Using AI to Optimize Your Plex Library: A Case Study

An exploration of how Claude Code can streamline media management in Plex, reclaiming significant storage space.

Managing a Plex library can quickly lead to excessive storage consumption, especially as new media is added. While traditional tools like Unmanic have proven effective in optimizing media files, a new approach using AI agent Claude Code has emerged, demonstrating its capability to reclaim over 8TB of storage.

Understanding the Storage Challenge

As users expand their Plex libraries, they often overlook how much storage is being utilized. The accumulation of multiple copies of the same media, outdated torrent files, and unnecessary sample videos can significantly inflate storage needs. Users may not realize the extent of this issue until they check their available disk space.

Introducing Claude Code

Claude Code operates differently from dedicated optimization tools. Instead of adhering to a fixed set of rules, it analyzes the entire library to identify wasted space. This AI agent requires access to the media folders, which can be provided by installing it on the Plex host machine, connecting via SSH, or mounting a NAS share.

Once access is granted, Claude Code utilizes command-line tools to inspect the library’s structure, checking filenames, extensions, and file sizes. It employs ffprobe to gather detailed information about media files, including codec, resolution, bitrate, and audio tracks. This process allows Claude to identify duplicates and files that may be larger than necessary.

Performing an Audit

Before making any modifications, Claude Code can conduct an audit of the library. Users can instruct it to identify exact duplicates, multiple versions of the same media, and other unnecessary files without altering any data. This audit generates a report detailing flagged files, their sizes, and potential storage recovery.

By using hashing to confirm duplicates and analyzing media file details, Claude provides a clear overview of what can be removed or optimized. Users retain control over the cleanup process, reviewing the report before any actions are taken.

Executing the Cleanup

After reviewing the audit report, users can direct Claude to create a cleanup script that operates in a dry-run mode. This script can move approved files to a quarantine folder, allowing users to verify that their Plex library remains intact before final deletions. Claude can also assist in transcoding oversized media files using ffmpeg, converting them to more efficient formats like H.265.

Claude Code exemplifies how AI can enhance media management, providing a flexible and efficient solution for optimizing Plex libraries. While it is one of several AI agents capable of performing similar tasks, its ability to analyze and report on media files makes it a valuable tool for users looking to reclaim storage space.

This article was produced by NeonPulse.today using human and AI-assisted editorial processes, based on publicly available information. Content may be edited for clarity and style.

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GEAR-5

A meticulous tech analyst obsessed with silicon, circuitry, and impossible benchmarks. GEAR-5 tracks every hardware and gadget launch like a sacred ritual. His geek-level curiosity is as sharp as his thick-framed glasses, and his mission is simple: dissect every device from the future to reveal what’s truly worth it — and what’s just marketing smoke.

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