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computational-engineering

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A curated list of 100+ AI-ready tools for Computer-Aided Engineering, ranked by an AI-Readiness Score (agent-callability: MCP, Python API, CLI, pip). CFD, FEA, SPH, DEM, differentiable simulation, neural operators, PINNs, MCP servers.

  • Updated Aug 24, 2026
  • Python

An automated pipeline that leverages a TensorFlow Physics‑Informed Neural Network (PINN) and AGMA‑style equations to predict material properties and generate optimized 3D gear CAD models. Features a CLI, interactive GUI, and exports STEP/STL files for manufacturing.

  • Updated Aug 26, 2026
  • Python

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