Awesome List Updates on Mar 31, 2026
20 awesome lists updated today.
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1. Awesome Malware Persistence
Collection / Windows
- PyrsistenceSniper (⭐78) - A Python-based offline Windows persistence detection tool. Point it at a KAPE dump, a Velociraptor collection, or a mounted disk image and get offline Windows persistence detection. Runs on Windows, Linux, and macOS.
2. Awesome Zig
Data & Science / Database
- zeno-core/zeno (⭐6) - High-performance embedded key-value storage engine with ART index, WAL, and sharded concurrency.
3. Awesome Cpp
Compression
- OpenZL (⭐3k) - A novel data compression framework. [BSD] website
4. Awesome Rust
Applications / Productivity
- fulsomenko/kanban (⭐85) [kanban-tui] - Terminal-based project management tool inspired by lazygit
Applications / System tools
- macpow (⭐77) - Real-time power consumption monitor TUI for Apple Silicon Macs (M1–M5+). Reads IOReport, SMC, IORegistry — no sudo required.
Applications / Text processing
- micahkepe/jsongrep (⭐504) [jsongrep] - A fast search tool for JSON, YAML, TOML, and other serialization formats with an intuitive path query syntax.
5. Free for Dev
APIs, Data, and ML
- Posthook - Schedule webhooks to fire at a future time with automatic retries, delivery tracking, and failure alerting. Free plan includes 1,000 webhooks per month.
6. Awesome Iot
Hardware
- AutoPi (⭐182) - Open-source core software for the AutoPi dongle, a Raspberry Pi-based OBD-II device for connected vehicle telematics, CAN bus data collection, and automotive IoT applications.
7. Awesome Neovim
Fuzzy Finder / Assembly
- willyelm/pulse.nvim (⭐13) - A single entrypoint for commands. Use prefixes to quickly access diagnostics, Git and more via pickers.
Colorscheme / Assembly
- 0x-ximon/acario.nvim (⭐8) -
[TS][LSP][L/D][Lua]A port of the clean, high-contrast Doom Emacs Acario theme.
8. Awesome Cli Apps
Productivity / Note Taking and Lists
- kanban (⭐85) - Keyboard-driven project management tool inspired by lazygit.
9. Awesome Ai in Finance
Data Sources / Crypto Currencies
- PreReason - Pre-analyzed financial market briefings optimized for AI agent consumption. 17 briefings covering BTC on-chain, macro (Fed balance sheet, M2, Treasury yields), and cross-asset correlations. Returns regime classification, trend signals, and confidence scores in markdown.
Others / Plugins
- Hindsight - State-of-the-art long-term memory for AI agents by Vectorize. Open source, self-hostable, with integrations for LangChain, CrewAI, MCP, and more. Gives financial trading agents persistent memory across sessions.
10. Awesome Ios Books
SwiftUI
Architecture
11. Awesome Windows
Security
- Certificate Ripper (⭐876) - A CLI tool to extract server certificates from a URL.
12. Awesome Polars
Polars plugins / Visualization
- flowview (⭐0) - A visual debugger that shows what happens at each step of your Polars DataFrame transformations in the terminal. By @guillermodotn.
Polars plugins / Miscellaneous
- immunum-polars (⭐20) - high-performance plugin for antibody segmentation and numbering, with up to 1,000,000 antibodies per second on 48-core CPU machine.
Blog posts / Miscellaneous
- Pandas vs Polars: A database speed test. Who wins? - A blog post that compares the run-time of reading a database into a dataframe using Pandas versus using Polars by Thomas Reid.
- Using Polars with Snowflake - A blog post that shows how to use Polars with Snowflake by @IndexSeek.
- Polars: A Modern DataFrame Library - An article that introduces to Polars design and its main features by @gox6.
- The Complete Guide to Polars for Data Science - A hands-on tutorial that teaches how to load, manipulate, transform and optimize data sets with Polars in Python by @norochalise. Code used is available on Github here (⭐1).
Talks and videos / Miscellaneous
- Polars: The Super Fast Dataframe Library for Python — Goodbye Pandas? - An article and a video ⏳
19 minthat explores some basic features of Polars by Frank Andrade.
13. Awesome Go
DevOps Tools / Libraries for creating HTTP middlewares
- kepfi (⭐7) - A smart alternative to rm with a recovery bin and storage tracking.
14. Awesome Mac
Utilities / Window Management
- StreamWindow - 3D window manager with intuitive views and fluid transitions.
15. Awesome Computational Biology
Compound
- DrugTargetCommons — Community platform for curating and integrating experimental bioactivity data across drugs and targets.
Protein
- UniRef — Non-redundant sequence database clustering UniProtKB entries at multiple sequence identity thresholds.
- InterPro — Protein families, domains, and functional sites database integrating 14 member databases including Pfam and PROSITE.
- Pfam — Database of protein families described by multiple sequence alignments and hidden Markov models.
- NeXtProt — Expert knowledge base on human proteins with deep functional annotation, complementary to UniProt.
Genome
- ROADMAP Epigenomics — Reference epigenome maps for 111 primary human cell types and tissues, including histone modifications, chromatin accessibility, and DNA methylation.
