The Monk system is a trainable search engine for handwritten material. For the humanities, it may serve as a method for getting keyword access to scanned pages at the earliest stages after a document digitisation. For pattern recognition research, it is an observatory for complicated visual material and its human-provided labels (e.g., word or character labels). The system act as an e-Science service that is continuously available.