediction using an end-to-end graph generative architecture for molecular graph editing - Nature Communications, 2023. [All Versions]. Retrosynthesis planning, the process of identifying a set of available reactions to synthesize the target molecules, remains a major challenge in organic synthesis. Recently, computer-aided synthesis planning has gained renewed interest and various retrosynthesis prediction algorithms based on deep learning have been proposed. However, most existing methods are limited to the applicability and interpretability of model predictions, and further improvement of predictive accuracy to a more practical level is still required. In this work, inspired by the arrow-pushing formalism in chemical reaction mechanisms, the authors present an end-to-end architecture for retrosynthesis prediction called Graph2Edits. Specifically, Graph2Edits is based on graph neural network to predict the edits of the product graph in an auto-regressive manner, and sequentially generates transformation intermediates and final reactants according to the predicted edits sequence. This strategy combines the two-stage processes of semi-template-based methods into one-pot learning, improving the applicability in some complicated reactions, and also making its predictions more interpretable. Evaluated on the standard benchmark dataset USPTO-50k, the model achieves the state-of-the-art performance for semi-template-based retrosynthesis with a promising 55.1% top-1 accuracy.

15. Awesome Audit Algorithms

Papers / 2025

• Auditing Pay-Per-Token in Large Language Models - (arXiv) Develops an auditing framework based on martingale theory that enables a trusted third-party auditor who sequentially queries a provider to detect token misreporting.

16. Awesome Math

Tools

• MathFlow (⭐49) - C# math expression library with symbolic computation (differentiation, simplification, equation solving)

Books

• Math for Frontend Web Dev

• Grokking Statistics

Combinatorics / Lie Algebras

• 📝 Basic Combinatorics - Carl G. Wagner (University of Tennessee)

Combinatorics / Graph Theory

• 📝 Graph Theory : Interactive Algorithm Visualizer | Graph Theory Learning Platform - Hadjoudj Mohammed Islam

Analysis / Chaos Theory

• 📝 Chaos: Making a New Science - James Gleick

• 📝 Complexity: A Guided Tour - Melanie Mitchell (Oxford University)

17. Awesome Osint

Main National Search Engines

• Gerdoo (Iran)

• Najdi (Slovenia)

• Zarebin (Iran)

Privacy Focused Search Engines

• Disconnect Search - Stop search engines from tracking your searches.

• Gibiru - Gibiru provides “uncensored search results” without collecting personal data like logging users’ IP addresses or search queries.

• Kagi Search - Liberate your search. Free of ads. Free of surveillance. Your time respected. You are the customer, never the product.

• Presearch - Presearch is a decentralized, community-driven search engine that protects your privacy and rewards you when you search.

• Qwant - The search engine that respects your privacy.

• Search Encrypt - A search engine that uses local encryption to protect users’ search data.

• Startpage - The world’s most private search engine.

• swisscows - Anonymous search engine, a family-friendly, privacy-focused search engine based in Switzerland.

Data Breach Search Engines

• CredenShow - Identify your compromised credentials before others do.

• HIB Ransomed - Because people have the right to know if their data has been leaked.

• HEROIC.NOW - Has your data been leaked on the dark web? Scan your identities for FREE.

• IKnowYour.Dad - Data Breach Search Engine.

• StealSeek - Powerful search engine designed to help you find and analyze data breaches.

• Venacus - Search for your data breaches and get notified when your data is compromised.

Speciality Search Engines

• BrightCloud - Checks the reputation, category, and potential threats associated with a URL or IP address.

• FOFA - Asset search and analysis tool.

• FullHunt -FullHunt identifies and secures your External Attack Surface.

• GreyNoise - Search Exposed Internet assets, Malicious IP's.

• Hunter Search Engine - Search Exposed Internet assets, open web directories and many more.

• YARAif - Collaborative YARA engine providing open threat intelligence through file pattern matching.

• ZoomEye - ZoomEye is a cyberspace search engine for IPs, domains, internet asset discovery, and exposure analysis of servers, routers, and webcams.

Live Cyber Threat Maps

• IBM X-Force Exchange Current Malicious Activity -

• LIONIC Cyber Threat Map -

• NETSCOUT Cyber Threat Map - Real-Time DDoS Attack Map

• Secure Gateway Live Cyber Threat Map -

• Thale's Cyberthreat Map - Discover cybersecurity trends with Thales' Cyberthreat map. Explore targeted areas, frequent attacks, affected sectors, and prevalent malware.

• ThreatsEye | Live Cyber Threat Map - Real-time visualization of global cyber attacks and threats. Monitor live cyber security incidents, attack origins, targets, and threat categories worldwide.

File Search

• Filesec.io - Central resource cataloging malicious file extensions, their risks, OS and mitigations.

• [Find Security Contacts] https://findsecuritycontacts.com - Public index listing security contacts (emails, policies, etc.) extracted from domains security.txt files.

Social Media Tools / Instagram

• Dolphin Radar - An Instagram Post Viewer lets you view posts, stories, and profiles from public accounts with ease. Free viewer limit: 1.

• InstagramPrivSniffer (⭐417) - Views Instagram PRIVATE ACCOUNT'S media without login 😱.

Social Media Tools / GitHub

• GithubRecon - Lookup Github users by username or email and gather associated data.

• Shotstars (⭐79) - An advanced tool for checking GitHub repositories, with star statistics, including fake star analysis and data visualization.

Image Search / GitHub

• Surfface - face search and people finder indexing social profiles and public images from social media and the web.

Domain and IP Research / GitHub

• DomainRecon - Retrieve DNS records, subdomains, SSL certificates and WHOIS / RDAP data for a given website.

• Icann Lookup - The site allows you to look up domain registration information (WHOIS) on the internet

• Mark Monitor WHOIS - Displays domain registration information.

• TracerouteVisualizer - An online tool that displays your mtr / traceroute / flyingroutes output on a map for visual analysis.

• Webscore - Enter a website URL to check its legitimacy.

Image Analysis / GitHub

• Metadata Viewer - Online EXIF data viewer.

Geospatial Research and Mapping Tools / GitHub

• GeoInfer - Image geolocation tool, no EXIF data required.

Other Tools / GitHub

• FaviconHash - Generate favicon hashes of a website for use on Shodan, VirusTotal, Censys, ZoomEye or FOFA.

• IntelHub (⭐72) – Browser-based open-source OSINT extension. All analysis runs locally (no servers). Features include text profiler, metadata analyzer, site & archive analysis, reverse image search, crypto/telegram analyzers.

• PGPKeyAnalyser - Analyse and view the details of a PGP key online without having to download the asc file.

• Pyba (⭐8) - A browser automation framework which requires low-code to search the web and perform OSINT using DFS and BFS modes, ideal for exploratory tasks.

Threat Intelligence / GitHub

• Threat Actor Usernames Scrape (⭐36) - A collection of fresh intel and threat actor usernames scraped from various cybercrime sources & forums.

• PhishingSecLists (⭐67) - This list is to be used with web scanning tools (Gobuster, ffuf, Burp Suite, DirBuster). These lists are specifically tailored and designed for fuzzing phishing, crypto scam landing pages, and other malicious sketch af websites. You can gain vaulable intel on successful hits.

18. Awesome Artificial Intelligence

📚 Books

• Designing Machine Learning Systems — Scalable, maintainable ML pipelines (Chip Huyen).

• Generative Deep Learning (2nd Edition) — GANs, VAEs, diffusion models (David Foster).

• AI Engineering — End-to-end AI product building (Chip Huyen).

• 100 Page Language Models Book — This book guides you through the evolution of language models, starting from machine learning fundamentals.

• Artificial Intelligence: A Modern Approach — Comprehensive AI theory (Russell & Norvig).

• Deep Learning — Neural networks & architectures (Goodfellow, Bengio, Courville).

• Reinforcement Learning: An Introduction (2nd Edition) — RL fundamentals (Sutton & Barto).

🏗 AI Engineering / 📖 Guides & Playbooks

• Building Effective Agents (Anthropic) — ⭐ Patterns, pitfalls, and tradeoffs for designing AI agents.

• OpenAI Agents Guide — Practical guide on building agents

• Google AI Agents Paper - Practical guide to building AI agents from Google

• Google Agents Companion Paper - Guide from Google

• OpenAI Cookbook — Example code, recipes, and best practices for working with OpenAI APIs.

• LLM Engineer Handbook (⭐4.4k) — A goldmine of useful links for AI engineers

🏗 AI Engineering / 🤖 Frameworks

• PocketFlow — Extremely minimalist AI agent framework in just 100 lines of code. Fantastic way to learn.

• Google ADK — Google's Agent Development Kit (Python, Java). Great local development experience + A2A + MCP.

• Pydantic-AI — Typed, structured LLM orchestration framework built on Pydantic models for safe, predictable outputs.

• LangGraph — Build multi-agent workflows with stateful graphs on top of LangChain.

• CrewAI — Agent orchestration with structured tasks and human-in-the-loop controls.

• AutoGen — Microsoft’s framework for multi-agent conversation and collaboration.

🏗 AI Engineering / 📦 Retrieval-Augmented Generation (RAG)

• LlamaIndex — Data framework for ingesting, indexing, and querying private data with LLMs.

• Haystack — Open-source search/RAG framework with modular pipelines.

• Docling (⭐45k) — Great library for ingesting any kind of document for RAG ⭐

🏗 AI Engineering / Evals

• OpenAI Evals (⭐17k) — OpenAI's framework for writing evals

📄 Landmark Papers / Evals

• Attention Is All You Need — Transformer architecture.

• Scaling Laws for Neural Language Models — Model/data/compute scaling.

• Language Models are Few-Shot Learners — GPT-3 capabilities.

• Constitutional AI — Safer model alignment.

🎓 Courses / Evals

• Google Generative AI Learning Path

• Hugging Face LLM Course

• Fast.ai — Practical Deep Learning

• Stanford CS324: Large Language Models

• Full Stack Deep Learning

• MIT 6.S191: Intro to Deep Learning

• DeepLearning.AI Short Courses

• Google Deepmind| Introduction to Reinforcement Learning

• Karpathy’s LLM Zero-to-Hero

• Neural Nets - Zero-to-Hero

📰 Newsletters / Evals

• The Rundown AI

• AlphaSignal

• Superhuman AI

• AI Engineer

💬 Models / Evals

• ChatGPT — Best for general coding + reasoning.

• Perplexity — Best for quick research with live citations.

• Cohere — Best for enterprise LLMs with strong retrieval-augmented generation APIs.

• Mistral — Best for lightweight, high-performance open-weight models.

• Qwen — Best for multilingual and Chinese-first applications.

• DeepSeek — Best for efficient, cost-optimized large models with competitive reasoning.

👨‍💻 Code & Developer Tools / Evals

• Claude Code — IDE extensions with long-context code edits.

• GitHub Copilot — In-IDE code completion, chat, and refactors.

• Cursor — LLM-powered IDE for multi-file edits and codebase-aware chat.

🎨 Multimedia AI Tools / 🖼 Image

• ChatGPT-4o Image Generation — Integrated image creation with style control.

• Adobe Firefly — Integrated into Creative Cloud.

• Ideogram — Precise, legible text in generated images.

• Flux — High-res, prompt-editable images.

🎨 Multimedia AI Tools / 🎥 Video

• Kling — Cinematic, realistic video generation.

• Google Veo 3 — High-quality video with synchronized audio.

🎨 Multimedia AI Tools / 🎙 Audio

• ElevenLabs — High-quality text-to-speech.

• Suno — AI music from text prompts.

• Aiva — Music composition for media.

19. Awesome Algorithms

Beginner-Friendly / Book

• Levitin. Introduction to Algorithms - A very accessible illustration of algorithms in the forms of puzzles. No programming experience is required!

Programming Contest / Book

• Steven Halim. Competitive Programming book

Programming Contest / Competition Website

• HackerEarth - Accessible tutorials for beginners.

• Code Chef - Accessible problems for beginners.

• Codeforces - Challenging problems.

• Leet Code - Interviews problems.

Production System / YouTube Playlist

• Performance Engineering of Software Systems. MIT OCW - A hands-on, project-based introduction to building scalable and high-performance software systems. Topics include performance analysis, algorithmic techniques for high performance, instruction-level optimizations, and caching optimizations.

• Cloud and Distributed Computing: Algorithms and Systems by Misra & Patel - It teaches the internals of cloud computing and how concepts of distributed systems work inside clouds.

Database / YouTube Playlist

• PostgreSQL Query Optimization: The Ultimate Guide to Building Efficient Queries - It introduces different classes of queries and optimization techniques suitable to each, such as the use of indexes and specific join algorithms.

Special Topic / YouTube Playlist

• Fabulous Adventures in Data Structures and Algorithms - It teaches lesser-known algorithmic approaches like immutable data structures—stacks, queues, deques, and unusual constructions like Hughes lists.

Related Awesome List / YouTube Playlist

• Theoretical Computer Science (⭐1k) - The interdisciplinary of Mathematics and Computer Science, distinguished by its emphasis on mathematical technique and rigour.

20. Awesome Playwright

Integrations

• @axe-core/Playwright (⭐680) - Official Axe integration with Playwright.

• @guidepup/Playwright (⭐70) - VoiceOver and NVDA screen reader driver integration for Playwright.

• @appetize/Playwright - Mobile tests for web or native apps on Appetize's virtual devices using Playwright Test Runner.

Language Support

• Playwright - Official Playwright in Node.js (JavaScript and TypeScript).

Utils

• @global-cache/Playwright (⭐19) - A key-value cache for sharing data between parallel workers and test runs.

Reporters

• qase (⭐56) - Playwright Qase Reporter, send test executions to qase.

• TestDino - An AI Cloud platform for Playwright test analytics with instant failure debugging, flaky test detection, and ML categorization.

• playwright-ctrf-json-reporter (⭐88) - A Playwright JSON test results reporter that follows the CTRF schema.

Showcases

• playwright-examples - Various testing scenarios with Playwright.

21. Awesome Jmeter

Tools / IDE Integration

• IntelliJ IDEA IDE Plugin - Create run configurations and run JMeter tests from IntelliJ IDEA.

22. Awesome Tap

Reporters / Go

• tapfmt (⭐2) - Standalone cross-platform formatter.

