Awesome List Updates on Apr 20 - Apr 26, 2026

52 awesome lists updated this week.

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1. Awesome Algorithms

Beginner-Friendly / Interactive Learning & Visualization

• Recursive - Visualizes code execution step-by-step with a call tree, variable tracking, and line highlighting. Supports Python and JavaScript/TypeScript.

2. Awesome Crystal

HTTP

• cryload (⭐183) - cryload is a powerful, fast, and practical HTTP benchmarking tool for stress testing APIs and web services

3. Awesome Integration

Projects / API Management

• Gravitee.io API Management (⭐405) (⭐404) - A lightweight, open-source platform offering flexible API governance, robust security, and straightforward configuration.

• WSO2 API Manager (⭐978) (⭐978) - A fully open-source API platform offering robust governance, flexible deployment, and community-driven innovation.

Projects / API Design

• OpenAPI Style Validator (⭐235) (⭐234) - Ensure that your OpenAPI specs meet your organization's standards with this flexible and customizable style validator.

• Zally (⭐948) (⭐949) - Ensure the quality of your OpenAPI specs with this linter tool that provides extensive analysis and feedback.

Projects / API Documentation

• OpenAPI Explorer (⭐344) (⭐343) - Creates intuitive, interactive user interfaces from OpenAPI specs, simplifying API exploration and testing.

• Zudoku (⭐504) (⭐500) - A customizable framework built on OpenAPI, focused on delivering exceptional developer experiences through quality documentation.

Projects / API Gateway

• Gloo Edge (⭐159) (⭐158) - An Envoy Proxy–based gateway offering advanced traffic control, enhanced security, and observability for microservices ecosystems.

Projects / API Testing

• MQ clients
  • JMSToolBox (⭐227) (⭐226) - A universal JMS client offering broad compatibility and streamlined messaging testing across various brokers.
  • kcat (⭐5.7k) (⭐5.7k) - A lightweight command-line tool for Apache Kafka, providing efficient message production and consumption.
  • MQTT Explorer (⭐3.8k) (⭐3.9k) - 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) (⭐2.2k) - An advanced GUI for Azure Service Bus that enables in-depth testing and seamless management of topics, queues, and subscriptions.

Projects / Data Integration

• Estuary Flow (⭐908) (⭐907) - Versatile, scalable platform that provides both real-time and batch data integration for ETL and ELT pipelines.

Projects / Message Broker

• Apache Qpid (⭐70) (⭐69) - AMQP-compliant messaging tool with multi-language support for enterprise-grade message delivery.

• LavinMQ (⭐881) (⭐878) - High-performance message queue server implementing AMQP 0-9-1 and MQTT protocols, built with Crystal for exceptional throughput and minimal resource usage.

• Magistrala (⭐2.5k) (⭐2.6k) - Distributed, event-driven infrastructure for messaging supporting multiple protocols (HTTP, MQTT, WebSocket, CoAP) with strong security and IoT capabilities.

Projects / Self-Service Integration

• n8n (⭐184k) (⭐183k) - Open-source workflow automation tool with 400+ connectors, giving you full control over your data and integrations.

Projects / Workflow Engine

• Apache Airflow (⭐45k) (⭐45k) - Platform for programmatically creating, scheduling, and monitoring workflows, ideal for managing complex data pipelines.

• Elsa Core (⭐7.7k) (⭐7.7k) - .NET Core library that integrates seamlessly into any application to execute and manage workflows.

• Flowable (⭐9.2k) (⭐9.2k) - Compact, efficient set of open-source engines for automating and scaling enterprise workflows.

Resources / Data Formats

• YAML (⭐460) (⭐459) - 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.

4. Awesome Game Remakes

Racing

• Open76 (⭐1) - Interstate '76 engine reimplementation

• SpagettiKart (⭐2.1k) - Reimplementation of Mario Kart 64 for PC.

Simulator

• Descent3 (⭐1) - Descent 3 by Outrage Entertainment

• dxx-vr (⭐4) - Descent 1&2 VR source port based on DXX-Retro

• ForsakenX (⭐176) - Forsaken game engine.

• ForsakenW (⭐9) - The Forsaken source code.

5. Awesome Hacker News

Web

• underscore HN

6. Awesome Job Boards

Artificial Intelligence (AI)

• AI Dev Jobs - 7,400+ AI/ML jobs from 417 companies with a free REST API and MCP server for AI agents

• Agentic Engineering Jobs - Job board for engineers building agentic systems (RAG, AI agents, LLM-powered products, agent orchestration). Free to post, free to browse.

Blockchain

• GMI Jobs - Crypto-native job board for Web3 professionals — curated roles from 200+ blockchain companies with AI-powered job enrichment.

Design

• AIGA

Programming / Mobile

• React Native Jobs — A dedicated job board for React Native developers and companies.

Quantum Computing / Aggregator

• devtooljobs - GTM jobs in developer tooling companies

Tech / Aggregator

• LeadJobs.dev - Software Engineering Leadership Jobs Board (only EM/Staff+ positions, VP, Director, CTO)

Tech / Europe

• Defence jobs in Europe - The main job board for European defence 🇪🇺

7. Awesome Testing

Software / Accessibility & Usability Testing

• VertaaUX CLI (⭐0) - UX, accessibility, and conversion audits from the terminal and CI, with score-based quality gates and PR regression detection.

8. Awesome Network Analysis

Software / Python

• CHSZLabLib (⭐20) - Unified Python interface to 20 high-performance C++ libraries for graph partitioning, community detection, cuts, independent sets, and dynamic graph algorithms.

9. Awesome Tailwindcss

Tools

• 🌍🔧 Base-2 Rounding - Spacing and sizing value picker for Tailwind CSS v4's bracketless arbitrary values.

10. Awesome Newsletters

Artificial Intelligence / Machine Learning / Big Data / Svelte

• AI Dev Jobs Weekly. A weekly digest of the latest AI and machine learning developer jobs from 280+ companies including Anthropic, OpenAI, and DeepMind.

Miscellaneous / Svelte

• Word of the Day. Daily vocabulary email with definitions, examples, and practical usage tips.

