Jimmy is a command-line and terminal UI tool for converting notes from 50+ note-taking applications (Evernote, Obsidian, Joplin, Notion, Bear, etc.) into a unified Markdown format. It uses an intermediate representation (Notebook/Note/Resource/Tag objects) decoupled from input parsing and output writing, allowing clean extensibility. The architecture is a plugin-style converter framework with a rich set of format-specific parsers, markdown preprocessing libraries, and a resource deduplication system. The tool is distributed as standalone binaries bundling Pandoc and other dependencies. While the core abstractions are well-crafted, the vast majority of the codebase consists of tightly coupled format converters that are specific to each app's export schema, limiting general reuse. The project has extensive integration tests via a test data submodule, but many converters lack unit tests. Its requirement for Python 3.14 (a very recent version) and reliance on external binaries (Pandoc, one2html) introduce drift risks.