Static source code analysis tools can help developers find bugs early by analyzing code without executing it. The document recommends several free, open source tools for different programming languages that can find security issues, reliability problems, and other bugs. It emphasizes that while tools are useful, manual code reviews by experts are still needed, as no tool can find all issues or guarantee code is bug-free.