23. Awesome Testing

Software / UI & End-to-End Testing

• Mocky Balboa - Mock server side network requests in your fullstack apps declaratively at runtime

24. Awesome Keycloak

Articles

• How to Setup Role Based Access Control (RBAC) with Keycloak

• Authenticating MCP OAuth Clients With SPIFFE and SPIRE

Talks

• Example how to configure Keycloak fine grained admin permissions

• 2025 FrosCon | Delegate authentication and a lot more to Keycloak with OpenID Connect, Alexander Schwartz

• Keycloak IGA (Keycloak fork) (⭐11)

Clients

• ACKC: Python API Client for Keycloak (⭐0)

Community Extensions

• ALTCHA Captcha Extension for Keycloak

• SPIFFE SVID Client Authenticator for Keycloak (⭐2)

• (Send) Email on user creation (⭐5)

• Keycloak Custom Modules for SRG hardening (⭐3)

• tidecloak (Keycloak fork)

• Keycloak reCAPTCHA Password Defense (⭐12)

• Keycloak Custom Attribute IDP Linking (⭐30)

Themes

• Tailcloakify: Tailwind CSS Keycloakify Theme (⭐62)

Example Projects

• Keycloak and SPIRE for Agent Identity (⭐28)

25. Awesome Malware Persistence

Techniques / Generic

• Forensic Artifact repository (⭐1.2k) - A free, community-sourced, machine-readable knowledge base of digital forensic artifacts.

Techniques / Cloud

• AWSDoor: Persistence on AWS (⭐28) - Access persistence tool for AWS. The corresponding article describes the techniques adversaries can use to hide themselves within a cloud environment and its AWSDoor implementation to simplify and automate the deployment of persistence techniques in AWS environments.

26. Awesome Hacking Locations

France 🇫🇷 / Paris

Copenhagen Coffee Lab

Copenhagen Coffee Lab is a coffee shop chain that provides a functional environment for remote work. Its locations are equipped with Wi-Fi and power outlets. The interiors feature a minimalist design, and the menu includes coffee roasted in-house, as well as a selection of food. It is a suitable option for individuals seeking a place to work.

Webpage: https://copenhagencoffeelab.com/cafes/cafes-france/nice

KB CafeShop

Speciality French Coffee Makers

Germany 🇩🇪 / Munich

Café Rossi

Next to the university; below the local hackspace home-baked cake and pastries;

Norway 🇳🇴 / Ålesund

Kokko

Roasters, Architecture, Design, Books.

Webpage: https://kokkostore.no/

No Hacking locations reported after the closure of Lugar 34

Spain 🇪🇸 / Barcelona

Origin. Speciality Coffee

Coffeshop with a Zen vibe. Quite nice place to work at if you have to focus.

⛔ Phone Calls and Conference Calls are not allowed.

Spain 🇪🇸 / Oviedo

Santander Work Café - Banco Santander

Central location inside the bank. Free signup needed but no reservation. Santander customers have discounts in the café. Is possible to book meeting rooms.

Webpage: https://www.workcafe.es/en/home/oficinas-work-cafe/120-8920--PAIS-VASCO-Bilbao-Work-Cafe-Bilbao

United States 🇺🇸 / California

Hudson Bay Cafe

Very sunny, cozy spot with tasty coffee and food. Right on the street corner for optimal people-watching.

27. Android Security Awesome

Tools / Online Analyzers

• ANY.RUN - An interactive cloud-based malware analysis platform with support for Android application analysis. Limited free plan available.

Tools / Dynamic Analysis Tools

• Brida (⭐1.8k) - Burp Suite extension that, working as a bridge between Burp and Frida, lets you use and manipulate the applications' own methods while tampering the traffic exchanged between the applications and their back-end services/servers.

• MPT (⭐35) - MPT (Mobile Pentest Toolkit) is a must-have solution for your android penetration testing workflows. This tool allow you to automate security tasks.

28. Awesome Cyber Security University

Free Beginner Red Team Path / Level 2 - Tooling

• Subdomain Enumeration - Learn how to find subdomains with different techniques.

29. Awesome Privacy

Android Debloat Tools

• ADB AppControl - A simple adb wrapper with a terrible privacy policy to collect things like device information and what applications you install/unsinstall.

• Universal Android Debloater Next Generation (⭐5.1k) - Cross-platform GUI written in Rust using ADB to debloat non-rooted android devices. Improve your privacy, the security and battery life of your device.

Android Dialer

• Fossify Phone (⭐975) - A handy phone call manager with phonebook, number blocking and multi-SIM support.

ChatGPT

• Shimmy (⭐3.4k) - Privacy-focused AI inference server with OpenAI API compatibility, zero cloud dependencies, and local model processing.

• Tinfoil - Verifiably private AI Chat and OpenAI-compatible inference in the cloud. Uses NVIDIA confidential computing and open source code pinned to a transparency log for end-to-end verifiability.

Copilot

• Cline - Open source AI coding for VSCode. See every decision and use your own models.
  • RooCode (⭐21k) - Cline fork with some improvements.

Midjourney

• ComfyUI (⭐94k) - ComfyUI lets you execute advanced image generation pipelines using an advanced interface. Available on Windows, Linux, and macOS.

• Stable Diffusion Web UI (⭐158k) - A browser interface for Stable Diffusion and other models.

• InvokeAI (⭐26k) - Generate and create stunning visual media using the latest AI-driven technologies locally.

Bookmarking

• 42links - Open-source, self-hosted, minimalist bookmark storage service.

• Karakeep - (previously Hoarder) Open source "Bookmark Everything" app that uses AI for automatically tagging the content you throw at it.

Captchas

• Private Captcha (⭐99) - Privacy-first and self-hosted Proof-of-Work CAPTCHA alternative, made in EU.

File Management and Sharing

• Gokapi (⭐2.4k) - Lightweight selfhosted Firefox Send alternative without public upload. AWS S3 supported.

Link Shorteners

• tnyr.me - A zero-trust URL shortener with paswordless end-to-end encryption.

Pastebin and Secret Sharing

• dele-to - Open Source. Modern app to share sensitive credentials and secrets securely with client-side AES-256 encryption, zero-knowledge architecture, and automatic self-destruction.

Full Featured Financial Management

• Sure (⭐815) - Open Source and secure OS for your personal finances. Community maintained fork of the archived Maybe (⭐53k) project.

• ezBookkeeping - A lightweight, self-hosted personal finance app with a user-friendly interface and powerful bookkeeping features.

Text to Speech

• Kokoro FastAPI (⭐4k) - Dockerized FastAPI wrapper for Kokoro-82M text-to-speech model w/CPU, ONNX and NVIDIA GPU support, handling, and auto-stitching.

• MeloTTS (⭐7k) - a high-quality multi-lingual text-to-speech library by MIT and MyShell.ai.

Translation

• Linguist - A free and Open Source full-featured translation solution in-browser with embedded offline translator and custom translators. Full-page translation, TTS, dictionary, translation for user input and selected text on page.

30. Awesome Embedded Rust

Community / Community Chat Rooms

• #embassy-rs:matrix.org - For discussion of using async on Embedded Rust using the Embassy ecosystem of crates

Tools / Paid and commercially available materials

• embedded-test (⭐150): A versatile test harness for embedded devices, supporting unit tests, integration tests, async tests, and more.

Driver crates / Other

• AP33772S-rs - I2C - no-std sync and async compatible rust driver for the AP33772S USB C Power Delivery with Extended Power Range I2C chip - github (⭐0) -

no-std crates / WIP

• hayasen (⭐25): An Embedded Rust crate with support for multiple sensors.

• post-haste (⭐7): A no_std, alloc-free async Rust library for creating modular projects.

31. Awesome V

Command-line

• v-terminal-apps (⭐3) - A collection of high-quality terminal applications written in V, including job planner, calculator, notes, file browser, quiz game, budget tracker, P2P chat (WIP), and Pomodoro timer.

• zilch (⭐2) - An entertaining and amusing simulation of an installer.

Editors

• volt (⭐6) - Aims to be a fully featured text editor written entirely in Vlang.

Web

• blobly (⭐0) - Central file server.

32. Awesome Coq

Projects / User Interfaces

• Tree Sitter Rocq (⭐1) - Partial Rocq tree-sitter grammar useful for syntax highlighting in text editors like Helix (⭐41k), but not recommended for full parsing of Rocq code.

Projects / Tools

• Rocqnavi (⭐3) - Fork of coq2html that adds indexes, clickable notations, Markdown and LaTeX formatting in comments, and more.

33. Awesome Vala

Libraries / Data Structures & Data Types

• Libgee - A utility library providing GObject-based interfaces and classes for commonly used data structures (lists, maps, queues, trees, etc.).

34. Awesome Ada

Online Books

• ada-safe-secure - Safe and Secure Software. An invitation to Ada 2012.

Questions and Answers

• discord-ada - Ada Discord server.

Competition

• crate-of-the-year (⭐21) - Yearly prize for the best Alire crate in three categories: general, SPARK and embedded.

Text Modes / Apache License

• doom-ada (⭐16) - Doom Emacs Ada language module with syntax highlighting, LSP and Alire support.

Parsers, Scanners, Linters, Analysers, Interpreters and Prettyprinters / Apache License

• wisitoken - An LALR, LR1, and Packrat parser generator and run-time.

35. Awesome Cmake

Utility Scripts

• fetch_paths.cmake (⭐0) - Lightweight utility to simplify file/directory path retrieval in CMake, supporting dynamic searches and flexible output formats. [MIT]

Other

• SoCMake (⭐32) - CMake based build system for hardware (ASIC, FPGA) and System-on-Chip build automation. [LGPL]

36. Awesome Crystal

Converters

• tssc.cr (⭐4) - Time::Span String Converter (incl. JSON & YAML support)

Project Generators

• crygen (⭐11) - A library that allows to generate the Crystal code

Security

• cyclonedx-cr (⭐4) - CycloneDX SBOM(Software Bill of Materials) generator for Crystal projects

• OWASP Noir (⭐917) - Attack surface detector that identifies endpoints by static analysis

• XSSMaze (⭐30) - XSSMaze is a web service that tests security tools using diverse XSS cases

37. Awesome Php

Table of Contents / Framework Extras

• Filament PHP - A powerful open source UI framework for Laravel.

38. Awesome Ocaml

Concurrency

• Libraries:
  • Eio (⭐661) — effects-based direct-style IO for multicore OCaml.
  • Miou (⭐125) — a simple scheduler for OCaml 5.
  • Lwt — A cooperative threads library for OCaml.
  • Async — A monadic concurrence library to go with the Core library.

39. Awesome Java

Code Generators / Text-Based User Interfaces

• JSpecify Package-Info Generator (⭐1) - Maven plugin that automatically generates package-info.java files with JSpecify annotations (@NullMarked and @NullUnmarked), helping you manage nullness boundaries in your Java projects without manual boilerplate.

Database / Text-Based User Interfaces

• Apache ShardingSphere (⭐21k) - Distributed SQL transaction & query engine that allows for data sharding, scaling, encryption, and more on any database.

Decentralization / Text-Based User Interfaces

• java-tron (⭐4k) Implementation of the Tron Protocol, whic utilizes blockchains to develop decentralized applications.

Imagery / Text-Based User Interfaces

• Barcode-Lib4J (⭐7) - Generates QR Code, DataMatrix, and other 1D/2D barcodes as vector (PDF, EPS, SVG) and raster (PNG, BMP, JPG) images with DPI awareness, high precision, and CMYK color model support.

Miscellaneous / Text-Based User Interfaces

• JBang (⭐25) - JBang makes it easy to use Java for scripting. It lets you use a single file for code and dependency management and allows you to run it directly.

Networking / Text-Based User Interfaces

• gRPC-java (⭐12k) - RPC framework based on protobuf and HTTP/2.

REST Frameworks / Other

• openapi-generator (⭐25k) - Allows generation of API client libraries, SDKs, server stubs, documentation and configuration automatically given an OpenAPI Spec.

Security / Other

• Ayza (⭐555) - High-level SSL configuration builder for configuring HTTP clients and servers with SSL/TLS.

Testing / Frameworks

• selenium (⭐34k) - Browser automation framework and ecosystem.

Testing / Miscellaneous

• junit-pioneer - JUnit 5 extension pack, pushing the frontiers on Jupiter.

Web Frameworks / Mocking

• WebForms Core - A technology for managing HTML tags from the server.

40. Awesome Cl

Expert Systems

• Lisa (⭐127) - a production-quality, forward-chaining expert system shell featuring an optimized implementation of Charles Forgy's Rete algorithm, a highly efficient solution to the difficult many-to-many pattern matching problem. MIT.

• modularize - A modularization framework for Common Lisp. zlib.
  • provides a common interface to segregate major application components.
  • for instance, by adding module definition options you can introduce mechanisms to tie modules together in functionality, hook into each other and so on.
  • acts as a wrapper around defpackage and integrates into ASDF.

• asdf-linguist (⭐34) - Extensions for ASDF for compiling various languages and running various preprocessing tools on files in your project. Expat.
  • Sass, LESS, Myth, C, C++, Fortran, CSS/JS minifiers, ParensScript, Make, CMake, org-mode, pandoc, dot, diita…
  • currently archived and unmaintained.

C, C++

• NEW as of 2025 Cicili (⭐36) - C generator macro-driven language. GPL3.0.
  • "can use lisp libraries to produce compile time content like html, json, sql, ... for inside C generated code".

• crypto-shortcuts - Collection of common crypto shortcuts. zlib.

Persistent object databases

• ubiquitous - A library providing easy-to-use persistent configuration storage. zlib.

Graph databases

• restagraph (⭐0) - an app that dynamically generates REST APIs for a Neo4j database, using a schema defined within the database. GPL3.

JSON

• pantry (⭐4) - client library for the Pantry JSON storage service. BSD.

Parsing html / Isomorphic web frameworks

• 👍 Plump - A lenient HTML/XML parser, tolerant on malformed markup. zlib. Best used with lquery and clss.

YAML

• trivial-extensible-sequences - Portability library for the extensible sequences protocol (SBCL documentation). zlib.

• also cl-containers, cl-data-structures, serapeum

• also cl-containers, cl-data-structures

• Serapeum's hash-table functions: dict etc.

• bst - Binary Search Tree. GPL3.

