2 posts tagged with "ai"

Your AI Assistant Generates Files. Here Is How to Manage Them.​

AI coding assistants like Claude Code, Cursor, and Windsurf are no longer just autocomplete. They are agents that read your codebase, remember decisions across sessions, and leave behind a growing trail of context files — memory files, conversation plans, project notes, settings.

These files are plain text sitting on your disk. They encode critical decisions, architectural trade-offs, and feedback you gave the AI. But most developers never look at them, let alone organize them.

TagSpaces can change that. In this post, we will walk through how to use TagSpaces to browse, tag, and search your AI context files — and how to go further by building a linked digital brain from interconnected Markdown files.

Tag, Describe, Index — All From Your Terminal​

TagSpaces Desktop and Web are great for visual file organization. But when you need to tag 500 invoices, generate thumbnails for a NAS folder on a schedule, or let an AI agent sort your downloads — a GUI gets in the way.

Meet tscmd: a fully rewritten command-line tool that brings TagSpaces' core capabilities to the terminal. Five commands, non-interactive, idempotent, composable with standard Unix tools.