11. Awesome Rails

Starters/Boilerplates / Other external resources

• nativeapptemplateapi (⭐10) - A Rails 8.1 multi-tenant API backend for native iOS (Swift/SwiftUI) and Android (Kotlin/Compose) apps. Uses acts_as_tenant, devise_token_auth, Pundit, Solid Queue/Cache/Cable, and PostgreSQL (using Rails 8.1).

12. Awesome Mac

System Tools / QuickLook Plugins

• sbarex/SourceCodeSyntaxHighlight (⭐4k) — Quick Look syntax highlighting ☆4,032

13. Awesome Keycloak

Community Extensions

• Keycloak Redis Cache (⭐5)

14. Awesome Open Hardware

Projects

• Biohack Academy - Open-source biotechnological hardware such as Incubator, Thermocycler, Centrifuge, Microscope, etc.

Platforms

• Open Hardware Repository - For electronics designers at experimental physics facilities to collaborate on open hardware designs.

• Instructables - Instructables is a place that lets you explore, document, and share your creations.

Podcasts

• Road to Open Science - Episode on open hardware in the Netherlands.

• Physics Worlds - Episode on the global impact of open hardware.

• Command Line Heroes - Episode Makers unite.

• A-podcast - Open source hardware is the future.

• Amp hour - Open Hardware and The Creative Economy.

• Open source hardware podcast - By the Programming Electronics Academy.

Books

• Building open source hardware - Book by Alicia Gibb, on building open source hardware from 2014.

• Open-source Lab - Book by Josua M. Pearce, how to build your own hardware and reduce costs.

• Free to Make - Book by Dale Dougherty, how the maker movement is changing our schools, our jobs, and our minds.

15. Awesome Cl

Shells, shells interfaces / Third-party APIs

• Lish (⭐0) - 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.
  • WARN: this is an old backup. The original repository is no more.

16. Awesome Creative Technology

Creative Technology

• Name: 17K

  Locations: [Stuttgart] [Berlin]

  Keywords: interactive experiences, digital installations, and creative technology for museums and exhibitions

• Name: 28K

  Locations: [Copenhagen] [Toronto]

  Keywords: scandinavian digital design, branding, web, and immersive storytelling

• Name: Acronym

  Locations: [LA]

  Keywords: end-to-end experience partner, strategy, narrative, creative, technology, on-the-ground execution (formerly VTProDesign)

  Jobs: 🌐

• Name: Adoratorio Studio

  Locations: [Brescia]

  Keywords: digital art, interactive graphics, and web experiences

• Name: Ambient Interactive

  Locations: [Calgary, AB]

  Keywords: digital interactive exhibits, immersive experiences, museum technology, touch table interactives, audio-visual media, educational games

• Name: Apache

  Locations: [St Albans, UK]

  Keywords: virtual reality, augmented reality, body-tracking, and immersive experiential production

• Name: Array of Stars

  Locations: [Toronto]

  Keywords: strategic design studio creating experiences across physical, digital, and spatial dimensions

• Name: Baast Studio

  Locations: [Amsterdam]

  Keywords: interactive experiences bridging physical and digital worlds through technology and creative innovation

• Name: Bakken & Bæck

  Locations: [Oslo] [Amsterdam] [London] [Bonn] [Barcelona]

  Keywords: design and technology studio building digital products and brands from strategy through development

  Jobs: 🌐

• Name: Belle & Wissell Co

  Locations: [Seattle] [WA]

  Keywords: media experiences, interactive exhibits, brand storytelling, design and technology studio

• Name: Buoy Studio

  Locations: [LA] [NYC] [London] [Stockholm] [Sydney]

  Keywords: interactive digital and physical experiences across spatial design, ai, content, and gaming for brands and entertainment

• Name: Collab

  Locations: [NYC]

  Keywords: innovation and execution studio specializing in strategy, design, fabrication, and smart environments

• Name: Dada Projects

  Locations: [London]

  Keywords: female-led creative studio specializing in 3D animation, CGI design, motion graphics, and immersive digital experiences

• Name: Daily Tous Les Jours

  Locations: [Montreal]

  Keywords: interactive public art and design creating collective human experiences

  Jobs: 🌐

• Name: Dog Studio

  Locations: [Chicago] [Mexico City] [Amsterdam] [Namur]

  Keywords: multidisciplinary creative studio specializing in design, technology, and immersive brand experiences

  Jobs: 🌐

• Name: Evidence Design

  Locations: [Brooklyn] [NY]

  Keywords: museum exhibit design, spatial communication, information environments, architecture, graphic design, industrial design

• Name: Fjord

  Locations: [Oslo]

  Keywords: light art curation and production for festivals, installations, and stage productions

• Name: Friendly Vengeance

  Locations: [Culver City, CA]

  Keywords: interactive experiences and experiential design

• Name: FutureDeluxe

  Locations: [London] [LA] [NYC] [Sydney]

  Keywords: design, technology, and moving image for future-facing brands across brand, product, campaign, and experience

• Name: Half Sister Studio

  Locations: [response_]

  Keywords: immersive storytelling, experience design, museum exhibitions, interactive installations, public space activations, technology-integrated brand experiences

• Name: Happy Finish

  Locations: [London] [Portland] [Verona] [Milan]

  Keywords: creative production studio specializing in visual effects, immersive xr, and heroic imagery

• Name: Hyper Studio

  Locations: [Madrid]

  Keywords: art, design, and technology studio integrating digital and physical worlds through experiential and interactive work

• Name: Incite CO

  Locations: [LA]

  Keywords: creative production and experiential design studio specializing in photography, film, and brand content

• Name: Kingdom X

  Locations: [London]

  Keywords: interactive experiences, installations, and digital activations for agencies, brands, and cultural organisations

• Name: L3A UX Studio

  Locations: [Brooklyn, NY]

  Keywords: ux research and design studio specializing in xr, digital experiences, and storytelling

• Name: LG2 - Digital Experience

  Locations: [Montreal] [Quebec] [Toronto]

  Keywords: digital agency offering e-commerce, ux/ui design, mobile apps, and experiential design for brands

  Jobs: 🌐

• Name: Luci Creative

  Locations: [response_]

