Awesome List Updates on Jan 12 - Jan 18, 2026

30 awesome lists updated this week.

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1. Awesome Computational Biology

Preprocess / Clinical Trial

• ChatSpatial (⭐4) - MCP server enabling spatial transcriptomics analysis via natural language.

Drug Response Prediction / Foundation models

• scFoundation (⭐382) - A large-scale pretrained foundation model for single-cell gene expression data, enabling multiple downstream analysis tasks.

• scGPT (⭐1.4k) - A transformer-based foundation model pretrained on millions of single-cell profiles to support various single-cell analysis tasks.

• BulkFormer (⭐37) - A foundation model pretrained on large-scale bulk RNA-seq data to learn general transcriptomic representations for downstream analysis tasks.

2. Static Analysis

Other / Other

• Dockle ⚠️ — Container Image Linter for Security helping build the Best-Practice Docker Image. Scans Docker images for security vulnerabilities and CIS Benchmark compliance. Checks for secrets, credential exposure, and security best practices. Provides multiple severity levels (FATAL, WARN, INFO) and supports various output formats for CI/CD integration.

3. Awesome Translations

Platforms / Localization and translation platforms

• LRM (⭐33) - Self-hosted CLI/TUI localization manager supporting .resx and JSON (i18next) with multiple translation providers including free options.

4. Awesome Terraform

Community Modules / Miscellaneous

• nis2shield/infrastructure (⭐1) - Terraform modules for automated NIS2 compliance and secure infrastructure deployment.

Providers / Community providers

• terraform-provider-multipass (⭐3) - Terraform provider for Multipass.

5. Awesome Rust

Applications / Database

• QuillSQL (⭐160) - An educational Rust relational database (RDBMS) inspired by CMU 15445

Applications / Security tools

• SystemVll/TAuth (⭐137) - An easy and user friendly 2FA & Credentials manager, for your PC.

6. Awesome Audio Visualization

Experiments

• • Multitrack Audio Visualizer (⭐0) - A real-time audio/music visualizer that displays multi-track waveforms with customizable colors and can export high-quality MP4/H.265 videos.

• Tap tempo and metronome with sound effects - A metronome with customizable sound effects, capable of calculating bpm with just a click, and also supports synchronization with your MIDI device.

• osci-render (⭐599) - Software for making music by visualising objects, images, and Blender scenes on an oscilloscope using audio.

7. Awesome Agi Cocosci

Domain Specific Language / Design Theory

• Building Domain-Specific Machine Learning Workflows: A Conceptual Framework for the State of the Practice - ACM Transactions on Software Engineering and Methodology, 2024. [All Versions]. Domain experts are increasingly employing machine learning to solve their domain-specific problems. This article presents to software engineering researchers the six key challenges that a domain expert faces in addressing their problem with a computational workflow, and the underlying executable implementation. These challenges arise out of the proposed conceptual framework which presents the “route” of transformations that a domain expert may choose to take while developing their solution.

8. Awesome Windows

Application Launchers

• Raycast - A highly extensible, keyboard-driven productivity launcher and command palette designed for efficiency

Audio

• Ableton Live - Fluid software for music creation and performance.

• FL Studio - Complete digital audio workstation (DAW) for composing, arranging, recording, and mastering.

Game Stores

• Hydra Launcher - A game launcher that allows you to download, play, track your stats and manage your games all in one place.

Graphics

• Affinity - Unified creative suite for photo editing, vector design, and desktop publishing

IDEs

• JetBrains IDEs - Professional suite of developer tools (CLion, DataGrip, DataSpell, GoLand, IntelliJ IDEA, PhpStorm, PyCharm, Rider, RubyMine, Rust Rover, WebStorm).

Note-taking

• Anytype - A privacy focused offline encrypted Notion alternative with P2P syncing on local networks.

• Logseq - Privacy-first, open-source knowledge base that works on top of local plain-text Markdown and Org-mode files.

• Notion - All-in-one workspace for notes, project management, documents, and collaboration.

• Obsidian - A powerful knowledge base on top of a local folder of plain text Markdown files.

System Utilities

• CrunchyCleaner (⭐2) - A lightweight, software cache cleanup tool for Windows & Linux.

9. Awesome Agriculture

Data Standardization, Interoperability and APIs

• Botanica (⭐10) - Production-ready Rust crate for professional botanical data management with taxonomic hierarchy, cultivation tracking, and Darwin Core compliance.

• Fiware AgriFood - Open Source data standards and IoT framework that help connect farm systems and enable practical smart farming and agrifood solutions—part of the larger Fiware.org project.

Farm Management Systems and Record Keeping

• GrowGood) - GrowGood is an open-source farm management platform using open standards like ValueFlows and JSON-LD to help track and share interoperable data across agricultural operations and marketplaces.

IoT, Hardware / Shapefiles

• Smart Farming Thingsboard (⭐5) - a demo smart farming project using ThingsBoard to collect sensor data and display it on real-time agricultural dashboards.

