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tokenranger - Compress LLM Context with TokenRanger

Compress session context through local Ollama SLM before sending to cloud LLMs

Tags

Updated: 2026-03-20

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • install plugin
  • setup sidecar
  • configure settings
  • compress context
  • show status
  • switch GPU mode
  • switch CPU mode
  • disable compression
  • list models
  • toggle plugin
  • upgrade plugin
  • uninstall plugin
  • view logs

Inputs

  • Ollama service URL
  • TokenRanger sidecar URL
  • timeout value
  • compression strategy
  • inference mode
  • preferred model
  • min prompt length

Outputs

  • compressed context
  • status report
  • configuration details
  • diagnostic logs
  • model list

Requirements

  • OpenClaw gateway
  • Ollama service
  • GPU or CPU
  • FastAPI
  • LangChain

Source

  • Spec: SKILL.md

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performance
cloud-llm
context-compression
token-optimization
ollama
cost-reduction
install plugin
setup sidecar
configure settings
compress context
Ollama service URL
TokenRanger sidecar URL
timeout value
compressed context
status report
configuration details