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prompt-activation

Select pre-defined prompt files based on session context and user patterns.

1|1|Updated Nov 20, 2025
Search Tags:#workflow automation#prompt engineering#metacognition#skill activation#episodic memory#contextual recall
One-click install
npx skills add https://github.com/fabioc-aloha/AIRS_Data_Analysis --skill prompt-activation
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-activation
Source: https://github.com/fabioc-aloha/AIRS_Data_Analysis/tree/main/.github/skills/prompt-activation
Command: npx skills add https://github.com/fabioc-aloha/AIRS_Data_Analysis --skill prompt-activation

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill acts as an internal metacognitive tool to recall and surface relevant workflows (prompts) when specific conditions are met, preventing repetitive manual processes and ensuring efficient task execution.

Core Features & Use Cases

  • Automated Workflow Recall: Intelligently identifies situations where a pre-defined prompt (workflow) would be beneficial.
  • Contextual Prompt Surfacing: Activates based on user input, session context, or observed patterns.
  • Use Case: If you're about to guide a user through a multi-step process that resembles a previously defined workflow, this skill will automatically surface the relevant prompt, saving you from re-explaining or re-creating the steps.

Quick Start

Use the prompt-activation skill to surface the relevant workflow for releasing a new version.

Frequently Asked Questions about prompt-activation

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

FAQPage Schema
How do I automate workflow recall for repetitive multi-step tasks?▼

Automating workflow recall uses metacognitive retrieval cues to surface pre-defined prompt files based on session context and repetitive user interaction patterns. This prevents manual re-creation of steps for multi-step tasks and learning sessions.

What is contextual prompt surfacing for episodic memory?▼

Contextual prompt surfacing is a metacognitive mechanism that activates pre-defined workflows by analyzing session type keywords, repetitive patterns, and explicit requests for memory recall. It intelligently identifies when a specific prompt is beneficial.

How do I trigger prompt activation for release management processes?▼

Trigger prompt activation for release management by using the prompt-activation skill to surface the relevant workflow. It analyzes session context and explicit user requests to automatically select the appropriate pre-defined prompt file.

Does this skill require external dependencies to surface workflows?▼

No external dependencies are required to surface workflows. The skill operates independently using internal references to analyze session type keywords and user interaction patterns for metacognitive retrieval.

When should I use automated prompt selection instead of manual workflow execution?▼

Use automated prompt selection when you observe repetitive patterns, need deep thinking recall, or are guiding users through multi-step processes resembling previously defined workflows. It prevents re-explaining steps and ensures efficient task execution.

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