token-defaults-score

Audit agent kernel token-saving configurations against a scorecard doctrine.

30|12|Updated Jun 21, 2026

Search Tags:#go #performance-tuning #token-optimization #scorecard #regression-testing #agent-kernel

Ready to run

npx skills add https://github.com/anthony-chaudhary/fak --skill token-defaults-score

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: token-defaults-score
Source: https://github.com/anthony-chaudhary/fak/tree/main/.claude/skills/token-defaults-score
Command: npx skills add https://github.com/anthony-chaudhary/fak --skill token-defaults-score

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill addresses the challenge of maintaining an efficient token economy in agentic systems by ensuring that all token-saving methods are correctly enabled, witnessed, and protected against regression.

Core Features & Use Cases

Scorecard Auditing: Automatically evaluates the token-saving status of the agent kernel against a defined scorecard doctrine.
Debt Management: Identifies and tracks token-saving debt, prioritizing the promotion of high-value, witnessed savers to default-on status.
Regression Locking: Ensures that token-saving defaults are backed by tests and documentation, preventing accidental performance degradation.

Quick Start

Run the token defaults scorecard to generate a human-readable work-list of token-saving improvements for the current codebase.

Frequently Asked Questions about token-defaults-score

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

FAQPage Schema

How do I enforce safe token optimization defaults in a Go agent kernel?▼

You enforce safe token optimization defaults by running a scorecard binary to audit the agent kernel, validating entrypoint constants against documented witnesses to minimize operational costs.

What is token-saving debt management in agentic systems?▼

Token-saving debt management identifies unoptimized token usage, tracking gaps to prioritize promoting high-value, witnessed savers to default-on status for performance tuning.

Can I prevent token economy regression during software engineering workflows?▼

Yes, you prevent token economy regression by locking token-saving defaults with regression testing and documentation, ensuring tests back configurations to stop accidental degradation.

Do I need a Go runtime to audit token economy configurations?▼

Yes, you need a Go runtime environment to execute the scorecard binary, validate entrypoint constants against witnesses, and generate a human-readable work-list of improvements.

How do I generate a work-list for token-saving improvements in my codebase?▼

Run the token defaults scorecard to automatically evaluate the agent kernel against a scorecard doctrine, generating a human-readable work-list of prioritized improvements for your codebase.