10. Awesome Graphql

PubSub / React

• graphql-ably-pubsub (⭐7) - Ably PubSub implementation for GraphQL to publish mutation updates and subscribe to the result through a subscription query.

Tools - Security / React

• Vulert - Vulert secures software by detecting vulnerabilities in open-source dependencies—without accessing your code. It supports Js, PHP, Java, Python, and more

11. Awesome Electronics

Videos / Help

• Analog Circuit Design - Analog Circuit Design by Prof. Ali Hajimiri, Caltech.

12. Awesome Playcanvas

3D Gaussian Splatting / YouTube Playables

• vid2scene - Transform 2D video into immersive 3D scenes.

13. Awesome Love2d

3D

• Lovox (⭐51) - Pseudo-3D library for working with voxels.

Animation

• animx (⭐33) - A featureful Animation library for loading animations from XML files!.

• SYSL-Text (⭐113) - Text animation and automatic wrapping library based on tags.

Drawing

• Artal (⭐42) - A .PSD parsing library for LÖVE.

• center (⭐17) - A simple module to dynamically align and fit content to screens of any size.

• SYSL-Pixel (⭐35) - Pixel art focused scaler for graphics, position, screen-captures and shaders.

Entity

• Concord (⭐297) - A feature-complete ECS library.

Helpers

• clove (⭐32) - A helper library which allows you to quickly loads huge amount of assets.

• iffy (⭐26) - A SpriteSheet and Tileset helper library for LÖVE.

Math

• vector.lua (⭐60) - A simple vector library based on the PVector class from processing.

Physics

• loveblobs (⭐1) - A softbody library with support for both dynamic and static arbitrary softbodies.

Testing

• busted (⭐1.6k) - Simple unit-testing framework with customizable assertions.

• Luassert (⭐238) - Extends assert() with additional, customizable tests.

UI

• FlexLöve (⭐3) - A fully featured GUI library, supporting flexbox/grid/absolute layouts, both immediate and retained mode, 9patch theming and advanced event support.

• GOOi (⭐233) - Android-oriented GUI library.

• ProdUI (⭐7) - A user interface library for the LÖVE Framework.

• Badar 🌕 (⭐40) - Simple custom UI syntax for easy components compositions.

Utilities

• hex2color (⭐10) - A single function to use HEX color values.

• Ini Parser (⭐17) - General purpose ini configuration parser.

• love-pe (⭐19) - A tool made in LÖVE for changing LÖVE icon itself.

IDEs

• Brackets - A modern, open source text editor by Adobe (obsolete).
  • Lua Syntax Highlighter (⭐4) - Add Lua syntax highlighting in Brackets.
  • LÖVE Hints for Brackets.io - Provides LÖVE code hints.
  • Run LÖVE (⭐4) - Launch LÖVE projects with a hotkey.

• Vim - A highly configurable text editor built to make creating and changing any kind of text very efficient.
  • Vim LOVE Docs (⭐58) - Syntax highlighting for Vim.

• Love2D WebIDE - Completely web based IDE for writing Love2D games.

14. Awesome Chatgpt Prompts

Want to deploy your own private prompt library for your team? / Manual Setup

• Authentication — Configure GitHub, Google, Apple, Azure AD, or email/password login

• Features — Enable/disable private prompts, categories, tags, comments, AI search, AI generation, MCP

15. Awesome Osint

Email Search / Email Check / GitHub

• Blacklist Checker - Blacklist Checker is anemail blacklist checker, monitor and API that checks 100+ blacklists in seconds

• IntelBase - Forensics platform focused on reverse email lookup and email data enrichment.

16. Awesome Playwright

Language Support

• playwright-rust (⭐15) - Playwright port for Rust.

Showcases

• playwright-examples (⭐100) - Various testing scenarios with Playwright.

17. Awesome Transit

GTFS Data Collection and Maintenance Tools / Rust

• Data-Tools Server (⭐54) - Server for IBI's GTFS data management platform.

• Gtfs Data Manager (⭐24) and GTFS Editor (⭐136).)

• Uttu (⭐6) - Back-end for Nplan, a simple timetable editor.

Agency Tools / General GIS Applications for making transit visualizations

• Remix by Via - A webapp that lets transit agencies easily plan routes.

18. Awesome Data Engineering

Testing / Data Profiler

• Snowflake Emulator (⭐4) - A Snowflake-compatible emulator for local development and testing.

19. Awesome Polars

Polars plugins / Import / Export

• polars-redis (⭐1) - Polars IO plugin for Redis - scan hashes, JSON, and other data types as LazyFrames with projection pushdown and RediSearch support by @joshrotenberg.

• excelsior (⭐4) - High-performance library for modifying Excel files with Polars.

Polars plugins / Validation

• daffy (⭐25) - Decorator-first DataFrame contracts/validation (columns/dtypes/constraints) at function boundaries. Supports Polars/Pandas/PyArrow/Modin by @vertti.

