evaluator-framework

Automate artifact evaluation with programmatic gates and rubric scoring.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/j-mckerracher/agent-research --skill evaluator-framework
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: evaluator-framework
Source: https://github.com/j-mckerracher/agent-research/tree/main/dated-agents/4-6-2026/.claude/skills/evaluator-framework
Command: npx skills add https://github.com/j-mckerracher/agent-research --skill evaluator-framework

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Evaluator gate and rubric framework for AI agent quality checks. Use this skill when building or running evaluator agents that assess artifacts against programmatic gates and subjective rubrics.

Core Features & Use Cases

  • Deterministic programmatic gates for artifact validation, including schema validation, completeness, structural integrity, and range checks.
  • Rubric-based scoring with defined severity levels to guide pass/fail decisions.
  • Actionable feedback templates and escalation guidance to drive artifact improvements in multi-agent workflows.

Quick Start

Activate the evaluator framework and run programmatic gates followed by rubric evaluation on your artifact.

Frequently Asked Questions about evaluator-framework

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

FAQPage Schema
How do I automate AI artifact validation with quality gates?

Automate AI artifact validation by applying an integrated gate-and-rubric framework that runs deterministic programmatic checks for schema integrity and completeness before scoring artifacts with subjective rubrics to enforce consistent quality.

What's the best way to enforce quality assurance in multi-agent workflows?

Enforce quality assurance in multi-agent workflows by applying an evaluator framework that standardizes artifact validation with programmatic gates and rubric scoring before subjective assessment and delivery.

How do I set up deterministic gates for AI agent quality checks?

Set up deterministic gates to validate artifacts by checking schema validation, completeness, structural integrity, and range constraints programmatically before initiating subjective rubric evaluation.

Can I use rubric scoring to generate actionable feedback for AI artifacts?

Rubric-based scoring applies defined severity levels to evaluate artifacts, generating clear pass/fail decisions alongside structured issues and actionable feedback templates to guide remediation.

When do I need an evaluator framework for artifact validation?

You need an evaluator framework when building or running evaluator agents that must assess artifacts against programmatic gates and subjective rubrics to ensure standardized output and remediation guidance.