aipoch / open-science

The open-source AI research workbench for scientific research and agent workflows. Local-first, model-agnostic desktop app with extensible skills, MCP tools and connectors, Python/R execution and traceable artifacts for reproducible research on macOS, Windows and Linux.

JiahongXu88 / PaperTeam

Evidence-grounded scientific agent system for research automation, citation verification and paper production.

ai4s-research / awesome-ai-for-science

A curated list of awesome AI tools, libraries, papers, datasets, and frameworks that accelerate scientific discovery — from physics and chemistry to biology, materials, and beyond.

SciML / NeuralPDE.jl

Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

SciML / DiffEqFlux.jl

Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

HERRY423 / BioNexus

Scientific reliability layer for AI-assisted biology: evaluates what evidence warrants, caps unsupported claims, audits analytical validity, and prevents silent scientific overreach.