• cl-freelock (⭐25) - thread-safe, lock-free queues optimized for different use cases and hardware. The library offers three queue types, each designed for specific concurrency patterns and performance requirements.
  • On systems with many cores, cl-freelock demonstrates up to 3.2x performance improvements over competing libraries.

• cl-containers (⭐70) - an extensive library of data structures and utilities - queues, trees, heaps, doubly-linked lists, sets, bags,... MIT
  • and a "standard interface so that they are simpler to use and so that changing design decisions becomes significantly easier".

Objective-C

• cl-nextstep (⭐39) - Cocoa binding for Common Lisp on macOS.

• cocoas - A toolkit library to help deal with CoreFoundation, Cocoa, and objc. zlib.

Miscellaneous

• Trial - Trial is an OpenGL game engine with a heavy focus on modularity. It is supposed to provide a large toolkit of useful bits and pieces from which you can create a game. Custom: zlib with a political clause added.
  • the Kandria game is built with Trial.

• trivial-gamekit (⭐173) – With this small framework you would be able to make simple 2D games: draw basic geometric forms, images and text, play sounds and listen to mouse and keyboard input. MIT.

• Queen.lisp (⭐58) - Chess Utilities For Common Lisp. MIT.
  • board generation (0x88 method), move generation, FEN/SAN/PGN parser and generator, basic evaluation engine.

• trivial-svg (⭐23) - render SVG images to PNG using Vecto and zpb-ttf. 0BSD.

• Qtools - A Qt toolkit, based on CommonQt. zlib Also Qtools-ui (premade UI components), with videos.

• file-select - A library to invoke the native system file dialog to select or create files. Zlib.

Mobile

• ⭐ CCL - Clozure Common Lisp; compiler-only implementation, generates native code. LLGPL.

• CMUCL - An implementation from Carnegie Mellon University. Public domain. SBCL is a fork of CMUCL.

• cl-all - A script to run Lisp snippets in multiple implementations. This allows you to quickly compare implementation behaviour and differences. zlib.

• 👍 serapeum (⭐472) - Another general-purpose utility library. Expat.

Portability layers

• trivial-arguments - A portable library to retrieve the arguments list and argument types of a function. zlib.

• definitions - a general definitions introspection library. It gives you the ability to retrieve definitions or bindings associated with designators such as symbols, packages, and names in general. zlib.

Changing the syntax

• Moonly - Algol-style syntax that transpiles to Common Lisp.
  • not even experimental but pre-experimental. New as of 2025.

Iteration

• Khazern (⭐16) - An implementation of CL:LOOP that can be used in any CL implementation without replacing the core CL:LOOP, is extensible and has a "batteries included" extension system with many useful iteration constructs.

Other books

• Building Problem Solvers (PDF) by Ken Forbus and Johan de Kleer, made available for free by MIT Press - a unique book among standard artificial intelligence texts in combining science and engineering, theory and craft to describe the construction of AI reasoning systems, and including code illustrating the ideas.

HTTP Servers

• portableaserve (⭐9) - an attempt to provide the functionality of Franz.com's AllegroServe web server (⭐197) (open-source but tied to AllegroCL) to other lisp implementations.
  • the system named aserve on Quicklisp.
  • AllegroServe is open-source: LGPL2.1.
  • it provides:
    • HTTP/1.1 compliant web server capable of serving static and dynamic pages.
    • SSL for client an server, web proxy, CGI, chunking, compress and inflate files on the fly,
    • A publish function that builds a page from static and dynamic data and handles caching of the result, with access rights.
  • Allegro's Aserve documentation (⭐197)
  • ! not all AllegroServe tests pass on portableaserve.
  • zaserve (⭐7) - a portable fork of AllegroServe LLGPL.

Web frameworks / Clack plugins

• radiance - A web application environment and framework . zlib.

Querying HTML/DOM, web scraping / Isomorphic web frameworks

• 👍 lquery - A jQuery-like HTML/DOM manipulation library. zlib.

URI and IP handling / Isomorphic web frameworks

• cl-slug (⭐2) - a small library to make slugs, mainly for URIs, transform in CamelCase, remove accentuation and punctuation, for english and beyond. LLGPL.

Javascript / Isomorphic web frameworks

• SLip - an aspiring Common Lisp environment in the browser.
  • Self-hosting compiler, TCO, CLOS, structures, conditions, loop and format, JavaScript "FFI", green threads…
  • in-browser development environment inspired by Emacs and Slime based on Ymacs.
  • Live demo!

Deployment / Hosting platforms

• Nearly Free Speech - 25+ programming languages, pay for what you use.
  • SBCL and GNU CLISP

Others / Web project skeletons and generators

• LASS - Lisp Augmented Style Sheets. Largely inspired by SASS. Zlib.

• find-port (⭐0) - Programmatically find open ports. MIT.

• dns-client - DNS record client. See documentation. zlib.

Others / Email

• parcom/email (⭐80) - types and parsers for RFC5322 email addresses. The implementation is RFC-compliant and particularly memory-efficient for well-behaved addresses.
  • NEW As of 2025

Others / Third-party APIs

• pirá (⭐26) - Unofficial AWS SDK for Common Lisp.
  • "Pirá is a modern, unofficial AWS SDK for Common Lisp built on the Smithy protocol framework. It provides comprehensive coverage of AWS services through auto-generated client code from official AWS service models."
  • Supports 400+ AWS services
  • Multiple Protocols: REST-JSON, REST-XML, AWS Query, EC2 Query, and AWS JSON.

• tooter - a client library implementing the full v1 REST API protocol for Mastodon. zlib.

• humbler - A Tumblr API interface. zlib.

• multiposter - post to multiple services simultaneously. zlib.

Event processing / Third-party APIs

• simple-tasks - A very simple task scheduling framework. zlib.
  • saves the return values and the task environment in case of failure, so we can inspect it later.

• deeds - Deeds is an Extensible Event Delivery System. It allows for efficient event delivery to multiple handlers with a complex event filtering system. zlib.

Readline, ncurses and other graphical TUI helpers / Third-party APIs

• 🔥 cl-tuition (⭐95) - A Common Lisp library for building rich, responsive TUIs. MIT.
  • model-view-update Elm architecture, reusable widgets (text input, spinner, progress bar…), mouse support, layout helpers…

• cl-termbox2 (⭐10) - Termbox2 (⭐597) bindings.
  • "termbox2 is a terminal I/O library for creating TUIs. It is a slim alternative to the ubiquitous ncurses library. Unlike ncurses, it has a tighter API, and comes with built-in support for popular terminals if a terminfo db is not present on the system."

• text-draw - Toolkit to draw graphics using pure Unicode text only: boxes, backgrounds, checkboxes and radio buttons, lines, arrows, tables, trees… zlib.

Shells, shells interfaces / Third-party APIs

• Lish - lish may someday be a lisp shell. GPL3.
  • supports tab-completion of executables in the path and Lisp symbols, allows to write and to mix shell commands and Lisp code, has a tiny REPL and an interactive debugger, and more.

Emacs / Third-party APIs

• sly-mrepl-db - from the debugger, evaluate expressions in a REPL with frame context (and not only in the minibuffer).

Lem / Third-party APIs

• 🚀 Rooms: Lem on the cloud (video presentation)
  • "Rooms is a product that runs Lem, a text editor created in Common Lisp, in the Cloud and can be used by multiple users."
  • NEW as of April, 2024.

LispWorks / Third-party APIs

• lw-rich-text - LispWorks panes with support for HTML-like markup.

Online editors / Third-party APIs

• trivial-sanitize - clean html strings: "<a>foo</a>" → "foo". LLGPL.

• Parachute - An extensible and cross-compatible testing framework. With test dependencies, conditions, fixtures and restarts. zlib.

• CLUnit2 - A unit testing library. MIT.

• testiere - a testing utility where tests are included at the top of a defun/t form. They are run when you recompile your functions interactively. With mocking and stubbing support. GPL3.
  • testiere-mode (⭐3) for Emacs, to hide and show the #+testiere section.

Caching (serialization) / Third-party APIs

• cl-naive-store - a naive persisted, in memory (lazy loading), indexed, document store for Common Lisp. MIT.
  • see the introductory blog post
  • dare we add: used in production by the author's company (ASTN Group, see awesome-lisp-companies)

Compression / decompression / Third-party APIs

• zippy - A ZIP archive format library based on 3bz. zlib.

Date and time / Third-party APIs

• fuzzy-dates - A library to fuzzily parse date and time strings. Zlib.

Data validation / Third-party APIs

• ratify - A collection of utilities to ratify, validate and parse inputs. zlib.

Developer utilities / Third-party APIs

• trivial-benchmark - Tiny benchmarking library. zlib.
  • a similar macro (benchmark) is part of trivial-time (⭐6), providing support for more implementations (ABCL, Allegro, CCL, CLISP, ECL).
  • Indeed, most trivial-benchmark's metrics are only implemented on SBCL. On other implementations, it measures real and user-space time (and not bytes allocated (it does for ECL), system run-time or GC run-time).

Documentation builders / Third-party APIs

• Staple - a tool to generate documentation pages using an HTML template. Uses the existing README, adds docstrings, crossreferences and links to the CLHS. zlib.

• 🟢 [NEW in 2025] HyperDoc - scientific publications that combine code, data, and computed results with explanatory text, and software documentation that is an integral part of a software system, rather than a pile of documents remaining outside of it.

Files and directories / Third-party APIs

• pathname-utils - A collection of utilities to help with pathname operations. zlib.
  • filesystem-utils - deal with common problems with filesystems, such as listing files, probing file types, determining default directories, etc.
  • no dependencies, doesn't access the filesystem.
  • file-attributes - access to common file attributes (uid, gid, permissions, ctime, mtime, atime).

• file-finder (⭐15) - File-object finder Common Lisp library. Enable rapid file search, inspection and manipulation. GPL3.

• mmap - Portable mmap file memory mapping utility library. zlib.

• trivial-glob (⭐12) - Shell-style glob pattern matching and filesystem globbing for Common Lisp. MIT.
  • (glob "**/*.lisp")

• file-notify - a cross-platform library for file change detection. zlib.

Git / Third-party APIs

• git-api - Common Lisp library to access a git repository. It doesn't need git or libgit installed. BSD.

i18n / Third-party APIs

• cl-i18n - an i18n library. Load translations from GNU gettext text or binary files or from its native format. Localisation helpers of plural forms. LLGPL.

• fluent (⭐18) - implementation of Fluent (⭐1.6k), a modern localisation system. MPL-2.0.

• oxenfurt - A client library for the Oxford dictionary API. zlib.

PDF / Third-party APIs

• cl-pslib - a (thin) wrapper around the pslib library for generating PostScript files. Also cl-pslib-barcode. LLGPL.

System interface / Third-party APIs

• machine-state - Retrieve machine state information about CPU time, memory usage, thread processing time, etc.

41. Awesome D

Getting Help

• D on Discord - Another very active community for D discussions and questions.

People

• Andrei Alexandrescu, PhD - C++ guru. Author of The D Programming Language and Modern C++ Design. With Walter Bright, Andrei co-designed many important features of D and authored a large part of D's standard library. Andrei works as a trainer in advanced C++ programming and algorithms and is now actively evangelizing D in the organization.

Organizations

• sociomantic labs - Berlin based company specializing in real-time bidding for online advertising. Main sponsor of the annual D language conference. Has open-sourced large parts of their codebase as part of the tsunami organization.

• HuntLabs - A technology group using DLang. Have pure D language implementation of quickly develop server-side applications and build distributed system services.

Books

• D Cookbook - A recipe-packed reference guide filled with practical tasks that are concisely explained to develop and broaden the user's abilities with the D programming language. by Adam D. Ruppe. Here is an interesting review of the book.

• Learning D - This book is intended for those with some background in a C-family language who want to learn how to apply their knowledge and experience to D. (...) This book will help you get up to speed with the language and avoid common pitfalls that arise when translating C-family experience to D.

• D Web Development - Whether you are new to the world of D, or already have developed applications in D, or if you want to leverage the power of D for web development, then this book is ideal for you.

Tutorials

• OpenGL tutorials (⭐0) - OpenGL tutorials in D.

IDEs & Editors

• ide-d - Pulsar (fork of Atom) extension for D using serve-d

Lexers, Parsers & Generators

• Pegged (⭐544) - A Parsing Expression Grammar (PEG) module written in D.

Operating Systems

• SerpentOS - Snek factory

CLI Applications

• Soulfind (⭐35) - Soulseek server implementation in D.

GUI Libraries

• minigui (⭐548) - A smallish GUI widget library, aiming to be on par with at least HTML4 forms and a few other expected gui components.

• microui-d (⭐10) - A tiny immediate-mode UI library.

Game Bindings

• sokol-d (⭐22) - D bindings for the sokol headers.

Configuration / Language Processing

• sdlang (⭐121) - An SDL (Simple Declarative Language) library for D.

42. Awesome R

Network Analysis

• CRAN Task View NetworkAnalysis - CRAN Task View on network analysis resources

• manynet - Tools for making and modifying many different types of networks.

• autograph - Automagic plotting of network graphs and models.

43. Awesome Cpp

CLI

• Argy (⭐20) - Command-Line Argument Parsing Library for Modern C++ — Simple, Intuitive, and Header-only with Zero Dependencies [MIT]

Containers

• librb (⭐13) - C implementation of ring (circular) buffer, with full thread awareness that allows for concurrent read/write and can automatically grow in size when needed. [BSD] website

CSV

• zsv (⭐339) - The world's fastest (simd) CSV parser, with an extensible CLI. [MIT]

Database

• sqlgen (⭐152) - A reflection-based ORM and SQL query generator for C++-20, similar to Python's SQLAlchemy/SQLModel or Rust's Diesel. [MIT]

Data visualization

• mathplot (⭐26) - C++ header-only graphing and data visualization with modern OpenGL. [Apache-2.0] website

Game Engine

• IX-Ray Platform (⭐285) - Fork of X-Ray 1.6 engine that aims to improve gaming experience and simplify development of modifications. [Modified MIT/non-commercial only]

Image Processing

• PlutoFilter (⭐195) - A single-header, zero-allocation image filter library in C. [MIT]

Math

• libfixmath (⭐832) - Cross Platform Fixed Point Maths Library. [MIT]

• mexce (⭐1) - A single-header, dependency-free JIT compiler for scalar mathematical expressions that generates optimized x87 FPU machine code. [BSD]

• OMath (⭐144) - Cross-platform modern general purpose math library written in C++23 that suitable for cheat/game development. [ZLIB]

• sebsjames/maths (⭐4) - A templated C++20 math library which emphasizes convenience and pleasure for the client programmer (used in mathplot (⭐26)). [Apache2] website

Regular Expression

• TRE (⭐866) - The approximate regex matching library and agrep command line tool. [BSD-2-Clause]

Scientific Computing

• volesti (⭐176) - High dimensional sampling from truncated distributions, convex optimization and volume computation.