  Keywords: museum experience design, brand experiences, experiential design, memory-focused design, behavioral science

• Name: Lusion

  Locations: [Bristol]

  Keywords: 3D visual storytelling, interactive web experiences, design, motion, animation, development

• Name: MESO Digital Interiors

  Locations: [Frankfurt]

  Keywords: digital design and technology for physical spaces, blending interactive installations, showrooms, and experiential environments

  Jobs: 🌐

• Name: MODE Systems

  Locations: [Castle Rock, CO]

  Keywords: audiovisual systems integration, interactive exhibits, video walls, touch-screen interactives, museum AV, automated control systems

• Name: Modem

  Locations: [Amsterdam]

  Keywords: design and innovation studio exploring contemporary practice through time-bound experimentation

• Name: MONOGRID

  Locations: [Florence] [Milan]

  Keywords: creative technology studio specializing in brand experiences, interactive installations, and immersive digital work

• Name: Munchingsquare

  Locations: [London] [Katowice]

  Keywords: award-winning creative technology studio specializing in augmented reality, virtual reality, phygital, and mixed reality experiences

• Name: NewReach

  Locations: [response_]

  Keywords: brand activation applications, art installations, event campaigns, video walls, wayfinding systems, mobile solutions, custom interactive applications

• Name: No 130

  Locations: [Montreuil]

  Keywords: immersive audiovisual experiences, digital art, CG, video installations, VR, and performing arts

• Name: Non-Linear

  Locations: [Park City, UT] [Tallinn]

  Keywords: independent studio crafting digital experiences connecting brand, design, and technology

• Name: Observatory

  Locations: [London]

  Keywords: creative technology and content studio crafting end-to-end solutions for immersive experiences, brand spatialisation, and experiential content

  Jobs: 🌐

• Name: Phantom

  Locations: [London] [Auckland]

  Keywords: technology-led creative agency crafting brand experiences using interactive design, AI, WebGL, and augmented reality

• Name: Random Studio

  Locations: [Amsterdam] [Paris]

  Keywords: immersive digital experiences and spatial design for brand activations and retail environments

  Jobs: 🌐

• Name: Reflektor Digital

  Locations: [Toronto]

  Keywords: creative technology studio building world-class brand experiences and activations powered by AI, WebGL, and AR

• Name: RNDR

  Locations: [The Hague]

  Keywords: design studio for interactive media developing installations, data visualizations, and interactive software that are only finished by how they are used

• Name: Schema Design

  Locations: [Seattle] [Fairfield, CT]

  Keywords: data visualization, information design, intelligent interfaces, frontier technologies, interactive interfaces, UX design

  Jobs: 🌐

• Name: Schnelle Bunte Bilder

  Locations: [Berlin]

  Keywords: studio for media scenography and time-based media creating interactive installations, digital art, and audiovisual performances

  Jobs: 🌐

• Name: Studio Coat

  Locations: [Utrecht]

  Keywords: data-driven studio making new technology tangible through deep learning visualization, AI applications, and interactive media installations

• Name: Territory Studio

  Locations: [London] [SF] [Barcelona]

  Keywords: narrative-led creative design to imagine, realise and build new worlds

  Jobs: 🌐

• Name: Tetro

  Locations: [Lyon] [Paris]

  Keywords: creative agency and artistic production company offering event design, spatial experiences, and immersive cultural exhibitions

  Jobs: 🌐

• Name: The Experience Machine

  Locations: [London]

  Keywords: creative studio specializing in immersive narrative environments using physical engineering, lighting, video, and code

• Name: The Workers

  Locations: [London]

  Keywords: experience design studio creating interactive digital installations and immersive displays for museums, cultural institutions, and brands

  Jobs: 🌐

• Name: Universal Everything

  Locations: [Remote]

  Keywords: studio working across experience design, media art, and experimental digital installations for major brands and galleries

• Name: Wireframe

  Locations: [Montreal]

  Keywords: public art agency specializing in the production and global distribution of interactive art installations for public spaces

• Name: wonderMakr

  Locations: [Mississauga, ON]

  Keywords: experiential innovation, brand activations, interactive installations, fabrication, event experiences, digital and physical hybrid experiences, technology integration

Experiential Spaces & Experiences

• Name: 59 Productions

  Locations: [London] [NYC]

  Keywords: story-driven design, immersive experiences, stage design, live events, light and sound, technical design

  Jobs: 🌐

• Name: Atelier Brückner

  Locations: [Stuttgart]

  Keywords: narrative architecture, exhibition design, scenography, museum and cultural spaces, brand experiences

  Jobs: 🌐

• Name: Falcon’s Creative Group

  Locations: [Orlando]

  Keywords: experience design for themed entertainment, attractions, and immersive media

  Jobs: 🌐

• Name: Imagination

  Locations: [Global]

  Keywords: experience design and brand activation agency specializing in live events, destinations, content, and investor communications

  Jobs: 🌐

• Name: Shared Studios

  Locations: [NYC] [SF]

  Keywords: global immersive learning platform connecting communities through physical Portal spaces for real-time interactive programming

Event Production

• Name: Brandgage

  Locations: [response_]

  Keywords: interactive trade show experiences, touch and touchless displays, AR/VR experiences, digital booth activations, event marketing technology

Architecture

• Name: Cannon Design

  Locations: [NYC] [LA] [Chicago] [Boston] [Baltimore] [Buffalo] [Charlotte] [Dallas] [Denver] [Houston] [Irvine] [Minneapolis] [Pittsburgh] [Portland] [San Diego] [Seattle] [St. Louis] [Toronto] [DC] [Mumbai]

  Keywords: architecture, immersive branded experiences, design strategy, environments, planning, sustainable design

  Jobs: 🌐

Creative Agencies

• Name: 2×4

  Locations: [NYC] [Beijing]

  Keywords: branding, creative direction, digital design, exhibitions, environments, strategy, identity

  Jobs: 🌐

• Name: Design Systems International

  Locations: [NYC] [Copenhagen] [Santiago, Chile] [Berlin] [Aachen]

  Keywords: digital design consultancy using code to create dynamic systems across the full product lifecycle

• Name: Frog

  Locations: [Global]

