Ghost Token Hunter

Token Optimizer 2026: Eliminate Ghost Tokens, Fix Context Decay & Survive Compaction

# Token Whisperer: The Ultimate Context Integrity Engine for LLM Workflows [](https://gerrict.github.io/ghost-token-hunter/) **Eliminate Token Ghosts, Prevent Context Decay, and Survive Compaction with Surgical Precision** --- ## 🚀 What is Token Whisperer? Token Whisperer is not just another token optimizer—it is a **contextual immune system** for your large language model interactions. Inspired by the existential challenges of "ghost tokens" and "context quality decay" from the original

When to use

Community skill by gerrict. Install from: https://github.com/gerrict/ghost-token-hunter

Examples

🧟 Ghost Tokens: The Silent Killers

When you chat with an LLM, every previous message leaves behind token echoes. Over time, these become ghost tokens—fragments of outdated context, part

🌪️ Context Quality Decay (CQD)

CQD is the gradual erosion of relevance in long conversations. Like a photograph fading in sunlight, your AI's memory degrades with each new prompt. T

💥 Surviving Compaction

Aggressive token reduction often destroys nuance. Token Whisperer's adaptive compaction algorithm simulates thousands of compaction scenarios in milli