Sorting

• x86-simd-sort (⭐983) - C++ template library for high performance SIMD based sorting algorithms. [BSD-3-Clause]

Compiler

• Fil-C - a fanatically compatible memory-safe implementation of C and C++.

Coding Standards

• Autosar C++ 2014

Websites

• cppstat - A site that lists C++ features and their support by compilers and standard library implementations in an accessible way.

44. Awesome Elm

Inspired by Elm / Games

• Flame (⭐312) - A library that provides The Elm Architecture in PureScript.

• Hyperapp (⭐19k) - A library that provide The Elm Architecture in JavaScript.

• Indigo - Indigo is an Elm-inspired game engine for Scala.js.

• Lustre (⭐1.9k) - A library that provides The Elm Architecture in Gleam.

• Miso (⭐2.3k) - A library that provides The Elm Architecture in Haskell.

• Mobius (⭐1.3k) - Elm-like abstractions for android apps, created by Spotify.

• React-tea-cup (⭐27) - A thin library that provides The Elm Architecture in react, used by IBM.

• Roc (⭐5.3k) - A language that targets WebAssembly and machine code inspired by Elm.

• Sauron (⭐2.1k) - A library that provides The Elm Architecture in Rust targeting the web.

45. Awesome Elixir

Artificial Intelligence

• Jido (⭐711) - Autonomous agent framework for Elixir. Built for distributed, autonomous behavior and dynamic workflows.

• ReqLLM (⭐288) - LLM Client supporting over 100+ LLM Providers and Models

Macros

• then (⭐3) - Simple way to set after-function callback.

46. Awesome Ruby

Authorization

• Rabarber (⭐181) - Simple role-based authorization for Rails with multi-tenancy support.

Boilerplates & UI Kits

• Jumpstart - The Ruby on Rails SaaS template to save you months of development time.

• Rails Blocks - Delightful UI components for your Rails app that use Tailwind CSS & Stimulus controllers.

• Speedrail (⭐291) - A free Rails 8 app template: Devise auth, Stripe billing, Tailwind CSS, admin panel, SEO helpers, etc.

• Wheel (⭐260) - Rails application template to build Rails applications faster.

Date and Time Processing

• Jekyll-Timeago (⭐154) - A Ruby library to compute distance of dates in words, with localization support, alternative styles, CLI and Jekyll support.

Geolocation

• IP2Location.io (⭐6) - A Ruby SDK allows user to query for an enriched data set based on IP address and provides WHOIS lookup api that helps users to obtain domain information.

Search

• typesense-ruby (⭐108) - Ruby client for Typesense, a fast, typo-tolerant search engine.

47. Awesome Go

Actor Model

• asyncmachine-go/pkg/machine (⭐156) - Graph control flow library (AOP, actor, state-machine).

Audio and Music

• beep (⭐2.2k) - A simple library for playback and audio manipulation.

• go-mpris (⭐19) - Client for mpris dbus interfaces.

• play (⭐505) - Command-line audio player that supports multiple formats including WAV, MP3, OGG, and FLAC.

Authentication and Authorization

• go-githubauth (⭐26) - Utilities for GitHub authentication: generate and use GitHub application and installation tokens.

• go-iam (⭐24) - Developer-first Identity and Access Management system with a simple UI.

• go-jwt (⭐14) - JWT authentication package providing access tokens and refresh tokens with fingerprinting, Redis storage, and automatic refresh capabilities.

• spicedb (⭐6.2k) - A Zanzibar-inspired database that enables fine-grained authorization.

Blockchain

• nview (⭐35) - Local monitoring tool for a Cardano Node. It's a TUI (terminal user interface) designed to fit most screens.

Standard CLI

• flash-flags (⭐9) - Ultra-fast, zero-dependency, POSIX-compliant flag parsing library that can be used as drop-in stdlib replacement with security hardening.

• orpheus (⭐23) - CLI framework with security hardening, plugin storage system, and production observability features.

• structcli (⭐5) - Eliminate Cobra boilerplate: build powerful, feature-rich CLIs declaratively from Go structs.

Configuration

• argus (⭐154) - File watching and configuration management with MPSC ring buffer, adaptive batching strategies, and universal format parsing (JSON, YAML, TOML, INI, HCL, Properties).

• azureappconfiguration (⭐5) - The configuration provider for consuming data in Azure App Configuration from Go applications.

• enflag (⭐34) - Container-oriented, zero-dependency configuration library that unifies Env variable and Flag parsing. Uses generics for type safety, without reflection or struct tags.

• go-config (⭐4) - Simple and convenient library for working with app configurations.

Continuous Integration

• go-test-coverage - A GitHub Action which reports issues when test coverage is below set threshold.

CSS Preprocessors

• go-css (⭐86) - A very simple CSS parser, written in Go.

Iterators

• gloop (⭐24) - Convenient looping using Go's range-over-func feature.

Maps

• concurrent-swiss-map (⭐258) - A high-performance, thread-safe generic concurrent hash map implementation with Swiss Map.

• hmap (⭐0) - HMap is a concurrent and secure, generic support Map implementation designed to provide an easy-to-use API.

Queues

• list (⭐10) - A generic, thread-safe doubly linked list with full iterator support and an intrusive singly linked list for embedded use; a feature-rich replacement for container/list.

Trees

• graphlib (⭐3) - Topological sort lib,Sorting and pruning of DAG graphs.

Caches

• go-gcache (⭐12) - The generic version of GCache, cache support for expirable Cache, LFU, LRU and ARC.

• jetcache-go (⭐523) - Unified Go cache library supporting multi-level caching.

SQL Query Builders

• obreron (⭐11) - Fast and cheap SQL builder which does only one thing, SQL building.

Date and Time

• go-faketime (⭐5) - A simple time.Now() that honors the faketime(1) utility.

Distributed Systems

• oras (⭐2k) - CLI and library for OCI Artifacts in container registries.

Financial

• dec128 (⭐35) - High performance 128-bit fixed-point decimal numbers.

• gobl (⭐227) - Invoice and billing document framework. JSON Schema based. Automates tax calculations and validation, with tooling to convert into global formats.

Forms

• roamer (⭐5) - Eliminates boilerplate code for parsing HTTP requests by binding cookies, headers, query params, path params, body to structs and more by using simple tags.

Functional

• FuncFrog (⭐283) - Functional helpers library providing Map, Filter, Reduce and other stream operations on generic slices Go1.18+ with lazy evaluation and error handling mechanisms.

Game Development

• Pi (⭐53) - Game engine for creating retro games for modern computers. Inspired by Pico-8 and powered by Ebitengine.

Geographic

• borders (⭐0) - Detects image borders and converts to GeoJSON for GIS operations.

Go Compilers

• cxgo (⭐375) - Transpile C code to Go code.

Goroutines

• anchor (⭐2) - Library to manage component lifecycle in microservice architectures.

Images

• nativewebp (⭐367) - Go native WebP encoder with zero external dependencies.

Job Scheduler

• go-job (⭐0) - A flexible and extensible job scheduling and execution library for Go.

• go-scheduler (⭐31) - Job scheduler supporting standard cron expressions, custom descriptors, intervals, and task dependencies.

Logging

• timberjack (⭐97) - Rolling logger with size-based, time-based, and scheduled clock-based rotation, supporting compression and cleanup.

Messaging

• varmq (⭐171) - A storage-agnostic message queue and worker pool for concurrent Go programs.

Microsoft Excel

• cellwalker (⭐3) - Virtually traverse Excel cell by cell's name.

Dependency Injection

• Go-Spring (⭐73) - A high-performance Go framework inspired by Spring Boot, offering DI, auto-configuration, and lifecycle management while maintaining Go's simplicity and efficiency.

• godi (⭐62) - Microsoft-style dependency injection for Go with scoped lifetimes and generics.

• parsley (⭐31) - A flexible and modular reflection-based DI library with advanced features like scoped contexts and proxy generation, designed for large-scale Go applications.

Uncategorized

• fake-useragent (⭐12) - Up-to-date simple useragent faker with real world database in Golang

• purego (⭐3.1k) - A library for calling C functions from Go without Cgo.

Networking

• go-pcaplite (⭐7) - Lightweight live packet capture library with HTTPS SNI extraction.

HTTP Clients

• Grequest (⭐9) - Simple and lightweight golang package for http requests. based on powerful net/http

Package Management

• modup (⭐59) - Terminal UI for Go dependency updates with outdated module detection and selective upgrading.

Performance

• ebpf-go (⭐7.3k) - Provides utilities for loading, compiling, and debugging eBPF programs.

Security

• SafeDep/vet (⭐847) - Protect against malicious open source packages.

• urusai (⭐175) - Urusai ("noisy" in Japanese) is a Go implementation of a random HTTP/DNS traffic noise generator that helps protect privacy by creating digital smokescreens while browsing.

Server Applications

• OpenRun (⭐700) - Open-source alternative to Google Cloud Run and AWS App Runner. Easily deploy internal tools across a team.

Stream Processing

• gostream (⭐170) - Type-safe stream processing library inspired by the Java Streams API.

• ro (⭐521) - Reactive Programming: declarative and composable API for event-driven applications.

• StreamSQL (⭐50) - A lightweight streaming SQL engine for real-time data processing.

Template Engines

• templator (⭐7) - A type-safe HTML template rendering engine for Go.

Testing Frameworks

• arch-go (⭐233) - Architecture testing tool for Go projects.

• go-httpbin (⭐773) - HTTP testing and debugging tool with various endpoints for client testing.

Mock

• connexions (⭐3) - Combine multiple APIs with meaningful responses, configurable latency and error codes based on OpenAPI 3.0 specifications and files.

• mockfs (⭐5) - Mock filesystem for Go testing with error injection and latency simulation, built on testing/fstest.MapFS.

• moxie - Generate mock methods on embedded structs.

Utilities

• abstract (⭐1) - Abstractions and utilities to get rid of boilerplate code in business logic.

• boring (⭐1.1k) - Simple command-line SSH tunnel manager.

• contem (⭐2) - Drop-in context.Context replacement for graceful shutdown Go applications.

• rate (⭐162) - High-performance rate limiting library with token bucket and AIMD strategies.

• release (⭐13) - CLI for Keep-a-changelog formatted changelogs.

• retro (⭐3) - Handy retry-on-error library with extensive flexibility (backoff strategies, caps, etc).

• sqlz (⭐8) - Extension for the database/sql package, adding named queries, struct scanning, and batch operations.

Video

• hls-m3u8 (⭐29) - Parser and generator for HLS (M3U8) playlists; kept up to date with the spec.

Web Frameworks

• Barf (⭐105) - Basically, A Remarkable Framework for building JSON-based web APIs. It is entirely unobtrusive and re-invents no wheel. It is crafted such that getting started is easy and quick while being flexible enough for more complex use cases.

• go-api-boot (⭐35) - A gRpc-first micro-service framework. Features include ODM support for Mongo, cloud resource support (AWS/Azure/Google), and a fluent dependency injection which is customized for gRpc. Additionally, grpc-web is supported directly, enabling browser access to all gRpc APIs without a proxy.

• Xun (⭐91) - Web framework built on Go's built-in html/template and net/http package’s router. It is designed to be lightweight, fast, and easy to use while providing a simple and intuitive API for building web applications with advanced features such as middleware, routing, and template rendering.

DevOps Tools / Libraries for creating HTTP middlewares

• chaosmonkey (⭐16k) - A resiliency tool that helps applications tolerate random instance failures.

• docker-volume-backup (⭐3.1k) - Backup Docker volumes locally or to any S3, WebDAV, Azure Blob Storage, Dropbox or SSH compatible storage.

• goma-gateway (⭐136) - A Lightweight API Gateway and Reverse Proxy with declarative config, robust middleware, and support for REST, GraphQL, TCP, UDP, and gRPC.

• k0s (⭐5.6k) - Zero Friction Kubernetes distribution.

• k9s (⭐32k) - Kubernetes CLI to manage your clusters in style.

• podman-tui (⭐966) - Terminal UI for Podman management.

• sigma (⭐172) - OCI-native container image registry, support OCI-native artifact, scan artifact, image build etc.

Other Software / Libraries for creating HTTP middlewares

• bluetuith (⭐1.2k) - TUI Bluetooth manager for Linux.

Free e-books / Libraries for creating HTTP middlewares

• The Little Go Book (⭐2.3k)

Websites / Libraries for creating HTTP middlewares

• Libs.tech – Awesome Go libraries and hidden gems

48. Awesome Rust

Applications / Productivity

• CookCLI (⭐1k) - Command-line recipe manager with web server, shopping lists, and meal planning capabilities.

• flusterIO/fluster (⭐108) - An all-in-one note taking application built for STEM students and professionals.

• graves/awful_aj (⭐11) [awful_aj] - A CLI for working with OpenAI-compatible APIs, YAML templates for prompt engineering and a built in Vector Database for persistent memories.

• kruseio/hygg (⭐205) [hygg] - 📚 Simplifying the way you read. Minimalistic Vim-like TUI document reader.

Applications

• Andromeda (⭐727) - JavaScript & TypeScript runtime built from the ground up in Rust 🦀 and powered by The Nova Engine.

• qiluo-admin (⭐150) - An enterprise-grade rapid development platform (Axum + SeaORM + JWT + VUE3, supports MySQL/Postgres/SQLite)

• rkik (⭐50) - CLI tool designed for stateless and passive NTP inspection, just as dig or ping are for DNS and ICMP. It supports async requests and continuous monitoring.

• run (⭐854) [run-kit] - Universal multi-language runner and smart REPL (25+ languages: Python, JS, Go, C, etc.).