  Keywords: design and innovation consultancy specializing in product, service, and experience reinvention with ai integration

  Jobs: 🌐

• Name: Jack Morton

  Locations: [Boston] [Chicago] [Detroit] [LA] [NYC] [SF] [London] [Dubai] [Doha] [Singapore] [Tokyo] [Melbourne] [Sydney]

  Keywords: experiential marketing, brand experiences, event marketing, digital experiences, sponsorship activation, community building

  Jobs: 🌐

• Name: MAS

  Locations: [response_]

  Keywords: bespoke experience agency, experiential marketing, physical and digital experiences, brand activation, creative technology

• Name: PDD

  Locations: [London] [Shanghai] [Boston] [Hong Kong]

  Keywords: product and experience innovation consultancy specializing in human-centered design, medical devices, and user experience

  Jobs: 🌐

• Name: Pilea

  Locations: [Paris] [FR]

  Keywords: video production and content creation for creators and brands

• Name: Radical Media

  Locations: [NYC] [LA] [London] [Berlin]

  Keywords: production company specializing in documentaries, commercials, music content, and immersive experiences for global brands

• Name: Set Creative

  Locations: [London] [NYC] [Portland]

  Keywords: experiential marketing, live events, B2B activations, brand experiences, event marketing

  Jobs: 🌐

• Name: SharpEnd

  Locations: [London] [NYC]

  Keywords: brand experience agency helping companies create connected consumer experiences across touchpoints and retail activations

  Jobs: 🌐

• Name: Stink Studios

  Locations: [London]

  Keywords: global creative studio producing advertising, branding, and digital creative work in-house from thinking to making

  Jobs: 🌐

• Name: We Are Amplify

  Locations: [London] [Paris] [LA] [Sydney] [NYC]

  Keywords: global creative agency specialising in brand experience, entertainment, and cultural storytelling

  Jobs: 🌐

Education

• Name: Design Media Arts at UCLA

  Locations: [Angeles] [CA]

  Keywords: multidisciplinary artistic practice, experimentation, innovative thinking, hybridizing technologies, media arts

• Name: Digital + Media at RISD

  Locations: [Providence] [RI]

  Keywords: art and technology, sound, experimental design, new media, digital practice, critical investigation

• Name: Entertainment Technology Center at Carnegie Mellon University

  Locations: [Pittsburgh] [PA]

  Keywords: interactive entertainment, emerging media, game design, VR, AR, storytelling, project-based learning, creative technology, XR

• Name: Interactive Media Arts at NYU Tisch

  Locations: [York] [NY]

  Keywords: creative possibilities of technology, interactivity, emerging media, computation, physical and digital interactions, liberal arts

17. Awesome Selfhosted

Software / Booking and Scheduling

• Cal.diy - Online appointment scheduling system. (Source Code (⭐41k)) MIT Nodejs

18. Awesome Ai

AI Coding Agents / PR & Review

• The-PR-Agent/pr-agent (⭐11k) — AI-powered PR reviewer ☆10,925

19. Awesome Deno

Showcases / XML

• ShopSavvy Deno Deploy (⭐0) - Deno Deploy router with Hono for product search, real-time pricing, and price history.

20. Awesome Webaudio

Packages / Apps

• keystrum (source (⭐0)) - A browser instrument that turns a QWERTY keyboard into a strum machine using Karplus-Strong synthesis. No samples loaded.

21. Awesome Datascience

Tools

• Not Human Search - Search engine for AI agents that indexes 9,000+ AI tools and APIs, scoring each on agentic readiness (llms.txt, OpenAPI, MCP, ai-plugin.json). REST API and MCP server for programmatic tool discovery. GitHub (⭐0)

Books / Visualization Tools

• Executive Data Science: A high-level guide to managing data science teams and projects.

• Introduction to Modern Statistics: A modern, open-access textbook on statistics with a heavy focus on data science applications.

• The Art of Data Science: Focuses on the "art" of data analysis, how to ask the right questions and refine them.

Journals, Publications and Magazines / Book Deals (Affiliated)

• 8bitconcepts - AI industry research and analysis with papers on AI pricing, enterprise adoption, and evaluation frameworks.

Datasets / Book Deals (Affiliated)

• Helium - Real-time news corpus with structured bias features across 15+ dimensions (3.2M+ articles, 5,000+ sources), live financial market data (stocks, ETFs, crypto) with AI-generated analysis, ML options pricing with probability metrics and full Greeks, historical options chain data for quantitative research; available via MCP server or REST API.

Other Awesome Lists / Book Deals (Affiliated)

• AI Dev Jobs - Job board focused on AI/ML engineering roles with 5,400+ listings and a free REST API.

22. Awesome Gemini Cli

Commands & Extensions

• OpenAccountants (⭐10) - 371 tax classification skills across 134 countries. Classify bank statement transactions into VAT/GST, income tax, and social contribution categories with conservative defaults.

23. Awesome Embedded Rust

Firmware projects / WIP

• 🤖 hypervisor (⭐4): Bare-metal ARM64 Type-1 hypervisor in no_std Rust (single dependency: fdt). Runs at EL2, boots Linux with 4 vCPUs, virtio-blk/net, FF-A v1.1 SPMC at S-EL2. Targets QEMU virt machine (no real hardware tested yet).

24. Awesome Raspberry Pi

Tools

• Armbian Imager - An open-source imaging tool that makes installing Armbian OS effortless.

• OSMC Installer - GUI based utility to download and install OSMC on to a variety of platforms.

• Raspberry Pi SD Card Lifespan Calculator - Interactive tool to estimate when your SD card will fail based on P/E cycles and Write Amplification Factor (WAF).

Projects

• PiSpot-Show (⭐1) - WiFi voucher display system with weather integration and PiJuice battery management.

• PiSpot Watch (⭐1) - Wrist-wearable Pi Zero smartwatch with e-ink display that generates Wi-Fi voucher codes on demand via button press.

• Ultimate DNS Shield (⭐0) - Self-hosted recursive DNS server using Pi-hole, Unbound and Docker on Raspberry Pi 4.

