fff provides frecency-ranked file and content search with a background watcher and lightweight in-memory index, specifically optimized for AI agent workflows. Originally a Neovim plugin, it now serves as a general-purpose search library and MCP server that integrates with Claude Code, Codex, Cursor, and other AI coding assistants to provide faster, more accurate file search with definition-first hinting and smart-case fuzzy fallback.