• Typst (⭐48k) - A markup-based typesetting system

Applications / Audio and Music

• tunein-cli (⭐75) - Browse and listen to thousands of radio stations across the globe right from your terminal

Applications / Database

• dsplce-co/supabase-plus (⭐58) [supabase-plus] - A batteries-included command-line utility that extends the official Supabase CLI

• RustFS (⭐12k) [RustFS] - 🚀 RustFS is an open-source,S3-compatible high-performance object storage system supporting migration and coexistence with other S3-compatible platforms such as MinIO and Ceph.

• tsink (⭐183) - Embedded time-series database for Rust

Applications / File manager

• FileSSH (⭐158) - A fast and easy to use TUI to manage files on a remote server, including quick SSH session creation, in-place file editing and more!

Applications / Games

• GitType (⭐724) - A CLI code-typing game that turns your source code into typing challenges

Applications / Message Queue

• Rmqtt (⭐824) - MQTT Server/MQTT Broker — Scalable distributed MQTT message broker for IoT in the 5G era.

Applications / Security tools

• biandratti/huginn-net (⭐123) - Multi-protocol passive network fingerprinting combining p0f TCP and JA4 TLS analysis for OS and application detection

• domcyrus/rustnet (⭐1.4k) - Cross-platform network monitoring TUI with process identification via eBPF/PKTAP and deep packet inspection

• mongodb/kingfisher (⭐627) - A blazingly fast tool for secret detection and live validation across files, Git repos, S3, Jira, and Confluence

• reaction - Scan logs and take action: an alternative to fail2ban

Applications / System tools

• anylinuxfs (⭐772) - CLI tool for mounting any linux-supported filesystem on a Mac - using NFS with a microVM

• deshaw/procfd (⭐61) [procfd] - Linux lsof replacement to list open file descriptors for processes

• topheman/webassembly-component-model-experiments (⭐47) - WebAssembly Component Model based REPL with sandboxed multi-language plugin system

Applications / Utilities

• cartesiancs/vessel (⭐291) - C2 (Command & Control) software for orchestrating physical devices.

• restsend/rustpbx (⭐360) - Software-Defined SIP Proxy including register, presence, b2bua. alternative to Freeswitch/FreePBX.

Applications / Web

• SinTan1729/Chhoto URL (⭐622) - A simple, blazingly fast, selfhosted URL shortener with no unnecessary features.

• Stoatchat (⭐1.8k) - User-first chat platform built with modern web technologies.

Applications / Workflow Automation

• dali-benothmen/cronflow (⭐55) - Cronflow is a high-performance, developer-focused workflow automation library that lets you build and orchestrate complex, scalable automation workflows fully in code.

Development tools / Workflow Automation

• VT Code - Terminal coding agent that pairs a modern TUI with deep, semantic code understanding powered by tree-sitter and ast-grep.

Development tools / Build system

• Fleet (⭐2.4k) [fleet-rs] - The blazing fast build tool for Rust.

Development tools / Embedded

• Development Tools
  • Vaishnav-Sabari-Girish/ComChan (⭐62) - A minimal serial monitor with plotter TUI.

Development tools / Profiling

• pawurb/hotpath (⭐1.1k) - A simple profiler that shows exactly where your code spends time and allocates

Development tools / Services

• deepwiki-rs (⭐473) - Transform your codebase into professional architecture documentation.

Libraries / Artificial Intelligence

• chelsea0x3b/dfdx (⭐1.9k) - CUDA accelerated machine learning framework that leverages many of Rust's unique features.

• openai/harmony (⭐4k) [openai-harmony] - Renderer for the harmony response format to be used with gpt-oss.

Libraries / Automotive

• oxibus/can-dbc (⭐94) [can-dbc] - A parser for the DBC format

Libraries / Command-line

• TUI
  • AppCUI (⭐346) [appcui] - A full-featured, cross-platform TUI/CUI framework in Rust, with built-in widgets, layout control, animations, Unicode and theming support.
  • BearLibTerminal
    • cfyzium/bearlibterminal (⭐32) [bear-lib-terminal] - BearLibTerminal (⭐74) bindings
  • ccbrown/iocraft (⭐985) [iocraft] - A crate for beautiful, artisanally crafted CLIs, TUIs, and text-based IO.
  • gyscos/Cursive (⭐4.7k) [cursive] - build rich TUI applications
  • ivanceras/titik (⭐122) - a crossplatform TUI widget library with the goal of providing interactive widgets
  • ncurses
    • ihalila/pancurses (⭐410) [pancurses] - curses library, supports linux and windows
    • jeaye/ncurses-rs (⭐692) [ncurses] - ncurses bindings
  • ogham/rust-term-grid (⭐68) [term_grid] - Library for putting things in a grid
  • ratatui-org/ratatui (⭐16k) [ratatui] - Library that's all about cooking up terminal user interfaces (TUIs)
  • redox-os/termion (⭐2.2k) [termion] - bindless library for controlling terminals/TTY
  • ruterm - tiny & simple library for working with TTY
  • Termbox
    • gchp/rustbox (⭐470) [rustbox] - bindings to Termbox (⭐2k)
  • TimonPost/crossterm (⭐3.8k) [crossterm] - crossplatform terminal library

Libraries / Concurrency

• NikitaSmithTheOne/rate-limiters-rs (⭐6) [rate-limiters] - Rust library for rate limiting (Leaky Bucket, Token Bucket, Fixed/Sliding Window)

Libraries / Configuration

• leptonyu/cfg-rs (⭐48) [cfg-rs] - A Configuration Library for Rust Applications.

Libraries / Cryptography

• rust-openssl (⭐1.6k) - OpenSSL bindings

Libraries / Data processing

• GoPlasmatic/datalogic-rs (⭐47) [datalogic-rs] - High-performance, type-safe JSONLogic evaluation engine in Rust, ideal for business rules and dynamic filtering.

• pathwaycom/pathway (⭐50k) - Performant open-source Python ETL framework with Rust runtime, supporting 300+ data sources.

Libraries / Data structures

• bilinearlabs/rs-merkle-tree (⭐219) - Merkle tree implementation in Rust with configurable storage backends and hash functions. Fixed depth and incremental only. Optimized for fast proof generation.

Libraries / Database

• VennDB [venndb (⭐123)] - An append-only in-memory database in Rust for rows queried using bit (flag) columns.

Libraries / Finance

• kand-ta/kand (⭐236) [kand] - A Modern, High-Performance Technical Analysis Library in Rust, Python, and JS/TS(WASM).

Libraries / Game development

• SDL [sdl]
  • brson/rust-sdl (⭐181) - SDL1 bindings
  • Rust-SDL2/rust-sdl2 (⭐2.9k) - SDL2 bindings

Libraries / Geospatial

• apache/sedona-db (⭐336) - SedonaDB is a geospatial DataFrame library written in Rust.

Libraries / Network programming

• HTTP
  • deboa - A friendly http client on top of hyper with several addoons, serialization formats and macros. []
  • Hurl (⭐18k) - Run and test HTTP requests with plain text and libcurl

• SIP
  • restsend/rsipstack (⭐137) - A RFC 3261 compliant SIP stack

Libraries / Parsing

• slimreaper35/dockerfile-parser-rs (⭐1) [dockerfile-parser-rs] - Dockerfile parsing library and CLI tool

Libraries / Web programming

• HTTP Server
  • branca - Implementation of Branca for Authenticated and Encrypted API tokens.
  • c410-f3r/wtx (⭐326) - Low and high level HTTP/2 server
  • carllerche/tower-web (⭐981) [tower-web] - A fast, boilerplate free, web framework
  • Cot (⭐835) - The Rust web framework for lazy developers.
  • GildedHonour/frank_jwt (⭐251) - JSON Web Token implementation.
  • Gotham (⭐2.3k) - A flexible web framework that does not sacrifice safety, security or speed.
  • Graphul (⭐453) - An Express-inspired web framework.
  • handlebars-rust (⭐1.4k) - an Iron web framework middleware.
  • hyperium/hyper (⭐16k) - an HTTP implementation
  • Iron (⭐6.1k) - A middleware-based server framework
  • Juniper (⭐5.9k) - GraphQL server library
  • miketang84/sapper (⭐618) - A lightweight web framework built on async hyper.
  • Nickel (⭐3k) - inspired by Express
  • plabayo/rama (⭐842) - A modular service framework to move and transform your network packets, can also be used to fingerprint incoming clients
  • poem-web/poem (⭐4.3k) - A full-featured and easy-to-use web framework.
  • Rustless (⭐620) - A REST-like API micro-framework inspired by Grape (⭐10k) and Hyper (⭐16k)
  • Salvo (⭐3.9k) - an easy to use webframework base on hyper and tokio.
  • Saphir (⭐91) - A progressive web framework with low-level control, without the pain.
  • seanmonstar/warp (⭐10k) - A super-easy, composable, web server framework for warp speeds.
  • tiny-http (⭐1.1k) - Low level HTTP server library
  • tomaka/rouille (⭐1.2k) - Web framework
  • Zino (⭐1.1k) - Next-generation framework for composable applications

Resources / Web programming

• Arts
  • 🦀 Free Ferris Pack 🦀 (⭐183) - Pack of 50+ Free Ferris illustrations with different emotions, poses and situations in PNG and SVG licensed under CC0

49. Awesome Micropython

IDEs / SRAM

• Embedible - an AI hardware copilot that helps you design, wire, and code MicroPython projects for ESP32 and Raspberry Pi Pico W.

Communications / Cryptography

• usigv4 (⭐2) - A minimal aws signature version 4 (SigV4) implementation for micropython/embedded use.

Communications / Object Storage

• uminio (⭐0) - MicroPython library to upload files into a MinIO object storage server.

Sensors / Light

• bh1750.py (⭐1) - MicroPython BH1750 ambient light sensor driver.

50. Awesome Django

Third-Party Packages / APIs

• strawberry-django (⭐480) - Django integration with Strawberry, a GraphQL library designed for modern development

Third-Party Packages / Dependency Injection

• Wireup (⭐233) - Dependency Injection for Django

Third-Party Packages / Templates

• django-suspense (⭐12) - Easy way to display a fallback in templates until children have finished loading (like React).

Projects / Boilerplate

• BH2 - Get a new Django site started in a Djiffy

51. Awesome Python Typing

Static type checkers

• PyCharm - IDE for Professional Developers.

Tools / Mypy plugins

• NumPy - Plugin for NumPy support.

52. Awesome Python

Data Analysis

• desbordante (⭐430) - An open source data profiler for complex pattern discovery.

GUI Development

• Flet - Cross-platform GUI framework for building modern apps in pure Python. Run on Windows, macOS, Linux, Android, iOS, and the Web.

Serialization

• toonify (⭐224) - A compact, human-readable serialization format that reduces LLM token usage by 30-60% compared to JSON.

53. Awesome Swift

Audio

• FluidAudio (⭐931) - SDK for real-time speaker diarization and identification on iOS/macOS, with CoreML models converted directly from PyTorch to leverage Apple Neural Engine for better performance on older devices.

54. Awesome Fp Js

Libraries

• iterflow (⭐1) - Powerful iterator utilities for TypeScript with statistical operations, windowing, and lazy evaluation. +TS

55. Awesome Npm

Registry

• RepoFlow - A simple and easy-to-use package management platform, available for both cloud and self-hosted deployments.

56. Awesome Javascript

Package Managers

• bun - Bun is a fast JavaScript all-in-one toolkit.

Type Checkers

• Yup (⭐24k) - JavaScript schema builder and validator.

Reactive Programming / Runner

• stunk (⭐157) A framework-agnostic state management library that keeps your app’s state clean and simple. It uses a fine-grained state model, breaking state into independent, manageable chunks.

Code highlighting / Runner

• shiki (⭐12k) - Code highlighter powered by VS Code TextMate grammars. Accurate, themeable, works in Node or browser, great for JS and TS.

SDK / Other

• Stripe Node.js SDK (⭐4.3k) - Stripe Node.js SDK lets you integrate payments, subscriptions, and billing into your JavaScript/TypeScript apps.

ORM / Other

• Objection.js (⭐7.3k) A SQL-friendly ORM for Node.js built on top of Knex.js, with powerful relational support.

Generative AI / Other

• KaibanJS (⭐1.3k) - KaibanJS is an open-source framework browser-compatibility of orchestration of multi-agent ai systems using a Kanban-inspired architecture.

57. Awesome Arcgis Developers

APIs and SDKs

• Integrations & Plugins (third-party libraries):
  • ArcGIS integrations with CesiumJS - Guide and tutorials to help you start build mapping applications with CesiumJS and ArcGIS.
  • ArcGIS integrations with MapLibre GL JS - Learn how to connect MapLibre GL JS apps with ArcGIS services using the Esri-maintained ArcGIS MapLibre plugin and ArcGIS REST JS, including tutorials, API references, and sample code.
  • ArcGIS integrations with OpenLayers - Guide and tutorials to help you start building web apps with OpenLayers and ArcGIS location services.
  • ArcGIS integrations with Leaflet - Learn how to connect Leaflet apps with ArcGIS services using the Esri-maintained Esri Leaflet plugin and ArcGIS REST JS, including tutorials, API references, and sample code.
  • Esri-gl (⭐7) - A community-maintained plugin that enables the use of ArcGIS services in Mapbox GL JS and MapLibre GL JS applications.

ArcGIS location services

• Elevation service - Get the vertical distance (height) of a location above or below the mean sea level or ground level.

• Hydrology analysis service - Trace water flow and generate watersheds.

• Spatial analysis service - Process spatial datasets to discover relationships and patterns.

Code samples and snippets

• Android:
  • ArcGIS Maps SDK for Kotlin samples - Esri's official ArcGIS Maps SDK for Kotlin product team samples for Kotlin.

Developer guides

• Geocoding - Search for addresses, businesses, and places of interest (POIs) with the geocoding service.

Playgrounds

• Firefly Symbols Generator - Firefly symbol generation.

Spatial Analysis

• ArcGIS Analysis services - Spatial, raster, elevation, hydrology, and utility network analysis.

• Turf.js (⭐10k) - Geospatial analysis for browsers and Node.js.

58. Awesome Capacitor

Other plugins

• Native Audio Player (⭐3) - Play audio that keeps playing in the background, player is shown in system controls, audio output can be switched between speaker/earpiece.