Useful Apps / Android

• EtchDroid - Is an open-source application that writes disk images to USB drives. Android

Tutorials / iOS

• Raspberry Pi 5 SSD Boot Guide - Comprehensive guide on upgrading RPi 5 with NVMe SSDs, including benchmarks and hardware compatibility tests (2026 update).

25. Awesome Computational Biology

GitHub Pages UI

• Search matches name, description, tasks, modalities, and tags.

• The Task, Modality, and Type filters map directly to tasks, modalities, and type in docs/data/resources.json.

• Clicking badges on cards applies the corresponding filter.

Benchmarks & Datasets

• JUMP Cell Painting Datasets (⭐184) — Consortium-scale cell imaging perturbation datasets (chemical and genetic) for phenotypic profiling and drug discovery research.

• scPerturb (⭐172) — Curated and continuously updated single-cell perturbation data resource spanning CRISPR and drug perturbation studies.

Preprocessing Tools

• Numbat (⭐211) — Haplotype-aware copy number variation inference from single-cell RNA-seq using hidden Markov models.

• CaSpER (⭐87) — CNV identification and visualization by integrative analysis of single-cell or bulk RNA-seq data.

• CellCharter (⭐168) — Identification and characterization of spatial cell niches from spatial transcriptomics using VAEs and Gaussian mixture models.

• STAGATE (⭐51) — Adaptive graph attention auto-encoder for spatial domain identification in spatial transcriptomics.

• NCEM (⭐117) — GNN-based model for learning intercellular communication from spatial graphs of cells.

• DeepTalk (⭐29) — Graph attention network for deciphering cell-cell communication from spatial transcriptomics data.

• COMMOT (⭐136) — Optimal transport-based framework for screening cell-cell communication in spatial transcriptomics.

• TIGON (⭐57) — Neural optimal transport method for reconstructing growth and dynamic trajectories from single-cell transcriptomics.

• LINGER (⭐127) — Neural network for gene regulatory network inference from single-cell multiome (RNA+ATAC-seq) data with bulk data pretraining.

• sciPENN (⭐18) — RNN-based method for simultaneous protein expression prediction, uncertainty estimation, and cell-type label transfer from CITE-seq and scRNA-seq data.

• MOGONET (⭐179) — Multi-omics graph convolutional network framework for patient classification and biomarker identification.

Drug Response Prediction

• PRNet (⭐78) — Deep generative model for predicting transcriptional responses to novel chemical perturbations for drug discovery.

• chemCPA (⭐148) — Compositional perturbation autoencoder for predicting single-cell transcriptional responses to unseen drug perturbations and dose combinations.

• cycleCDR (⭐3) — Interpretable cycle-consistency framework for modeling cellular responses to drug perturbations.

• DRUML (⭐11) — Ensemble machine learning framework combining standard ML with deep learning to systematically rank anti-cancer drugs from proteomics and RNA-seq data.

Drug Repurposing

• TranSiGen (⭐34) — Dual-VAE architecture for ligand-based virtual screening, drug response prediction, and drug repurposing using chemical-induced transcriptional profiles.

Molecular Generation

• DiffSBDD (⭐500) — Equivariant diffusion model for structure-based drug design that generates molecules and binding conformations for protein targets.

• ReLeaSE (⭐367) — Deep reinforcement learning framework for de novo drug design combining a generative and predictive model.

• PaccMannRL (⭐10) — Reinforcement learning-based generative model for de novo hit-like anticancer molecule design from transcriptomic data.

Single-cell Foundation Models / Transcriptomics Foundation Models

• SATURN (⭐164) — Transformer-based model integrating gene expression and protein sequences via a protein language model to learn unified multi-species cell embeddings.

• CancerFoundation (⭐29) — Single-cell RNA-seq foundation model trained exclusively on a curated dataset of malignant cells to learn cancer-specific embeddings.

Single-cell Foundation Models / Spatial Foundation Models

• Nicheformer (⭐159) — Foundation model for single-cell and spatial omics using a transformer architecture with positional embeddings to encode spatial cell information.

• scGPT-spatial (⭐133) — Extension of scGPT for spatial transcriptomics with continual pretraining and a mixture-of-experts decoder for spatial gene expression analysis.

Single-cell Foundation Models / Multi-Omics Foundation Models

• Concerto (⭐40) — Contrastive self-supervised learning framework for single-cell multimodal data integration, batch correction, and reference-query mapping.

• scButterfly (⭐28) — Dual-aligned variational autoencoder for single-cell cross-modality translation between paired and unpaired multiomics data.

• JAMIE (⭐16) — Joint variational autoencoder for multimodal single-cell data imputation and embedding.

• scPair (⭐10) — Bidirectional feedforward network for single-cell multimodal analysis with cross-modality prediction leveraging single-cell atlases.

Multi-Modal Foundation Models / Protein Structure Prediction and Design

• PORPOISE (⭐241) — Pan-cancer integrative histology-genomic analysis framework using multimodal deep learning for patient stratification.

• PathomicFusion (⭐330) — Integrated framework fusing histopathology and genomic features via CNN, GNN, and attention gating for cancer diagnosis and prognosis.

• Virchow — Million-slide digital pathology foundation model using a vision transformer and self-supervised distillation for tile-level pathology image representation.

• TOAD (⭐182) — Tumor Origin Assessment via Deep-learning; weakly-supervised multi-task model predicting cancer primary origin from H&E whole-slide images.

• PLIP (⭐375) — Vision-language foundation model for pathology trained with contrastive learning on pathology image–text pairs for image classification and text-to-image retrieval.

• MUSK (⭐226) — Vision-language foundation model for precision oncology analyzing multimodal paired text and pathology image data for biomarker prediction and retrieval.

Curation Criteria (Strict) / Protein Structure Prediction and Design

• The resource is trustworthy and relevant to computational biology.

• The primary link points to an official source (official docs, organization site, maintained repository, or official dataset page).

• The resource has evidence of technical substance: ideally a peer-reviewed paper; at minimum a preprint or official technical documentation.

• The description is factual and concise (no marketing copy).

• Duplicate or near-duplicate entries should be avoided.

Update & Link Rot Policy / Protein Structure Prediction and Design

• Link validity is monitored by the Link Check workflow.

