tag-vars-to-include-with-output

Identify and tag intermediate variables for API ComputedBreakdown responses.

1|Updated Apr 14, 2026

Search Tags:#api #decision-making #explainability #api response #variable tagging

Ready to run

npx skills add https://github.com/navapbc/lockpicks-xlator-plugin --skill tag-vars-to-include-with-output

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: tag-vars-to-include-with-output
Source: https://github.com/navapbc/lockpicks-xlator-plugin/tree/main/xl-plugin/skills/tag-vars-to-include-with-output
Command: npx skills add https://github.com/navapbc/lockpicks-xlator-plugin --skill tag-vars-to-include-with-output

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires xlator, and includes scripts (resource) components.

What problem does it solve?

This Skill helps to identify and tag variables that should be included in the API's ComputedBreakdown response, enhancing the explainability of the decision-making process.

Core Features & Use Cases

Variable Tagging: Automatically identify and tag variables that are relevant for explainability.
API Response Enhancement: Improve the API response by including these tagged variables.
Use Case: After running this Skill, the API response will include key intermediate values that explain the decision-making process, aiding users in understanding the reasoning behind the output.

Quick Start

Run the Skill to tag variables for the 'snap' domain: tag-vars-to-include-with-output snap.

Frequently Asked Questions about tag-vars-to-include-with-output

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

FAQPage Schema

How do I include intermediate computed values in an API response for decision explainability?▼

To include intermediate computed values in an API response, you can tag relevant variables to target intermediate calculation results that contribute to the final decision, directly enhancing API explainability.

What is variable tagging for API explainability and how does it work?▼

Variable tagging identifies relevant intermediate variables within decision-making processes to include them in the ComputedBreakdown API response, helping users understand the reasoning behind the final output.

Do I need xlator to tag variables for API responses?▼

Yes, you need xlator tools. This Skill requires xlator specifically for detecting relevant variables and recording tier manifests during the variable tagging process.

How do I tag variables for inclusion in a domain-specific API response?▼

Run the Skill with your target domain specified, such as 'tag-vars-to-include-with-output snap'. This automatically identifies and tags relevant intermediate values for that domain's API response.

What is the best way to improve API response explainability for complex decisions?▼

The best way to improve API response explainability is by tagging intermediate computed values that contribute to the final decision, ensuring the ComputedBreakdown output transparently reveals the decision-making process.

Are there limitations when tagging intermediate computed values for API responses?▼

This variable tagging approach targets intermediate computed values contributing to the final decision, but requires xlator tools for detection and tier manifest recording to properly execute.