Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Bernstein Quality Metrics — measured AI agent skill | DecimalAI

sipyourdrink-ltd/bernstein-quality

NewSkillScoreMaintained

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.

AI/MLby sipyourdrink-ltd

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

AI Engineer pack

decimalai skills pull sipyourdrink-ltd-bernstein-quality

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/sipyourdrink-ltd-bernstein-quality/SKILL.md

Raw file: /s/sipyourdrink-ltd-bernstein-quality/SKILL.md ↗ · machine-readable summary at /s/sipyourdrink-ltd-bernstein-quality.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 34h ago

—-26% tokens0% turns32% of whole cases pass with skill (7/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-21	✗→✓	▲ Improved	-10%	0%
case-10	✓→✗	▼ Worse	-70%	0%
case-12	✓→✗	▼ Worse	-4%	0%
case-04	✓→✓	＝ Same ✓	-16%	0%
case-05	✓→✓	＝ Same ✓	-21%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

sipyourdrink-ltd / bernstein

packages/cursor-plugin/skills/bernstein-quality/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 1 file · scripts

Skill contents

scripts/

SKILL.md

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.

Want to see if sipyourdrink-ltd/bernstein-quality would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.