• If a link repeatedly fails, maintainers may replace it with an official mirror/canonical URL or remove the entry until a stable URL is available.

• Contributions fixing broken links are welcome and encouraged.

Data Schema & Contribution Workflow / Protein Structure Prediction and Design

• Data schema reference: docs/data/SCHEMA.md.

• Source-of-truth workflow:
  1. Edit/add resources in README.md.
  2. Regenerate machine-readable artifacts:
     • python scripts/sync_resources_from_readme.py
     • python scripts/build_resources.py
  3. Commit updated data files (data/resources.yml, data/resources.json, data/resources.csv, docs/data/resources.json) with your README change.

• Contribution guide: contributing.md.

26. Awesome Db Tools

SQL / Code Generators

• sqlc - SQL-first code generator producing type-safe bindings for various languages and various databases.

• SQLDelight - SQL-first code generator producing type-safe bindings for Kotlin and various databases.

• pGenie - SQL-first code generator producing type-safe bindings for various languages and specializing on the PostgreSQL database.

27. Awesome Mongodb

Tools / Desktop

• Monghoul - MongoDB GUI with smart autocomplete, visual aggregation builder, and built-in MCP server

28. Awesome Mqtt

Tools

• LabOverWire - Visual diagram editor for designing MQTT topologies, built with Rust (WASM) and TypeScript. Features live in-browser simulation, code generation, and AsyncAPI export.

Smart Home Integration Software / Firmwares for ESP based Devices

• shopsavvy-mqtt (⭐0) - MQTT bridge that publishes product price data with Home Assistant MQTT discovery support.

29. Free for Dev

Email

• EmailQo Email Infrastructure Grader - Free email infrastructure grader that checks SPF, DKIM, DMARC and mail server configuration. Scores any domain out of 100. No signup required.

Managed Data Services

• Qdrant - Vector Database for embedding data, single node cluster with 0.5 vCPU, 1GB RAM, and 4GB disk.

Miscellaneous

• redirs.com — Easy domain redirects with auto-SSL, analytics, and URL path forwarding. Free for basic use (up to 5 domains).

30. Awesome Ada

Sound / GPL (no linking exception)

• portable-openal-sound (⭐1) - A linux-sound-playing package for Ada apps that can asynchronously start and stop music loops, as well as initiate transient sounds.

• AdaTracker (⭐1) - A MOD, XM, S3M, and IT music tracker player written in Ada, using SDL2 for audio output and UI rendering.

31. Awesome Claude Code

Status Lines 📊 / General

• claude-pace (⭐102) by Astro-Han - A lightweight Bash + jq statusline for Claude Code that displays rate limit pace delta (burn rate vs. time remaining), 5h/7d usage percentage, context window usage, git branch and diff stats. Compares current consumption rate against time remaining in each rate limit window to indicate whether quota is being used faster or slower than the window allows. Single file with no external dependencies beyond jq.

Tooling 🧰 / IDE Integrations

• Clawd on Desk (⭐1.2k) by Ruller_Lulu - A desktop pet that reacts to your Claude Code sessions in real-time — thinking, typing, juggling, sleeping, and more. Yep. It's undeniably endearing. And at the end of the day, isn't that what Claude Code is all about?

Tooling 🧰 / Usage Monitors

• ccxray (⭐104) by lis186 - A transparent HTTP proxy and real-time dashboard that sits between Claude Code and the Anthropic API. Captures every request and response without configuration, presenting them in a Miller-column interface with session grouping, token/cost tracking, and context-window visualization.

Workflows & Knowledge Guides 🧠 / General

• Encyclopedia of Agentic Coding Patterns by Wolf McNally - A freely available reference covering 190+ patterns for AI-assisted software development (and actually a whole bunch of related technical topics) from foundational concepts through agentic construction patterns, governance, testing, and socio-technical systems. Each entry follows a consistent pattern-language format with Context, Problem, Forces, Solution, Consequences, and Related Patterns. Opinionated and erudiate, which is actually good for an "encyclopedia" in some ways.

32. Awesome Osint

Data Breach Search Engines

• NOX (⭐146) - Recursive async framework for deep breach analysis and identity pivoting.

Email Search / Email Check / GitHub

• Email Extractor - A browser-based utility to quickly extract email addresses from bulk text or raw data for further investigation.

Other Tools / GitHub

• ReconFTW (⭐7.4k) - Automated reconnaissance framework for bug bounty and pentesting with multiple integrated tools.

Threat Intelligence / GitHub

• DFIR Platform - Threat intelligence platform with multi-source IOC enrichment, phishing email analysis, exposure scanning, and domain reputation scoring. Free tier available.

33. Awesome Arcgis Developers

Code samples and snippets

• Esri Germany Github organization: code samples, tools and more by Esri Deutschland.

• EsriJapan/arcgis-dev-resources (⭐10) - ArcGIS Developers 開発リソース集 (by Esri Japan).

34. Awesome Ai in Finance

Data Sources / Crypto Currencies

• TBD Predict (⭐1) - Solana-based prediction market for human opinions with an agent CLI and AGENTS.md spec for AI agents to authenticate, list opinion campaigns, and place bets via JSON-friendly commands.

Research Tools / Prediction Markets

• Chart Library - Visual chart pattern search engine. Upload a screenshot or type a ticker+date to find the 10 most similar historical chart patterns and see what happened next. 24M+ embeddings, 19K symbols, REST API + MCP server.

• Coinugget - Real-time RSI signals, price action & volume spikes dashboard for crypto traders. Free, no sign-up required.

35. Awesome V

Web

• highlighter - Inject syntax highlighting into HTML files at build time, or via the CLI tool.

36. Awesome Rust

Applications

• s00d/switchshuttle (⭐120) - Cross-platform system tray app for organizing and running predefined terminal commands with global hotkeys, nested menus, and JSON-backed configuration (Tauri + Vue).

Applications / Security tools

• mullvad/mullvadvpn-app (⭐6.9k) - Cross-platform VPN client application for the Mullvad VPN service with WireGuard support, quantum-resistant tunnels, and privacy-focused features.

