How do I install the Bernstein Quality skill?

Run npx skillmds@latest add sipyourdrink-ltd/bernstein-quality in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Bernstein Quality safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Bernstein Quality?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Bernstein Quality free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Bernstein Quality?

sipyourdrink-ltd (@sipyourdrink-ltd) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Bernstein Quality by sipyourdrink-ltd

Name: Bernstein Quality
Author: sipyourdrink-ltd

Bernstein Quality

Show quality metrics for Bernstein runs - success rates per model, lint/test pass rates, completion time distributions. Use when the user asks about quality, reliability, which model performs best, or pass rates.

sipyourdrink-ltd 53ba8c1 2 files · 2.3 KB Updated Sep 17, 2026

File contents

Bernstein Quality Metrics

Analyze quality and reliability of agent-generated code.

When to Use

User asks "how reliable are the agents?" or "which model is best?"
User wants success rates, pass rates, or completion time stats
User asks about test failures or lint issues across models
User says "show me quality metrics"

Instructions

Run scripts/quality.sh metrics for overall quality metrics.
Run scripts/quality.sh pass-rates for lint/typecheck/test pass rates by model.
Run scripts/quality.sh times for completion time distributions.
Present a quality dashboard:

## Quality Dashboard

### Success Rate by Model
| Model | Tasks | Success | Fail | Rate |
|-------|-------|---------|------|------|
| claude-sonnet-4 | 24 | 22 | 2 | 91.7% |
| gpt-4.1 | 12 | 10 | 2 | 83.3% |

### Pass Rates
| Check | Overall | claude-sonnet-4 | gpt-4.1 |
|-------|---------|-----------------|---------|
| Lint | 96% | 98% | 92% |
| Type-check | 88% | 91% | 83% |
| Tests | 85% | 89% | 75% |

### Completion Times
| Percentile | Time |
|------------|------|
| p50 | 3m 20s |
| p90 | 8m 45s |
| p99 | 15m 12s |

Highlight any models with significantly lower pass rates.
Recommend model routing adjustments if one model consistently underperforms.

Frequently asked questions