Many nonprofits have websites that contain information about themselves. Just remembers this is what the organization wants to tell you.
There are secondary sources of information that are designed to search for additional information about organizations.
Business Source Premier focuses on business research, that includes nonprofit information. This database is great for major or large nonprofits and may even contain SWOT analysis for those organizations. Smaller nonprofits and government agencies won't be in this tool as much.