Claude Code token-saving plugins

By @rsrc.php · Instagram

Source: https://www.instagram.com/reel/DbTMVshNbk6/?igsh=cDZnYnAxNGl5Z3U4

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Summary

The video pitches four free plugins to fix Claude Code hitting usage limits: Headroom, Graphify, Code Burn, and Ponytail. A second voice fact-checks the claims in real time, confirming most numbers but correcting the Ponytail stat and adding detail on Headroom's reversibility and Graphify's inspiration.

Core ideas

One context card plus 7 ideas

Headroom compresses context: It sits between you and your AI model, stripping unnecessary lines so you get the same output using far fewer tokens.
Reversible compression: The fact-checker adds that Headroom's compression isn't lossy. Claude can pull the original text back anytime, and it has almost 30,000 GitHub stars.
Graphify builds a knowledge graph: It maps your whole codebase, linking files and functions so Claude doesn't need to reread everything on every message.
Karpathy-inspired tool: Graphify is credited to ideas from Andrej Karpathy, and on large projects it can cut token costs up to 70 times, a number the narrator says was actually undersold.
Code Burn tracks spend: It breaks down token burn by cost, task, model, tool, and project, runs fully local with no API keys, and your code never leaves your laptop.
Ponytail's real number gets corrected: The original claim was over 50% usage reduction with no accuracy loss. The fact-check says independent tests actually show 54% less code but only 22% fewer tokens, still solid but not the advertised 50%.
Structure of the video is a claim-and-correct format: One voice makes the pitch, a second voice verifies or challenges each stat live, which is the hook of the piece.

Quotes

“if your cloud code keeps hitting usage limits then here are four free plugins that fixes that for good”
@rsrc.php

“headroom has almost 30,000 GitHub stars and the compression is reversible”
@rsrc.php

“On big projects, it can cut token costs up to 70 times”
@rsrc.php

“stop that's not the real number”
@rsrc.php

“Independent tests show 54% less code, but only 22% fewer tokens”
@rsrc.php

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