prompt-enhancer

Transforms vague user prompts into structured specifications using session memory context.

1|Updated Aug 7, 2025
One-click install
npx skills add https://github.com/zzafergok/arktos --skill prompt-enhancer-zzafergok
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-enhancer
Source: https://github.com/zzafergok/arktos/tree/main/.agent/skills/prompt-enhancer
Command: npx skills add https://github.com/zzafergok/arktos --skill prompt-enhancer-zzafergok

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Vague or ambiguous prompts lead to incomplete or off-target AI responses. This Skill converts loosely worded requests into structured, actionable specifications with clear intent, concrete steps, and relevant constraints drawn from session memory. ## Core Features & Use Cases - Flag-Triggered Enhancement: Activates only when user input contains the -e or --enhance flag, keeping normal conversation unaffected. - Dynamic Output Structure: Always includes INTENT and ACTION fields, and conditionally adds TECH STACK, CONTEXT, ATTENTION, SCOPE, METRICS, or DEPENDENCIES based on task type. - Bilingual Support: Recognizes and processes both English and Chinese input semantics. - Use Case: A developer types "fix the auth bug -e" and receives a structured prompt specifying the intent to fix JWT token validation, concrete action steps for reviewing expiration logic, error handling, and testing with valid, expired, and malformed tokens. ## Quick Start Type your rough request followed by the -e flag, such as "optimize the slow API endpoints -e", to receive a structured enhanced prompt.

Frequently Asked Questions about prompt-enhancer

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

FAQPage Schema
How do I turn a vague prompt into a structured specification?▼

Append the -e or --enhance flag to your request. The skill analyzes your input, extracts relevant session context, and outputs a structured prompt with INTENT and ACTION fields plus optional sections like TECH STACK or METRICS when relevant.

What trigger flags activate prompt enhancement?▼

The skill activates only when your input contains -e or --enhance. Without these flags, it does not run, so normal conversation remains unaffected.

Does prompt enhancement support Chinese language input?▼

Yes, the skill recognizes both English and Chinese semantics. It processes vague intent in either language and produces the same structured specification format.

Can the enhancer read my project files for context?▼

No, the skill explicitly avoids file operations and tool calls. It relies solely on session memory from the current conversation to extract context, tech stack, and constraints.

What fields appear in the enhanced prompt output?▼

INTENT and ACTION are always included. Optional fields such as TECH STACK, CONTEXT, ATTENTION, SCOPE, METRICS, and DEPENDENCIES appear only when relevant to the task type, such as performance goals or multi-module changes.