stats

Generate a dashboard displaying token savings from RLM patterns versus raw data.

24|3|Updated Mar 5, 2026
One-click install
npx skills add https://github.com/Lets7512/rlm-skill --skill stats-lets7512
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stats
Source: https://github.com/Lets7512/rlm-skill/tree/main/skills/stats
Command: npx skills add https://github.com/Lets7512/rlm-skill --skill stats-lets7512

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Show how RLM patterns reduce context usage by visualizing token savings in a dashboard, enabling teams to quantify efficiency gains.

Core Features & Use Cases

  • Token-savings dashboard display showing context-reduction metrics.
  • Simple integration with large-context processing workflows to audit efficiency.
  • Quick comparisons across datasets to identify opportunities for optimization.

Quick Start

Run the stats script to generate and view the current token-savings dashboard.

Frequently Asked Questions about stats

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I visualize token savings from using RLM patterns in my context?

You can track token savings by running the stats script to generate a dashboard displaying context-reduction metrics. The dashboard quantifies efficiency gains achieved by using RLM patterns instead of raw data in your context.

What is RLM context management and how does it reduce token usage?

RLM context management reduces token usage by replacing raw data with RLM patterns in your context. The stats dashboard identifies and displays the resulting token savings, enabling teams to quantify efficiency gains during analysis.

Does the token savings dashboard work with large text datasets and logs?

Yes, the token savings dashboard is applicable to workflows that process large text datasets or logs. It integrates with these workflows to audit efficiency and identify opportunities for context optimization.

Do I need a specific environment to generate a token savings dashboard?

Yes, you need the Python stats script and a running Claude Code or OpenCode plugin. These components are required to generate and render the token-savings dashboard during your analysis and audits.

Can I compare token savings across multiple datasets?

Yes, the dashboard enables quick comparisons across datasets to identify opportunities for optimization. This allows teams to audit context-reduction metrics and quantify efficiency gains from RLM patterns.