Applications / System tools

• hyperb1iss/unifly (⭐140) [unifly] - CLI and TUI for managing Ubiquiti UniFi network controllers with dual-API coverage and a 10-screen Ratatui dashboard

Applications / Text editors

• SoloMD (⭐56) - A lightweight, cross-platform Markdown editor with live preview, built with Tauri 2.

Applications / Utilities

• veirt/weathr (⭐2.7k) [weathr] - A terminal weather app with ASCII animation.

Applications / Workflow Automation

• CCHub (⭐54) - A desktop control panel for the Claude Code / Codex / Gemini CLI ecosystem. Manage MCP servers, config profiles, agent skills, CLAUDE.md, hooks, and workflow templates from a single Tauri app (Windows / macOS / Linux).

Development tools / Workflow Automation

• forgecode (⭐6.5k) - A terminal-based AI pair programmer for code generation and editing.

• git-time-machine (⭐50) - Visual git reflog TUI for undoing git mistakes

Libraries / Virtualization

• capsule (⭐277) - WebAssembly sandboxing runtime for executing untrusted code

Registries / Web programming

• getnora-io/nora (⭐111) - A lightweight, single-binary artifact registry supporting Docker, Maven, npm, PyPI, Cargo, Go, and raw formats. Upstream proxy with caching and air-gap mode.

37. Awesome Falsehood

Postal Addresses

• Letter Delivered Despite No Name, No Address - Ultimate falsehood about postal addresses: you do not need one.

38. Static Analysis

Programming Languages / Other

• phploc ⚠️ — A tool for quickly measuring the size and analyzing the structure of a PHP project.

39. Awesome Go

Utilities / Project Layout

• lacion/cookiecutter-golang (⭐732) — Go project template ☆732

• Fs02/go-todo-backend (⭐335) — Go Todo Backend example using modular project layout for product microservice. ☆335

40. Awesome Zig

Fundamentals / Documentation and Testing

• ryo-zen/zig-docs-mcp (⭐0) - MCP server providing access to Zig language docs, stdlib references, and working code examples.

Fundamentals / Package and Version Manager

• lispking/zvm (⭐0) - A fast, dependency-free version manager for Zig written in Zig.

Network & Web / Network

• zquic (⭐3) - QUIC transport protocol (RFC 9000/9001/9002) with HTTP/3 and QPACK support, written in pure Zig with zero C dependencies.

Network & Web / Web3 Framework

• ryo-zen/zeicoin (⭐3) - A fast and lightweight Layer 1 Blockchain written in Zig.

Data & Science / Database

• lispking/kvdb (⭐8) - A lightweight, high-performance embedded key-value database written in Zig.

41. Awesome Go

Artificial Intelligence

• Aetheris (⭐3) - AI Agent execution runtime with event sourcing, checkpoint recovery, and At-Most-Once execution guarantee. Written in Go.

• agent-sdk-go (⭐0) - Go SDK for building durable AI agents on Temporal with support for tools, MCP, human approvals, and sub-agent delegation.

Databases Implemented in Go

• NornicDB (⭐570) - High performance graph + vector database (Neo4j and qDrant compatible), focused on low latency graph-rag retreival for AI systems.

Distributed Systems

• cmd-stream-go (⭐87) - High-performance distributed command pattern library for Go.

HTTP Clients

• hedge (⭐193) - Adaptive hedged requests for Go. Cuts p99 latency with zero configuration, based on Google's "The Tail at Scale" paper.

Security

• procscope (⭐0) - Process-scoped runtime investigator using eBPF to trace process lifecycle, file activity, and network connections.

• redact (⭐0) - Redact sensitive information from slog-based logs using a configurable pipeline.

Serialization

• mus-go (⭐137) - MUS format serializer for Go.

Server Applications

• goshs (⭐581) - SimpleHTTPServer replacement with file upload/download, WebDAV, SFTP, SMB, TLS, authentication, and share links.

Version Control

• git-courer (⭐11) - Local MCP server for Git operations using Ollama to save tokens and prevent secret leakage.

Web Frameworks

• doors (⭐36) - Server-driven framework for building stateful, reactive web applications entirely in Go.

Code Analysis / Libraries for creating HTTP middlewares

• gomarklint (⭐12) - Markdown linter with built-in HTTP link validation, single binary, no Node.js required.

DevOps Tools / Libraries for creating HTTP middlewares

• pingtower (⭐1) - Lightweight self-hosted uptime monitor for websites and APIs.

42. Awesome Python Data Science

Machine Learning / General Purpose Machine Learning

• scikit-learn - Machine learning in Python.

Probabilistic Methods / Others

• ZhuSuan - Bayesian Deep Learning.

• GPflow - Gaussian processes in TensorFlow.

Feature Engineering / General

• tubular (⭐100) - Collection of scikit-learn compatible transformers written in narwhals (⭐1.6k), which can accept either polars/pandas inputs and utilise the chosen library under the hood.

43. Awesome Python

HTTP Clients

• httptap (⭐485) - Dissects an HTTP request into DNS, TCP, TLS, wait, and transfer phases and renders the timings as a waterfall.

Websites

• Python Developer Tooling Handbook - Comprehensive guide to modern Python developer tools covering package management, linting, type checking, testing, and more.

44. Awesome Lowcode

AI

• Forge - AI-powered full-stack app creator. BYOK (bring your own API key) with Anthropic, OpenAI, or Google AI. Multi-stage pipeline generates SSR-first Next.js applications.

Automation

• BulkPublish - Social media API for publishing to 11 platforms (Facebook, Instagram, X, TikTok, YouTube, LinkedIn, and more). Integrates with Zapier, n8n, Make.com, and IFTTT. Free tier available.

• Overloop CLI (⭐4) - AI-powered outbound engine. Source 450M+ contacts, launch email + LinkedIn campaigns, manage conversations. JSON output, agent-native.

45. Awesome Svelte

UI Libraries

• svelte-audio-ui - A set of accessible and composable Audio UI components. Built on top of shadcn-svelte, inspired by audio-ui, it's designed for you to copy, paste, and own.

Icons

• @thesvg/svelte (⭐1.4k) - 5,600+ SVG brand and cloud icon components for Svelte. AWS, Azure, GCP, and 4,000+ brand logos.