- FANTOM5 — Functional annotation of mammalian genome; comprehensive atlas of active enhancers, promoters, and transcription start sites across human and mouse cell types.
Disease
- Open Targets Platform — Systematic target identification and prioritization platform integrating genetics, genomics, and drug data for drug discovery.
- Human Phenotype Ontology (HPO) — Standardized vocabulary of phenotypic abnormalities in human disease, linking genes, variants, and clinical features.
- DISEASES — Gene–disease association database integrating evidence from text mining, curated databases, and experimental data.
Chemical-Protein Interaction
- Davis kinase inhibitors DB — Experimental kinase inhibitor binding affinity dataset for protein–ligand interaction research.
- Kinase Inhibitor Bioactivity Data (KIBA) — Integrated bioactivity scores for kinase inhibitors combining Ki, Kd, and IC50 measurements.
Gene Regulatory Network
- TRRUST — Manually curated database of human and mouse transcriptional regulatory interactions between transcription factors and their target genes.
- RegNetwork — Database of gene regulatory networks covering transcription factor–target gene and miRNA–gene interaction data across multiple species.
- miRBase — Reference repository for microRNA gene annotations, sequences, and experimentally validated targets.
Benchmarks & Datasets
- PK-DB — Open database of experimental pharmacokinetics (PK) and ADME data from clinical and preclinical studies.
Preprocessing Tools
- STAR (⭐2.2k) — Ultrafast universal RNA-seq aligner with support for spliced alignment and single-cell quantification via STARsolo.
- kallisto — Near-optimal RNA-seq quantification using pseudoalignment for fast transcript abundance estimation.
- Harmony (⭐631) — Fast and scalable integration of single-cell data across datasets, conditions, technologies, and species.
- Monocle3 — Single-cell trajectory analysis tool for learning developmental trajectories and ordering cells in pseudotime.
- CellChat (⭐775) — Inference and analysis of cell-cell communication ligand-receptor networks from single-cell transcriptomics data.
- SCENIC (⭐481) — Single-cell regulatory network inference and clustering linking transcription factors to co-expressed gene modules.
- DoubletFinder (⭐537) — Machine learning approach for detecting multiplet (doublet) artifacts in single-cell RNA-seq data.
Drug Response Prediction
- TGSA (⭐23) — Tumor gene set and attention-based model leveraging biological pathway knowledge for drug response prediction.
- HiDRA — Hierarchical network model incorporating gene and pathway-level information for cancer drug response prediction.
Molecular Generation
- JTVAE (⭐553) — Junction tree variational autoencoder for molecular graph generation that guarantees chemical validity via a hierarchical tree decomposition.
LLM for Biology
- MolT5 (⭐192) — Language model for molecular tasks bridging text and SMILES, enabling molecule captioning and text-driven molecule generation.
- ChatDrug (⭐158) — LLM-based conversational pipeline for drug discovery, using natural language prompts for iterative drug editing and optimization.
Protein Foundation Models / Pre-trained Embedding
- ProtTrans (⭐1.3k) — Suite of protein language models (ProtBERT, ProtT5, ProtXLNet) trained on billions of protein sequences from UniRef and BFD.
- ProGen2 (⭐695) — Protein language model trained on diverse protein families for sequence generation and fitness prediction.
- Ankh (⭐244) — Efficient protein language model optimized for downstream prediction tasks including secondary structure, localization, and function annotation.
Genomics Foundation Models / Protein Structure Prediction and Design
- DeepSEA — Deep learning framework for predicting chromatin effects of sequence alterations with single-nucleotide sensitivity across thousands of chromatin features.
- Sei (⭐112) — Sequence-to-function framework learning a genome-wide regulatory activity code from DNA sequences for variant effect prediction.
- GPN (Genomic Pre-trained Network) (⭐335) — Masked language model for DNA sequences enabling zero-shot variant effect prediction without requiring functional annotations.
16. Awesome Rest
Documentation / Symfony2
- Sourcey - Open source documentation platform for OpenAPI specs and markdown. Static HTML output.
17. Awesome Game Engine Dev
Open Source Games / C++
- 🔒 GemRB (⭐1.2k) - Open-source implementation of Bioware's Infinity Engine.
Tools / Software / AI Assistants
- 💸 Rosebud AI - Vibe coding platform for creating 3D games and interactive web apps with AI.
18. Awesome WSL
WSL Tools / Terminals
- Yaw - A cross-platform terminal that auto-detects WSL along with PowerShell, CMD, and Git Bash on Windows.
19. Free Programming Books (English, By Programming Language)
Python / Constraint Logic Programming (extended Prolog)
- Automate the Boring Stuff with Python, 3rd Edition: Practical Programming for Total Beginners - Al Sweigart (HTML) (CC BY-NC-SA)
Rust / Sinatra
- High Assurance Rust - Tiemoko Ballo (HTML) (CC BY-NC-ND)
20. Awesome Cern
Physics/mathematics analysis/simulation / Event Management
- LGC2 (⭐3): High-precision 3D least-squares adjustment for large-scale geodetic and metrology networks.
Libraries / UI
- react-openapi-generator-hook (⭐5): React library to simplify API calls using OpenApi Generator.
- Next: Mar 30, 2026