General Mathematical Libraries:

Automatically Tuned Linear Algebra Software (ATLAS)
GAMS Guide to Available Mathematical Software
MPB
The R Project
Scientific Python
Scilab
FREE LINEAR ALGEBRA LIBS
CLRC's Computational Science Department - HARWELL LIB and others
The Matrix Template Library
The Object-Oriented Numerics Page
CCA Forum Home - Common Component Architecture Forum

Linear Algebra

Differential Equations

Graph Theory

RANDOM Number generators

Random Number Generation, Taygeta Scientific Inc.

Finite-Element analysis

Arrays and Images

Neural Networks, genetic algorithms, machine learning, data mining

Calculations on JAVA

Java Numerics at NIST

Plotting programs and libraries

xmgr4

High-Energy Physics and Quantum Chemistry

Multiprecision, arbitrary precision data types

Automatic differentiation and interval arithmetic

Visualization

Language interoperability/scripting

Fourie Transform and others

Optimization

Miscellaneous

Tools