59. Awesome Integration

Projects / API Management

• Gravitee.io API Management (⭐343) (⭐345) - A lightweight, open-source platform offering flexible API governance, robust security, and straightforward configuration.

• WSO2 API Manager (⭐940) (⭐941) - A fully open-source API platform offering robust governance, flexible deployment, and community-driven innovation.

Projects / API Design

• OpenAPI Diff (⭐1k) (⭐1k) - Compare OpenAPI specs with version control and visualize the differences in HTML or Markdown format.

• OpenAPI Generator (⭐25k) (⭐25k) - Automate the creation of API client libraries, server stubs, documentation and config files with this powerful OpenAPI Spec tool.

• OpenAPI Style Validator (⭐223) (⭐223) - Ensure that your OpenAPI specs meet your organization's standards with this flexible and customizable style validator.

• Spectral (⭐2.9k) (⭐2.9k) - Detect and fix errors in your JSON/YAML files using this linter tool that supports OpenAPI 3.0 & 2.0 and AsyncAPI.

• Swagger Editor (⭐9.3k) (⭐9.3k) - Create, describe, and document your API with ease using this open source editor built specifically for OpenAPI-based APIs.

• Zally (⭐942) (⭐942) - Ensure the quality of your OpenAPI specs with this linter tool that provides extensive analysis and feedback.

Projects / API Documentation

• DapperDox (⭐417) (⭐417) - Generates elegant, interactive API documentation from OpenAPI/Swagger specs with easy customization and automated updates.

• OpenAPI Explorer (⭐341) (⭐341) - Creates intuitive, interactive user interfaces from OpenAPI specs, simplifying API exploration and testing.

• Redoc (⭐25k) (⭐25k) - Delivers clean, modern documentation with advanced theming, multi-language support, and seamless integration.

• Stoplight Elements (⭐2.2k) (⭐2.3k) - Provides modular, attractive UI components for building comprehensive API reference and tutorial documentation.

• Swagger UI (⭐28k) (⭐28k) - Offers an interactive, in-browser tool for visualizing and testing APIs directly from OpenAPI specifications.

• SpectaQL (⭐1.2k) (⭐1.2k) - Generates static, customizable documentation for GraphQL schemas, making complex API structures easy to understand.

• Zudoku (⭐396) (⭐397) - A customizable framework built on OpenAPI, focused on delivering exceptional developer experiences through quality documentation.

Projects / API Gateway

• Apinto (⭐1.6k) (⭐1.6k) - A Golang-based gateway that offers dynamic routing, multi-tenancy, and robust API access control for modern architectures.

• Apache ShenYu (⭐8.7k) (⭐8.7k) - A Java-native gateway excelling in protocol conversion, service proxying, and comprehensive API governance.

• Envoy Gateway (⭐2.2k) (⭐2.3k) - CNCF Envoy-based gateway with Gateway API, mTLS, JWT, and other built-ins.

• Gloo Edge (⭐134) (⭐134) - An Envoy Proxy–based gateway offering advanced traffic control, enhanced security, and observability for microservices ecosystems.

• Kong API Gateway (⭐42k) (⭐42k) - A scalable, cloud-native gateway that simplifies API management through extensive plugin support and seamless microservices integration.

• KrakenD API Gateway (⭐2.4k) (⭐2.5k) - An ultra-high performance gateway with efficient middleware configuration, robust security, and seamless scaling.

• Ocelot (⭐8.6k) (⭐8.7k) - A .NET-based gateway offering intuitive routing and easy integration for lightweight API management.

• Traefik API Gateway (⭐58k) (⭐59k) - Combines Traefik Proxy, a fully declarative application proxy with enterprise-grade access control, distributed security, and premium integrations.

Projects / API Testing

• MQ clients
  • JMSToolBox (⭐221) (⭐221) - A universal JMS client offering broad compatibility and streamlined messaging testing across various brokers.
  • kcat (⭐5.6k) (⭐5.7k) - A lightweight command-line tool for Apache Kafka, providing efficient message production and consumption.
  • MQTT Explorer (⭐3.6k) (⭐3.7k) - A detailed MQTT client delivering structured topic visualization and intuitive debugging.
  • Offset Explorer - A comprehensive GUI for managing Apache Kafka clusters with user-friendly monitoring and administration tools.
  • Service Bus Explorer (⭐2.1k) (⭐2.1k) - An advanced GUI for Azure Service Bus that enables in-depth testing and seamless management of topics, queues, and subscriptions.

• Testing tools and frameworks
  • Apache JMeter (⭐9.1k) (⭐9.1k) - A feature-rich tool for load testing and performance analysis across diverse web applications and services.
  • Gatling (⭐6.8k) (⭐6.8k) - A powerful load testing framework with a developer-friendly DSL that delivers detailed performance metrics.
  • ghz (⭐3.2k) (⭐3.2k) - A simple gRPC benchmarking and load testing tool with support for various load schedules, concurrency control, and detailed performance metrics.
  • Grafana k6 (⭐29k) (⭐29k) - Open-source, JS-scriptable load-testing tool for CI/CD.
  • Karate (⭐8.7k) (⭐8.7k) - A unified testing framework that merges API automation, mocking, and performance testing with simple, expressive syntax.
  • Pyresttest (⭐1.1k) (⭐1.2k) - A Python-based testing tool offering easy YAML/JSON-driven REST API testing and microbenchmarking.
  • REST Assured (⭐7k) (⭐7.1k) - A Java DSL that simplifies REST API testing with intuitive syntax and seamless integration into CI pipelines.
  • RESTler (⭐2.8k) (⭐2.8k) - A stateful REST API fuzzing tool that automatically discovers security and reliability bugs by intelligently inferring producer-consumer dependencies from OpenAPI specifications.
  • Schemathesis (⭐2.8k) (⭐2.9k) - A Python library for property-based testing of API schemas, ensuring reliability through robust edge-case detection.
  • Taurus (⭐2k) (⭐2.1k) - An open-source automation framework that simplifies continuous testing with intuitive configuration and integration support.

Projects / Business Rules Engine

• Drools (⭐6.1k) (⭐6.2k) - Open-source engine that supports advanced Decision Model and Notation (DMN) with Eclipse IDE integration for efficient rule development.

• NxBRE (⭐133) (⭐133) - Specialized .NET open-source rule engine offering efficient rule processing tailored for Microsoft environments.

• OpenL Tablets (⭐182) (⭐182) - Flexible open-source decision management system that simplifies defining and executing business rules and decision tables.

• ZEN Engine (⭐1.4k) (⭐1.5k) - A cross-platform, open-source Business Rules Engine written in Rust that executes JSON Decision Models through interconnected graphs of decision tables, functions, and expressions.

Projects / Change Data Capture

• Debezium (⭐12k) (⭐12k) - Open-source distributed platform for change data capture that turns your existing databases into event streams for real-time data integration.

• Maxwell's daemon (⭐4.2k) (⭐4.2k) - An open-source CDC tool for MySQL that reads database binlogs and streams row-level changes as JSON to systems like Kafka, Kinesis, or other destinations.

Projects / Data Integration

• Apache NiFi (⭐5.8k) (⭐5.8k) - Automated data integration tool with a visual interface that seamlessly extracts, transforms, and delivers data across systems.

• Airbyte (⭐20k) (⭐20k) - Flexible, open-source data integration platform that builds ELT pipelines to move data from diverse sources to modern destinations.

• Estuary Flow (⭐846) (⭐848) - Versatile, scalable platform that provides both real-time and batch data integration for ETL and ELT pipelines.

• Pentaho Data Integration (⭐8.2k) (⭐8.3k) - Intuitive, visual ETL tool that simplifies data ingestion, blending, and cleansing across multiple sources without heavy coding.

Projects / Data Mapping Solution

• AtlasMap (⭐207) (⭐207) - Interactive web-based tool that simplifies mapping across Java, XML, CSV, and JSON data sources with an intuitive interface.

• JSLT (⭐676) (⭐676) - 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 (⭐391) (⭐393) - API-centric, cloud-native integration platform offering robust, distributed capabilities for modern software architectures.

Projects / Integration Frameworks

• Apache Camel (⭐6k) (⭐6.1k) - Robust integration framework leveraging Enterprise Integration Patterns to seamlessly connect diverse systems and APIs.

• Frank!Framework (⭐147) (⭐147) - Low-code Java messaging framework that simplifies system connectivity and data integration through configurable XML setups.

• Spring Integration (⭐1.6k) (⭐1.6k) - Extension of the Spring ecosystem that provides out-of-the-box integration capabilities using proven Enterprise Integration Patterns.

Projects / Message Broker

• Apache ActiveMQ (⭐2.4k) (⭐2.4k) - Open-source broker that implements JMS, enabling seamless conversion between synchronous and asynchronous messaging.

• Apache ActiveMQ Artemis (⭐993) (⭐993) - Next-generation message broker from Apache ActiveMQ with high performance, clustering support, and multi-protocol capabilities.

• Apache Kafka (⭐31k) (⭐31k) - Distributed, high-throughput system designed for real-time data streaming and fault-tolerant processing.

• Apache RocketMQ (⭐22k) (⭐22k) - High-performance distributed messaging platform engineered for low latency and high throughput.

• Apache Qpid (⭐66) (⭐66) - AMQP-compliant messaging tool with multi-language support for enterprise-grade message delivery.

• BlazingMQ (⭐3k) (⭐3.1k) - Distributed message queuing system focused on efficiency and reliability for modern workflow needs.

• Centrifugo (⭐9.5k) (⭐9.6k) - Scalable real-time messaging server that minimizes delay in delivering events to online users.

• Eclipse Mosquitto (⭐10k) (⭐10k) - Lightweight MQTT broker optimized for low-power devices with robust encryption and authentication.

• LavinMQ (⭐817) (⭐819) - High-performance message queue server implementing AMQP 0-9-1 and MQTT protocols, built with Crystal for exceptional throughput and minimal resource usage.

• NATS (⭐18k) (⭐19k) - Lightweight, high-performance messaging system ideal for microservices and cloud-native architectures.

• RabbitMQ (⭐13k) (⭐13k) - Popular open-source broker implementing AMQP, known for reliability, clustering, and ease-of-use.

• Redpanda (⭐11k) (⭐11k) - Kafka-compatible streaming platform that eliminates Zookeeper, delivering high performance and low latency.

• VerneMQ (⭐3.4k) (⭐3.5k) - High-performance distributed MQTT broker designed for scalable and efficient message delivery in modern environments.

Projects / Robotic Process Automation

• OpenRPA (⭐2.7k) (⭐2.8k) - Enterprise-grade, open-source robotic process automation suite.

• Robot Framework (⭐11k) (⭐11k) - An open-source automation framework with human-friendly keyword syntax that enables both technical and non-technical users to create test scripts and automate business processes cost-effectively, supporting web, API, mobile, and database automation through extensive libraries and integrations.

• TagUI (⭐6.1k) (⭐6.2k) - An open-source RPA tool that democratizes automation through natural language scripting in 20+ human languages, enabling non-programmers to automate web, desktop, and data tasks while integrating AI/ML capabilities via Python and R for intelligent process automation.

Projects / Self-Service Integration

• n8n (⭐157k) (⭐158k) - Open-source workflow automation tool with 400+ connectors, giving you full control over your data and integrations.

Projects / Workflow Engine

• Apache Airflow (⭐43k) (⭐43k) - Platform for programmatically creating, scheduling, and monitoring workflows, ideal for managing complex data pipelines.

• Argo Workflows (⭐16k) (⭐16k) - Container-native workflow engine designed for orchestrating parallel jobs in Kubernetes-based, cloud-native environments.

• Bonita (⭐169) (⭐169) - Open-source BPMN engine with a designer interface to build and automate complex business processes.

• Cadence (⭐8.9k) (⭐9k) - Fault-tolerant, stateful platform that reliably orchestrates long-running workflows and complex applications.

• Elsa Core (⭐7.4k) (⭐7.5k) - .NET Core library that integrates seamlessly into any application to execute and manage workflows.

• Flowable (⭐8.8k) (⭐8.9k) - Compact, efficient set of open-source engines for automating and scaling enterprise workflows.

• jBPM (⭐1.7k) (⭐1.7k) - Comprehensive toolkit for automating business processes and decisions with robust workflow management capabilities.

• Prefect (⭐20k) (⭐21k) - Modern, developer-friendly orchestration tool optimized for data pipelines and complex workflows.

• StackStorm (⭐6.3k) (⭐6.4k) - Robust automation engine that combines sensors, triggers, and workflows to orchestrate complex IT processes.

• Temporal (⭐16k) (⭐17k) - Open-source workflow-as-code platform designed for building reliable, scalable, and fault-tolerant applications.

Resources / API Specification

• AsyncAPI (⭐4.9k) (⭐4.9k) - An essential tool for developing Event-Driven Architectures (EDA) and enables engineers to build a better tooling ecosystem.

• CloudEvents (⭐5.6k) (⭐5.6k) - A specification for describing event data in common formats to provide interoperability across services, platforms and systems.

• JSON:API (⭐7.6k) (⭐7.7k) - A standardized specification for building APIs that simplifies the representation of resources, relationships, and metadata, making it easier for software engineers to create efficient APIs.

• OpenAPI (ex.Swagger) (⭐30k) (⭐31k) - A language-agnostic specification for creating RESTful APIs that enables both humans and machines to understand the capabilities of a service without the need for source code or documentation.

• Standard Webhooks (⭐1.5k) (⭐1.6k) - Open source tools and guidelines for sending webhooks easily, securely, and reliably.

Resources / Articles

• API-Security-Checklist (⭐23k) (⭐23k) - Best practices about REST API security.

Resources / Data Formats

• Protocol Buffers (⭐69k) (⭐70k) - A language-neutral and platform-neutral serialization mechanism that is designed to be highly efficient and extensible. It supports rich data types and is widely used in distributed systems, such as gRPC and Apache Kafka.

• YAML (⭐428) (⭐427) - 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.

Resources / Protocols

• OpenMessaging (⭐290) (⭐290) - A cloud native, vendor-neutral open specification for distributed messaging.

Resources / Structure and Validation

• JSON Schema (⭐4.6k) (⭐4.7k) - 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.

