Claude Code Skill Tax: 2,596 Installed Skills, 40 Used, $91/Month Wasted
If you use Claude Code with multiple skill marketplaces, there's an invisible tax on every session: all installed skills are loaded into the system prompt, whether you use them or not. User chataxis measured the impact and open-sourced a tool to surface the data.
The Problem
Every skill you install gets injected into the system prompt of every session. The harness needs to "see" them to know they exist. In one real installation:
- 2,596 skills installed across 3 marketplaces
- 102,651 tokens loaded into every session
- 40 skills ever invoked
- 98.6% never used — pure tax
Cost estimate at typical usage: ~$91/month. 96% of that cost came from a single marketplace. No warning, no billing line, no progress bar.
Open-Source Auditing Tool: skill-tax
The skill-tax repo provides three commands. It never deletes anything — just shows you the data.
audit: what each skill costs you per session (token count)usage: what you've actually invoked, mined from local transcripts (no hooks, no waiting)report: combined view, ranked cleanup candidates
Who This Is For
Claude Code users who install skills from multiple marketplaces and want to reduce wasted tokens and costs.
📖 Read the full source: r/ClaudeAI
👀 See Also

Claw Code Agent: Python Reimplementation of Claude Code Architecture for Local Models
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Reverse-engineering UniFi inform protocol for multi-tenant routing
The UniFi inform protocol sends device data to controllers via HTTP POST on port 8080 every 10 seconds. The first 40 bytes of each packet contain unencrypted device MAC addresses, enabling routing without decryption.

Claude Code Used to Simulate 4,000+ Blind Werewolf Games with LLMs
A developer used Claude Code to build a simulator where LLMs play blind one-night Werewolf, running ~4,600 games across OpenAI and xAI models. The experiment revealed consistent name-based voting patterns despite minimal game signals.

StartClaw: A headless browser automation tool built on ZeroClaw with Claude integration
StartClaw is a browser automation tool built on ZeroClaw's Rust base with Composio v3 for integrations, designed to run headless in the cloud without requiring local hardware. It uses Claude exclusively for reliability and includes built-in context compaction that reduces token usage by ~5x.