46. Awesome Neovim

LSP

• retran/meow.yarn.nvim (⭐60) - Interactive LSP type and call hierarchy explorer with a tree view, live preview, navigation breadcrumbs, and a custom node renderer.

• ryan-WORK/ohm (⭐5) - A persistent LSP process manager daemon for Neovim. Fixes memory bloat, stuck diagnostics, monorepo server duplication, and session degradation.

Colorscheme / Assembly

• micdzu/aalto.nvim (⭐1) - [TS][LSP][L/D][Lua] A semantic colorscheme with a perceptual OKLCH engine, featuring four semantic roles and both dark and light variants.

• T-b-t-nchos/Aquavium.nvim (⭐11) - [TS][Lua] Aquarium-themed color scheme, designed for use with a transparent terminal background.

Code Runner / Quickfix

• sektant1/executioner.nvim (⭐2) - Script picker and runner to find and run any script from your project directory, with or without arguments.

Git / Quickfix

• dlyongemallo/diffview.nvim (⭐105) - Single tabpage interface for easily cycling through diffs for all modified files for any Git rev. Maintained fork of sindrets/diffview.nvim.

• kokusenz/deltaview.nvim (⭐80) - Inline/unified diff viewer with Tree-sitter syntax highlighting and diff highlighting in the style of delta (⭐30k), with enhanced navigational features.

UI / OS-specific

• quickui.nvim (⭐2) - Structured, keyboard-driven menus and context menus with nested navigation.

47. Awesome Mysql

GUI

• squix (⭐206) - SQL command-line client with query management and interactive results.

Analysis

• ReliaDB EXPLAIN Analyzer (⭐0) - a browser-based MySQL and MariaDB EXPLAIN visualizer with issue detection, index recommendations, and query rewrites. 100% client-side.

48. Awesome Terraform

Community

• awesome-terraform-compliance (⭐18) - Curated list of tools, frameworks, and resources for Terraform compliance and security.

Learning and Studying

• compliance.tf docs - Free Terraform implementations of SOC 2, PCI DSS, HIPAA, NIST 800-53, and 35+ other compliance controls — open reference for writing compliant infrastructure code.

Providers / Vendor supported providers

• terraform-provider-planetscale (⭐22) - Terraform provider for PlanetScale (Vitess & Postgres).

Tools / Community providers

• Riftmap - Cross-repo dependency and change impact engine that scans multi-repo infrastructure across Terraform, Docker, Helm, and more to visualize what depends on what and what breaks when something changes.

Managed Terraform Platforms 💲 / IDE

• compliance.tf - Terraform modules with SOC 2, PCI DSS, HIPAA, NIST 800-53, and 35+ other frameworks built in. Non-compliant configs fail at terraform plan before anything applies. 💲

49. Awesome Windows

Customization

• Themia - Displays transparent, customizable widgets on your desktop.

50. Awesome Cpp

CLI

• Crossline (⭐150) - A small, self-contained, zero-config, MIT licensed, cross-platform, readline and libedit replacement. [MIT]

Compression

• LZAV (⭐523) - Fast In-Memory Data Compression Algorithm. [MIT]

Database

• sqlpp23 (⭐132) - A type safe SQL library for C++. [BSD-2-Clause]

Font

• SheenBidi (⭐194) - A sophisticated implementation of Unicode Bidirectional Algorithm. [Apache-2.0]

Miscellaneous

• The RaBitQ Library (⭐190) - A lightweight library for the RaBitQ algorithm. [Apache-2.0] website

51. Awesome Mac

Developer Tools / Virtualization

• GhostVM (⭐132) - Virtualization tool for creating and managing isolated macOS virtual machine workspaces.

Design and Product / Screen Recording

• ScreenKite - Native screen recorder and editor with auto-zoom, AI enhancements, device mockups, and teleprompter.

AI Tools / Other Tools

• Desktop Control (⭐7) - GPU-accelerated CLI for AI agents to control any macOS app via screen, mouse, and keyboard.

Security Tools / Audio Record and Process

• MakLock (⭐40) - Lock any macOS app with Touch ID, Apple Watch proximity, or password. Full-screen blur overlay on all monitors.

Utilities / Clipboard Tools

• Clippy (⭐18) - Smart clipboard manager with content-aware previews, AI transformations, a built-in screenshot editor, and file converter.

Utilities / Menu Bar Tools

• ChargeMonitor (⭐4) - Menu bar battery monitor with real-time charging stats and energy impact insights.

Utilities / Cleanup and Uninstall

• MacSift - Open-source disk cleaner that groups files by app and moves them to the Trash.

Utilities / General Tools

• WaifuX - Open-source ACG app for wallpapers, animated backgrounds, and anime videos.

Utilities / System Related Tools

• SwiftMTP (⭐168) - Open-source MTP device manager for browsing and transferring files between Mac and Android devices.

52. Awesome Zsh Plugins

Plugins / superconsole - Windows-only

• btrfs-snapper (⭐0) - Plugin for btrfs filesystem management and snapper snapshot control on openSUSE Tumbleweed — enriched commands, safety guards, and filtered views not available in native tools.

• fzf (zsh-contrib) (⭐0) - Configures fzf (⭐79k) with beautiful Catppuccin and Rose Pine color themes, adds file and directory picker key bindings, and wires up your preferred editor and file manager — so fuzzy finding feels native from day one.

• kube-ctx-manager (⭐1) - A smart shell plugin for kubectl power users — fuzzy context switching, auto-suggested aliases, and prod safeguards built right into your terminal.

• snap-new (⭐0) - Replaces the raw snapper command with a guided flow: a 14-scenario table pre-fills the description and suggests the right type (standard vs important) based on what you are about to do. Before executing, it checks disk usage, shows existing snapshot context, and asks for confirmation. --cleanup-algorithm timeline is always set — you cannot forget it.

• snap-rollback (⭐0) - Native snapper rollback executes immediately with no safety checks. This plugin adds guided flow, snapshot summary, double confirmation, dry-run mode and a reboot reminder.

• Next: Apr 13 - Apr 19, 2026