60. Awesome Nix

Resources / Learning

• Nix in 100 Seconds - A YouTube video from Fireship presenting Nix in 100 seconds.

• NixOS in Production - Free (pay-what-you-want) book in pdf format.

• Official Nix manual - Latest stable version of the official Nix manual, best used as reference guide. Receives updates when available.

• Official NixOS manual - Latest stable version of the official NixOS manual, mix of tutorial and reference guide. Receives updates when available.

• Official Nixpkgs manual - Latest stable version of the official Nixpkgs reference manual. Receives updates when available.

• Tour of Nix - An online interactive tutorial on Nix language constructs.

Resources / Discovery

• Searchix - Search Nix packages and options from NixOS, Darwin and Home Manager.

Deployment Tools / Discovery

• Nixlets - Like Helm but using only Nix, uses Kubenix under the hood.

• terraform-nixos (⭐390) - A set of Terraform modules designed to deploy NixOS.

Virtualisation / Discovery

• microvm (⭐2k) - NixOS-based MicroVMs.

Command-Line Tools / Discovery

• angrr (⭐60) - Auto Nix GC Roots Retention. This tool simply deletes auto GC roots based on the modified time of their symbolic link target.

• dix (⭐186) - Diff Nix; a super-fast tool to diff Nix related things.

• nh (⭐2.1k) - Better output for nix, nixos-rebuild, home-manager and nix-darwin CLI leveraging dix and nix-output-monitor.

• nix-index (⭐1.1k) - Quickly locate Nix packages with specific files.

• nixos-cli (⭐335) - Configurable all-in-one CLI for common NixOS tools with an emphasis on improved user experience.

• optnix - A terminal-based options searcher for Nix module systems.

• statix (⭐767) - A linter/fixer to check for and fix antipatterns in Nix code.

Development / Discovery

• Cachix - Hosted binary cache service; free for open-source projects.

• Devbox (⭐11k) - Instant, portable, and predictable development environments.

• make-shell (⭐27) - mkShell meets modules, a modular almost-drop-in replacement for pkgs.mkShell function.

• Nixtest - Testing framework for Nix, with snapshot and unit test support, JUnit generation etc.

• pog (⭐127) - A new, powerful way to do bash scripts. Pog is a powerful Nix library that transforms the way developers create command-line interfaces (CLIs).

• pre-commit-hooks.nix (⭐733) - Run linters/formatters at commit time and on your CI.

• robotnix (⭐730) - A declarative and reproducible build system for Android (AOSP) images.

DevOps / Discovery

• Nix GitLab CI - Define GitLab CI pipelines in pure Nix with full access to all Nix packages (incl. caching).

Programming Languages / Julia

• Manifest2Nix.jl - A Nix library for creating reproducible Julia builds and experiments via precompilation.

Programming Languages / Python

• uv2nix (⭐599) - Convert uv workspaces into pure Nix derivations.

Programming Languages / Ruby

• ruby-nix (⭐145) - Generates reproducible ruby/bundler app environment with Nix.

Programming Languages / Rust

• naersk (⭐909) - Build Rust packages directly from Cargo.lock. No conversion step needed.

• nix-cargo-integration (⭐211) - A library that allows easy and effortless integration for Cargo projects.

• rust-nix-templater (⭐49) - Generates Nix build and development files for Rust projects.

NixOS Modules / Zig

• nix-darwin (⭐4.7k) - Manage macOS configuration just like on NixOS.

• NixOS hardware (⭐2.8k) - NixOS profiles to optimize settings for different hardware.

NixOS Configuration Editors / Desktop apps

• Nix Software Center (⭐749) - Install and manage Nix packages. Desktop app in Rust and GTK.

• NixOS Configuration Editor (⭐601) - Graphical editor for NixOS configuration. Desktop app in Rust and GTK.

Overlays / Webinterface

• neovim-nightly-overlay (⭐392) - Daily bumped Neovim nightly package.

61. Awesome Dos

Development tools

• bcc - Bruce's C Compiler - Bruce's C compiler is a simple C compiler that produces 8086 assembler for tiny/small memory models.

62. Awesome Deno

Modules / Utils

• esm-itter (⭐3) – A strongly typed fork of the popular EventEmitter3 with a focus on EcmaScript module syntax, TypeScript and modern tooling.

63. Awesome Dotnet

API

• Wissance.WebApiTookit (⭐67) - A set of libraries and classes that simplify building REST APIs and gRPC services, reducing the amount of code to be written with even one line of code for a fully functional REST controller.

Background Processing

• BusyBee (⭐113) - Fast, in-memory background job processing for .NET apps with configurable queues, timeouts, parallelism, and built-in OpenTelemetry support.

Database Drivers

• Rqlite-dotnet (⭐31) - .NET client for rqlite (distributed relational DB based on SQLite)

Documentation

• HubDocs (⭐10) - Swagger-like UI tool like Swagger, but for SignalR hubs — auto-discover your hubs, explore methods, invoke calls, and preview live client messages..

HTTP / GUI - other

• NotoriousClient (⭐10) – Strongly-typed, extensible HTTP client with fluent request builder, streaming & multipart. Built on .NET's HttpRequestMessage.

Machine Learning and Data Science / GUI - other

• OpenGA.Net (⭐51) - Genetic algorithm .NET library for solving optimization problems, featuring extensible operators and adaptive strategy selection.

Misc / GUI - other

• RazorKit (⭐11) - RazorKit is a collection of lightweight, fluent-style Razor HTML helpers that make it easy for developers to integrate popular JavaScript libraries into their ASP.NET applications.

• CSharp Pad - A web-based C# REPL with awesome code completion.

• AzureCrawler (⭐43) - Take HTML Snapshots for your Angular, Ember, Durandal or any JavaScript applications

Office / GUI - other

• MatchFlow (⭐31) - Web-based invoice reconciliation platform with OCR extraction and automated purchase order matching using ASP.NET Core and Azure Form Recognizer.

Testing / GUI - other

• NotoriousTest (⭐11) - A lightweight .NET framework that makes integration tests fully isolated by orchestrating reusable infrastructures and environments, auto-resetting between tests. TestContainers and SQL Server built-in support. Based on XUnit.

Parser Library / GUI - other

• Silverfly (⭐23) - A pratt parser library.

64. Awesome Kde

Utilities & Tools

• LocalTranslate (⭐30) - Offline translation app built with Qt Quick that makes use of Firefox's neural translation models (⭐446).

Plasma desktop / Scripts

• Fluid tile - Simple auto tiling with UI for KWin that works natively.

65. Awesome Raspberry Pi

Models

• Raspberry Pi 500+ (September, 2025)

66. Awesome Ipfs

Tools

• Omnipin (⭐41) - The ultimate decentralized website deployment toolkit.

67. Open Source Mac Os Apps

🎵 Audio (36)

• AUHost (⭐118) - Application which hosts AudioUnits v3 using AVFoundation API. More

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• Audacity (⭐16k) - Free, open source, cross-platform audio software More

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• Aural Player (⭐1.1k) - Aural Player is a audio player application for the macOS platform. Inspired by the classic Winamp player for Windows, it is designed to be to-the-point and easy to use. More

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• AutoMute (⭐277) - Automatically mute the sound when headphones disconnect / Mac awake from sleep. More

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• Background Music (⭐18k) - Background Music, a macOS audio utility: automatically pause your music, set individual apps' volumes and record system audio. More

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• BlackHole (⭐18k) - BlackHole is a modern macOS virtual audio driver that allows applications to pass audio to other applications with zero additional latency. More

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• CAM (⭐54) - macOS camera recording using ffmpeg More

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• Clementine (⭐4.1k) - Clementine is a modern music player and library organizer for Windows, Linux and macOS. More

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• Cog - Cog is an open source audio player for macOS. The basic layout is a single-paned playlist interface with two retractable drawers, one for navigating the user's music folders and another for viewing audio file properties, like bitrate. More

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  Website: https://cogx.org/
  

• LocalRadio (⭐387) - LocalRadio is software for listening to "Software-Defined Radio" on your Mac and mobile devices. More

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• Lyricism (⭐78) - macOS app to show you lyric what currently iTunes or Spotify is playing. More

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• LyricsX (⭐5.1k) - Lyrics for iTunes, Spotify and Vox. More

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  (1 more screenshots available in the repository)
  

• Mous Player (⭐72) - Simple yet powerful audio player for BSD/Linux/macOS. More

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• Scope (⭐52) - Audio Oscilloscope More

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• ShazamScrobbler (⭐129) - Scrobble vinyl, radios, movies to Last.fm. More

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• Sonora (⭐941) - Minimal, beautifully designed music player for macOS. More

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• SpotMenu (⭐3k) - Spotify and iTunes in your menu bar. More

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• SpotSpot (⭐137) - Spotify mini-player for macOS. More

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• Spotify4BigSur (⭐158) - Spotify widget for Notification Center. More

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• Suohai (⭐138) - Audio input/output source lock for macOS. More

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• Tickeys (⭐1.5k) - Instant audio feedback for typing. macOS version. More

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• Tuner (⭐58) - Musical Instrument Tuner More

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• [Un]MuteMic (⭐134) - macOS app to mute & unmute the input volume of your microphone. Perfect for podcasters. More

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• eqMac2 (⭐6.4k) - System-Wide Equalizer for the Mac. More

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• fre:ac (⭐1.7k) - The fre:ac audio converter project. More

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• iTunes-Volume-Control (⭐255) - This app allows you to control the iTunes volume using volume up and volume down hotkeys. More

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• jmc (⭐518) - jmc is new macOS media organizer. More

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  (1 more screenshots available in the repository)
  

• shairport-sync (⭐8.3k) - macOS/Linux/FreeBSD/OpenBSD Airplay audio receiver. More

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• waveSDR (⭐224) - macOS native desktop Software Defined Radio application using the RTL-SDR USB device. More

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🎧 Music (15) / 📦 Text (11)

• Karaoke Forever (⭐593) - Host awesome karaoke parties where everyone can queue songs from their phone's browser. Plays MP3+G and MP4 with WebGL visualizations. More

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• Carol (⭐126) - A minimal and beautiful lyrics app that stays in the menu bar of macOS. More

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• ChordDetector (⭐95) - Tiny menu bar app that listens iTunes and Spotify to detect chords of songs! More

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• DeezPlayer (⭐50) - Deezer Desktop app for Windows, Linux and macOS. More

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• Lilypond UI (⭐33) - Create beautiful musical scores with LilyPond. More

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• SoundCleod (⭐964) - SoundCloud for macOS and Windows. More

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• Spotify-Cli-Mac (⭐185) - Control Spotify without leaving your terminal. 🎶 More

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• YouTube-Music (⭐2.8k) - macOS wrapper for music.youtube.com. More

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  (1 more screenshots available in the repository)
  

• iTunes Graphs (⭐54) - macOS app to visualise your iTunes library as graphs. More

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• lyricsify (⭐86) - Simple Spotify lyrics viewer menu bar app for macOS in Swift. More

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• spicetify-cli (⭐22k) - Command-line tool to customize the official Spotify client. Supports Windows, MacOS and Linux. More

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🎬 Video (19) / 📦 Text (11)

• LosslessCut (⭐35k) - The swiss army knife of lossless video/audio editing without re-encoding. More

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  Website: https://mifi.no/losslesscut/
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• MPV (⭐33k) - Lightweight, highly configurable media player. More

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  Website: https://mpv.io
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• Acid.Cam.v2.OSX (⭐121) - Acid Cam v2 for macOS distorts video to create art. More

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• AppleEvents (⭐827) - Unofficial Apple Events app for macOS. More

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• Conferences.digital (⭐762) - Best way to watch the latest and greatest videos from your favourite developer conferences for free on your Mac. More

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• Datamosh (⭐109) - Datamosh your videos on macOS. More

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• Face Data (⭐82) - macOS application used to auto-annotate landmarks from a video. More

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• GNU Gatekeeper (⭐84) - Video conferencing server for H.323 terminals. More

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  Website: https://www.gnugk.org
  

• Gifted (⭐25) - Turn any short video into an animated GIF quickly and easily. More

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• HandBrake (⭐21k) - HandBrake is a video transcoder available for Linux, Mac, and Windows. More

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• MenuTube (⭐126) - Catch YouTube into your macOS menu bar! More

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• OpenShot (⭐5.2k) - Easy to use, quick to learn, and surprisingly powerful video editor. More

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• Quick Caption (⭐79) - Transcribe and generate caption files (SRT, ASS and FCPXML) without manually entering time codes. More

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  Website: https://apps.apple.com/app/quick-caption/id1363610340
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• QuickLook Video (⭐3.2k) - This package allows macOS Finder to display thumbnails, static QuickLook previews, cover art and metadata for most types of video files. More

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• Subler - Subler is an macOS app created to mux and tag mp4 files. More

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  Website: https://subler.org
  

• VLC (⭐17k) - VLC is a free and open source cross-platform multimedia player More

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  Website: https://www.videolan.org/vlc/
  

• Vid Quiz Creator (⭐3) - macOS application to insert quizzes within video playback and play those videos to receiving devices using the LISNR API. More

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• WebTorrent Desktop (⭐10k) - Streaming torrent app. For Mac, Windows, and Linux. More

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• Yoda (⭐426) - Nifty macOS application which enables you to browse and download videos from YouTube. More

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🛠️ Utilities (80) / 📦 Text (11)

• MonitorControl (⭐32k) - Control your external monitor brightness, contrast or volume directly from a menulet or with keyboard native keys. More

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• NoiseBuddy (⭐734) - Control the listening mode on your AirPods Pro in the Touch Bar or Menu Bar. More

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• PlayStatus (⭐167) - PlayStatus is a macOS app that allows the control of Spotify and iTunes music playback from the menu bar. More

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• Layout Designer for UICollectionView (⭐2.8k) - A simple but powerful tool that helps you make complex layouts for UICollectionView. More

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  Website: https://apps.apple.com/nl/app/layout-designer/id1507238011?l=en&mt=12
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• Stringz (⭐1k) - A lightweight and powerful editor for localizing iOS, macOS, tvOS, and watchOS applications. More

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• Boop (⭐4.1k) - A scriptable scratchpad for developers. More

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  Website: https://boop.okat.best
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• MQTTX (⭐4.6k) - An elegant Cross-platform MQTT 5.0 desktop client. More

