A primary source records or documents events as seen or experienced directly by witnesses or persons involved in those events.

For more detailed explanations with examples:

• Primary Sources on the Web: Finding, Evaluating, Using
  From the Reference & User Services Association

• What are Primary Resources? from the UCLA Institute

More at the Primary Sources Guide from your librarians