20. Awesome Javascript

Data Visualization / Runner

• Infographic (⭐2.8k) - A next-generation declarative infographic visualization engine.

21. Awesome Broadcasting

SCTE-35

• threefive (⭐13) - SCTE-35 Parser and Encoder for MPEGTS.

22. Awesome Neovim

Programming Languages Support / YAML

• cuducos.me/yaml.nvim - Utils to work with YAML files.

Media / Cursorline

• ricmonmol/nvim-music-player (⭐4) - A simple music player powered by mpv, written in Python, including a Telescope browser.

Motion / GitLab

• cosmicbuffalo/eyeliner.nvim (⭐2) - Highlight jump destinations for f/t motions.

23. Awesome Db Tools

IDE

• Database Workbench - Complete IDE for database design, development and testing for Oracle, SQL Server, PostgreSQL, MySQL, MariaDB, Firebird, InterBase, SQLite and NexusDB.

Backup / Samples

• Databasus (⭐4k) - Tool for scheduled PostgreSQL backups via web UI with external storages (local, S3, FTP, Google Drive, etc.), notifications (webhook, Discord, Slack, etc.) and team management.

• pg_probackup (⭐770) - A backup and recovery manager for PostgreSQL.

24. Awesome Postgres

Contents / Backups

• Databasus - tool for scheduled PostgreSQL backups via web UI with external storages (local, S3, FTP, Google Drive, etc.), notifications (webhook, Discord, Slack, etc.) and team management.

Contents / Extensions

• PostgreSQL Anonymizer - An extension to mask or replace personally identifiable information (PII) or commercially sensitive data from a Postgres database, through PG Security Labels.

25. Awesome Langchain

Tools / Services

• far-search-tool (⭐1): LangChain tool for semantic search over Federal Acquisition Regulations (FAR). Enables AI agents to query U.S. government contracting rules and compliance requirements.

Learn / Notebooks

• Learn LangChain (JS) (⭐3) – A structured, example-driven LangChain JS learning repository covering prompts, chains, tools, embeddings, RAG, agents, Puppeteer scraping, and LangGraph-based multi-agent workflows.

26. Free for Dev

CI and CD

• RunMyJob - Run GitHub Actions and GitLab CI pipelines smarter with real-time scaling Spike Instances. Free tier includes 400 vCPU-minutes, 800 GB-minutes, and 10 concurrent jobs with high-performance runners (12 vCPU and 32 GB RAM per job).

Testing

• kogiQA — A web UI automation tool that functions without the need for selectors. Every developer gets 500 actions per month for free.

PaaS

• Railway - Deploy anything with git-based deployments, automatic CI/CD, and built-in databases. Free tier includes $5 of credits each month

Domain

• DigitalPlat — Free subdomains.

27. Awesome Ai in Finance

Data Sources / Alternative Data

• Pizzint - Pentagon Pizza Index (PizzINT) is a real-time Pentagon pizza tracker that visualizes unusual activity at Pentagon-area pizzerias. It highlights a signal that has historically aligned with late-night, high-tempo operations and breaking news.

28. Awesome Cakephp

AI Tools

• Crustum/OpenRouter plugin (⭐0) - Integration with OpenRouter service for unified LLM access, supporting multiple AI models with chat completions, streaming, tool calling, and web search.

Asset Management

• CakeVite plugin (⭐0) - A fully-featured Vite plugin (spiritual successor of brandcom/cakephp-vite (⭐22)).

Miscellaneous

• AttributeRegistry plugin (⭐2) - A powerful CakePHP plugin for discovering, caching, and querying PHP 8 attributes across your application and plugins.

Queue

• Crustum/Temporal plugin (⭐0) - Workflow orchestration plugin for durable execution, reliable background jobs, and long-running processes with automatic retries.

29. Awesome Cli Apps

Development / Devops

• s3m (⭐47) - Stream of data into S3 buckets.

30. Awesome Quant

Python / Risk Analysis

• Quant Lab Alpha (⭐10) — Portfolio risk decomposition and Monte Carlo simulation toolkit with factor-based modeling.

Python / Data Sources

• oilpriceapi (⭐0) - Python SDK for real-time oil and commodity prices (WTI, Brent, Urals, natural gas, coal) with OpenBB integration.

• Earnings Feed - Real-time SEC filings, insider trades, and institutional holdings API.

• fsynth (⭐2) - Python library for high-fidelity unlimited synthetic financial data generation using Heston Stochastic Volatility and Merton Jump Diffusion.

Julia / FrameWorks

• CcyConv.jl (⭐25) - Currency conversion library for Julia

• OnlinePortfolioAnalytics.jl (⭐12) - A Julia quantitative portfolio analytics (risk / performance) via online algorithms.

CPP / Data Visualization

• OrderMatchingEngine (⭐85) - A production-grade, lock-free, high-frequency trading matching engine achieving 150M+ orders/sec.

• Next: Jan 05 - Jan 11, 2026