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• Middleclick (⭐2.3k) - Emulate a scroll wheel click with three finger Click or Tap on MacBook trackpad and Magic Mouse More

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• ThenGenerator (⭐21) - Xcode Source Editor Extension for 'Then' More

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• Ultra TabSaver (⭐284) - Ultra TabSaver is an open-source Tab Manager for Safari More

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• Duplicate Finder (⭐153) - It's a useful tool that would help you to find all duplicate files which have the same names in the specific folder. More

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• dupeGuru (⭐7.1k) - dupeGuru is a tool to find duplicate files on your computer. It can scan using file names and file contents. More

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  Website: https://dupeguru.voltaicideas.net/
  

• zoxide (⭐31k) - zoxide is a smarter cd command for your terminal. More

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• Grayscale Mode (⭐106) - Manage grayscale mode from menu bar. More

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• MeetingBar (⭐5k) - Menu bar app for your calendar meetings More

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• Nocturnal (⭐322) - Menu bar app featuring darker than dark dimming, Night Shift fine tuning, and the ability to turn off TouchBar on MacBook Pro. More

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• Pika (⭐2.2k) - Is an easy to use, open-source, native colour picker for macOS. More

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  Website: https://superhighfives.com/pika
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• SlimHUD - Cyanocitta (⭐458) - Replacement for MacOS' volume, brightness and keyboard backlight HUDs. More

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• Stats (⭐35k) - macOS system monitor in your menu bar More

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• baRSS – Menu Bar RSS Reader (⭐145) - RSS & Atom feed reader that lives in the system status bar. More

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• eul (⭐9.7k) - macOS status monitoring app written in SwiftUI. More

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• Betaflight Configurator (⭐3k) - Cross platform configuration tool for the Betaflight firmware. More

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• Calculeta (⭐27) - Calculator for macOS which working on statusbar. More

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• DevUtils.app - Developer Utilities for macOS, helps you with your tiny daily tasks with just a single click! i.e., JSON Formatter, UUID Generator... More

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• Spotter (⭐747) - Productivity tool, the main function is to search and launch external application actions and applications themselves, so you can stay focused on your current task. Kind of spotlight or alfred alternative. More

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• Super Productivity (⭐16k) - Free to do list & time tracker for programmers & designers with Jira integration. More

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  Website: https://super-productivity.com
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• far2l (⭐2k) - Linux/Mac fork of FAR Manager v2 More

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• macOS GateKeeper Helper (⭐262) - Simple macOS GateKeeper script. It helps you to control your GateKeeper. More

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• Android tool for Mac (⭐5.4k) - One-click screenshots, video recordings, app installation for iOS and Android More

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• ArchiveMounter (⭐132) - Mounts archives like disk images. More

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• Balena Etcher (⭐33k) - Flash OS images to SD cards & USB drives, safely and easily. More

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  Website: https://www.balena.io/etcher
  

• BeardedSpice (⭐2.8k) - Control web based media players with the media keys found on Mac keyboards. More

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• Bitwarden (⭐3.5k) - Cross-platform password management solutions for individuals, teams, and business organizations. More

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• Bitwarden Menu (⭐63) - Bitwarden Password Manager in your menu bar More

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• Buttercup Desktop (⭐4.4k) - Secure password manager for mac and other platforms. More

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• Catch (⭐434) - Catch: Broadcatching made easy. More

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• Clear Clipboard Text Format (⭐10) - Easily clear the format of your clipboard text with Clear Clipboard Text Format. More

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• CoreLocationCLI (⭐255) - Get the physical location of your device and prints it to standard output More

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• CornerCal (⭐239) - Simple, clean calendar and clock app for macOS. More

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• Crypter (⭐464) - Crypter is an innovative, convenient and secure cross-platform crypto app that simplifies secure password generation and management by requiring you to only remember one bit, the MasterPass. More

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• ECheck (⭐8) - Small tool to validate epub files for macOS. More

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• Flying Carpet (⭐4.7k) - cross-platform file transfer over ad-hoc wifi, like AirDrop but for Mac/Windows/Linux. More

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  Website: https://adequate.systems/
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• Funky (⭐22) - Easily toggle the function key on your Mac on a per app basis. More

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• Gray (⭐1.4k) - Pick between the light appearance and the dark appearance on a per-app basis with the click of a button More

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• Kap (⭐19k) - Screen recorder application built with web technology. More

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• KeePassXC (⭐25k) - Cross-platform community-driven port of the Windows application "Keepass Password Safe" More

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• KeeWeb (⭐13k) - Cross-platform password manager compatible with KeePass. More

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• Keka (⭐6k) - Keka is a full featured file archiver, as easy as it can be. More

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• Kyapchar (⭐71) - Simple screen and microphone audio recorder for macOS. More

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• Lunar (⭐5.3k) - Intelligent adaptive brightness for your external displays. More

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• MacPacker (⭐243) - Archive manager for macOS. Preview (nested) archives without extracting them. Extract single files. More

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• MacPass (⭐6.8k) - Native macOS KeePass client. More

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• Maria (⭐637) - macOS native app/widget for aria2 download tool. More

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• Meme Maker (⭐73) - Meme Maker macOS application for meme creation. More

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• Monolingual (⭐556) - Remove unnecessary language resources from macOS More

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• Mos (⭐18k) - Smooth your mouse's scrolling and reverse the mouse scroll direction More

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• NVM (⭐89k) - Node Version Manager. More

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• Nmap (⭐12k) - Nmap - the Network Mapper. More

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  Website: https://nmap.org
  

• Noti (⭐913) - Receive Android notifications on your mac (with PushBullet). More

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• OpenRocket (⭐1.6k) - OpenRocket is a cross-platform utility tool to model and simulate model rockets and their flight characteristics. More

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  Website: https://openrocket.info/
  

• PB for Desktop (⭐521) - Receive native push notifications on macOS, Windows and Linux. More

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• Padlock (⭐2.8k) - A minimal, open source password manager for macOS. More

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• PercentCalculator (⭐29) - A menu bar application that calculates percents. More

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• Plain Pasta (⭐85) - Plaintextify your clipboard More

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• PowerShell (⭐51k) - PowerShell is a cross-platform automation and configuration tool/framework that works well with your existing tools. More

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• Rugby (⭐715) - 🏈 Cache CocoaPods for faster rebuild and indexing Xcode project. More

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  Website: https://swiftyfinch.github.io/en/2021-03-09-rugby-story/
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• ScreenCat (⭐3k) - ScreenCat is a screen sharing + remote collaboration application. More

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• SlowQuitApps (⭐1.2k) - Add a global delay to Command-Q to stop accidental app quits. More

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• Telephone (⭐1.1k) - SIP softphone for macOS. More

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• The Blockstack Browser (⭐1.1k) - Blockstack is an internet for decentralized apps where users own their data. The Blockstack Browser allows you to explore the Blockstack internet. More

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• ToTheTop (⭐39) - Small macOS application to help you scroll to the top. More

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• Wireshark (⭐8.7k) - Wireshark is the world’s foremost and widely-used network protocol analyzer. It lets you see what’s happening on your network at a microscopic level and is the de facto (and often de jure) standard across many commercial and non-profit enterprises, government agencies, and educational institutions. More

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  Website: https://www.wireshark.org
  

• calibre (⭐23k) - cross platform e-book manager. More

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  Website: https://calibre-ebook.com
  

• fselect (⭐4.4k) - Command-line tool to search files with SQL syntax. More

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• homebrew-cask (⭐22k) - A CLI workflow for the administration of macOS applications distributed as binaries More

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  Website: https://brew.sh/
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• iOScanX (⭐38) - Cocoa application for semi-automated iOS app analysis and evaluation. More

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• mac-sound-fix (⭐27) - Mac Sound Re-Enabler. More

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• nix-package-manager (⭐15k) - Nix is a reproducible package manager alternative to Homebrew, with over 80,000 packages. More

  Languages: c++ nix
  Links:    
  Website: https://nixos.org/explore.html
  

• wechsel (⭐79) - manage bluetooth connections with your keyboard. More

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  Website: https://wechsel.weise.io
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• Übersicht (⭐4.8k) - Keep an eye on what's happening on your machine and in the world. More

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📦 Streaming (3) / 📦 Text (11)

• Plug (⭐222) - Discover and listen to music from Hype Machine. More

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  Website: https://www.plugformac.com/
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• Galeri (⭐42) - Perpetual artwork streaming app. More

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• OBS Studio (⭐68k) - Free and open source software for live streaming and screen recording. More

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  Website: https://obsproject.com/
  

💾 Backup (5)

• BorgBase/Vorta - Simple and Secure Offsite Backups More

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  Website: https://www.borgbase.com/
  

• Mackup (⭐15k) - Keep your application settings in sync (macOS/Linux). More

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• Syncalicious (⭐430) - Keeping multiple macOS preferences in sync can be painful, but it shouldn't be. More

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• UrBackup (⭐804) - UrBackup is Client/Server network backup for Windows, macOS and Linux. More

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• shallow-backup (⭐1.3k) - Easily create lightweight documentation of installed applications, dotfiles, and more. More

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🌐 Browser (13)

• Beaker Browser (⭐6.8k) - Beaker is an experimental peer-to-peer Web browser. More

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• Brave Browser (⭐21k) - Brave browser for Desktop and Laptop computers running Windows, macOS, and Linux. More

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• Chromium - Chromium is an open-source browser project that aims to build a safer, faster, and more stable way for all users to experience the web. More

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  Website: https://www.chromium.org/
  

• Finicky (⭐4.4k) - Always opens the right browser. More

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• Firefox - Fast, privacy aware browser from a non-profit. Runs on Windows, macOS and Linux. More

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  Website: https://www.mozilla.org/en-US/firefox/browsers/
  

• Helium (⭐3.6k) - Floating browser window for macOS. More

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• Min Browser (⭐8.8k) - A fast and efficient minimal web browser. More

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  Website: https://minbrowser.org
  

• browserosaurus (⭐2k) - macOS tool that prompts you to choose a browser when opening a link. More

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• otter-browser (⭐1.9k) - Otter Browser aims to recreate the best aspects of the classic Opera (12.x) UI using Qt5. More

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• seb-mac (⭐116) - Safe Exam Browser for macOS and iOS. More

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⏱️ Productivity (55) / 📦 Text (11)

• Pennywise (⭐3.8k) - Pennywise opens any website or media in a small floating window that remains on top of all other applications. It's a great alternative to Helium. More

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• reventlou (⭐92) - Personal database as an information management system. More

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• sqlectron (⭐4.7k) - A simple and lightweight SQL client desktop/terminal with cross database and platform support. More

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  Website: https://sqlectron.github.io/
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• QOwnNotes (⭐5.4k) - Plain-text file notepad and todo-list manager with markdown support and ownCloud / Nextcloud integration. More

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  Website: https://www.qownnotes.org/
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• linked (⭐968) - 🧾 Your daily journal app, diary or anything else to unclutter your mind. Let linked help you get focused by writing down what is in your mind on a daily basis. More

  Languages: vue
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  Website: https://uselinked.com
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• Sessions (⭐163) - Safari extension to save your working sessions More

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• Itsycal (⭐3.7k) - A tiny calendar for that lives in the Mac menu bar. More

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  Website: https://www.mowglii.com/itsycal/
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• TimeScribe (⭐603) - Simple and free working time recording. More

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  Website: https://timescribe.app
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  (2 more screenshots available in the repository)
  

• Ao (⭐2.2k) - Elegant Microsoft To-Do desktop app. More

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• Cerebro (⭐8.5k) - Cross-platform launcher app. More

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• ClipMenu (⭐928) - Clipboard manager for macOS. More

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• Clocker (⭐589) - macOS app to plan and organize through timezones. More

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• Condution (⭐522) - Create tasks, manage due dates, and filter with powerful perspectives. More

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  Website: https://www.condution.com
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• ControlPlane (⭐1.8k) - Automate running tasks based on where you are or what you do. More

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• DropPoint (⭐1.1k) - Make drag-and-drop easier using DropPoint. Helps to drag content without having to open side-by-side windows. More

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• Flycut (⭐2.6k) - Clean and simple clipboard manager for developers. More

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• KeyHolder (⭐415) - Record shortcuts in macOS, like Alfred.app. More

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• Kiwix (⭐655) - Kiwix for iOS and macOS, build on Swift. More

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• Linked Ideas (⭐369) - macOS application to write down and connect ideas. More

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• Mac Screenshot Tracker (⭐67) - An open source, free and hackable screenshot tracker. Re-watch what you've been working on! More

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• Maccy (⭐18k) - Lightweight search-as-you-type clipboard manager. More

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• Manta (⭐5.4k) - Flexible invoicing desktop app with beautiful & customizable templates. More

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• PDF Archiver (⭐326) - Nice tool for tagging and archiving tasks. More

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• Paperless Desktop (⭐596) - Desktop app that uses the paperless API to manage your document scans. More

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• Pomodoro Cycle (⭐89) - Pomodoro Cycle for macOS More

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  Website: https://github.com/ziulev/pomodoro-cycle-app/releases
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• Quicksilver (⭐2.8k) - Quicksilver is a fast macOS productivity application that gives you the power to control your Mac quickly and elegantly. More

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• Quickwords (⭐107) - Write anything in a matter of seconds. Create snippets that can substitute text, execute tedious tasks and more. More

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• SelfControl (⭐4.3k) - macOS app to block your own access to distracting websites etc for a predetermined period of time. It can not be undone by the app or by a restart – you must wait for the timer to run out. More

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• Speed Reader (⭐147) - Read faster with the power of silencing vocalization with SpeedReader. More

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  Links: App Store      
  Website: https://apps.apple.com/app/speed-reader/id1258448209
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• StickyNotes (⭐80) - A Windows 10-esque Sticky Notes app implemented in AppKit. More

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  Website: https://github.com/LumingYin/StickyNotes/releases
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• Strategr (⭐335) - No-fuss time management. More

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  Website: https://khrykin.github.io/StrategrDesktop/
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• Thyme (⭐583) - The task timer for OS X. More

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• Time to Leave (⭐6) - Log work hours and get notified when it's time to leave the office and start to live. More

  Languages: html
  Links:    
  Website: https://timetoleave.app/
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