KMDS is a python package, initially developed for data scientists and data analysts working on enterprise projects to communicate thier work and insights with colleagues and management. It was based on a schema and ontology and had structured observation logging. Now, this has been upgraded to natural language. So users can input observations and search for observations in natural language. As a consequence, software developers, business analysts, who are fractionally involved in a project can choose to use the product without knowing the schema and internal structure. A UI for this tool is coming up shortly. This product is now used in tseda (https://github.com/rajivsam/tseda).