Code Analysis Software?

Bryan Andersen asks: "What is there available in open source code analysis software? I'm about to embark on a project that will make use of lots of open source software. I need to make sure that the software used is as bullet proof as possible with a limited staff. I'd like to make sure there aren't surprises like buffer overflows, race conditions, etc. in the code that we write."