knowledge-work-tests

Generate evaluation criteria and rubrics for knowledge-work outputs.

4|1|Updated Apr 11, 2026
One-click install
npx skills add https://github.com/m2ai-portfolio/m2ai-skills-pack --skill knowledge-work-tests
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: knowledge-work-tests
Source: https://github.com/m2ai-portfolio/m2ai-skills-pack/tree/main/skills/knowledge-work-tests
Command: npx skills add https://github.com/m2ai-portfolio/m2ai-skills-pack --skill knowledge-work-tests

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Knowledge-work has no built-in verification—this skill automatically generates evaluation criteria and rubrics to ensure deliverables meet quality standards before handoffs.

Core Features & Use Cases

  • Generates Phase-based tests (structural and content) and associated rubrics.
  • Produces actionable improvement prompts for revisions.
  • Supports agent and human reviews across briefs, memos, analyses, and reports.

Quick Start

Provide a task brief and receive a ready-to-use knowledge-work evaluation rubric and test suite.

Frequently Asked Questions about knowledge-work-tests

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

FAQPage Schema
How do I create evaluation rubrics for knowledge-work deliverables like reports and memos?

To create evaluation rubrics for knowledge-work deliverables, provide a task brief to generate structured criteria. This produces repeatable structural and content tests, scoring rubrics, and improvement prompts for reviewing briefs, memos, and reports.

What are quality gates for knowledge-work outputs and when do I need them?

Quality gates for knowledge-work outputs are structured evaluation criteria applied before delivery to ensure standards. You need them during handoffs of analyses, strategy documents, or briefs because knowledge-work lacks built-in verification mechanisms.

Can I use self-evaluation rubrics for both agent and human review of strategy documents?

Yes, self-evaluation rubrics support both agent and human reviews of strategy documents. The generated criteria apply phase-based structural and content tests, producing actionable improvement prompts that guide revisions across various knowledge-work outputs.

What's the best way to set up quality gates for analyses before delivery?

The best way to set up quality gates for analyses is to submit a task brief to generate a tailored test suite. This creates phase-based structural and content tests with scoring rubrics, establishing repeatable verification before you deliver the final output.

Does this approach generate improvement prompts for revising knowledge-work outputs?

Yes, this approach generates actionable improvement prompts for revising knowledge-work outputs. Alongside scoring rubrics and structural tests, it produces specific prompts to guide revisions, ensuring deliverables meet quality standards before handoffs.