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negframe-score

Identify negatively-framed directives in agent steer-prose and enforce positive-action lexicon.

30|12|Updated Jun 21, 2026
Search Tags:#automation#refactoring#code-quality#technical-writing#agent-governance#steer-prose
One-click install
npx skills add https://github.com/anthony-chaudhary/fak --skill negframe-score
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: negframe-score
Source: https://github.com/anthony-chaudhary/fak/tree/main/.claude/skills/negframe-score
Command: npx skills add https://github.com/anthony-chaudhary/fak --skill negframe-score

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill addresses the cognitive tax and ambiguity caused by negatively-framed instructions in agent steer-prose, which often force readers to invert prohibitions into actions.

Core Features & Use Cases

  • Mechanical Debt Resolution: Automatically identifies negatively-framed idioms with unambiguous positive rewrites and provides suggested reframes.
  • Judgement-Tier Advisory: Flags soft-signal negative framing that requires human context, helping maintain a consistent, action-oriented tone across documentation.
  • CI-Ready Ratchet: Validates that new steer-prose changes do not introduce additional mechanical negative debt before they are committed.

Quick Start

Run the negframe score skill to analyze the current steer-prose corpus and generate a scorecard of mechanical debt and suggested improvements.

Frequently Asked Questions about negframe-score

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

FAQPage Schema
How do I refactor agent steer-prose to remove negatively-framed directives?▼

Refactoring agent steer-prose involves identifying negatively-framed directives in documentation files like AGENTS.md and CLAUDE.md, then enforcing a positive-action lexicon that leads with affordances rather than prohibitions.

Why does negatively-framed documentation cause cognitive tax for agent steer-prose?▼

Negatively-framed instructions in agent steer-prose create cognitive tax and ambiguity by forcing readers to mentally invert prohibitions into positive actions, which hinders clear instruction execution.

What is mechanical debt tracking in documentation refactoring?▼

Mechanical debt tracking in documentation refactoring identifies negatively-framed idioms with unambiguous positive rewrites and generates suggested reframes to maintain an action-oriented tone.

How do I prevent negative framing regressions in CI for steer-prose changes?▼

Prevent negative framing regressions in CI by using a CI-ready ratchet that validates new steer-prose changes do not introduce additional mechanical negative debt before they are committed.

Can I automatically rewrite all negative prohibitions in AGENTS.md files?▼

You cannot automatically rewrite all negative prohibitions in AGENTS.md files because soft-signal negative framing requires human context and is flagged via judgement-tier advisory rather than automated resolution.

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