Skylv Prompt Optimization Tool

PassAudited by ClawScan on May 3, 2026.

Overview

This instruction-only prompt optimization skill is broadly coherent and does not request credentials or local access, but users should notice its suggested large A/B tests and minor metadata/version mismatch.

This appears safe to install as an instruction-only prompt optimizer. Before using its A/B testing features, set explicit limits on token budget, number of test runs, duration, and whether results are real or simulated.

Findings (2)

Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.

What this means

If followed literally, optimization could consume many model calls or tokens.

Why it was flagged

The skill’s A/B testing guidance suggests a large number of prompt test runs over a multi-day period. This is aligned with prompt optimization, but users should explicitly control cost, duration, and approval before running such tests.

Skill content
sample_size: 每个变体 100+ 次测试 ... duration: 7-14 天
Recommendation

Ask the agent to simulate first or set a small test count, budget, and stop condition before running real A/B tests.

What this means

The listed package identity is slightly inconsistent, which may make provenance harder to verify.

Why it was flagged

The registry metadata differs from the SKILL.md frontmatter version and slug. Because this is instruction-only and contains no runnable code, this is a provenance/packaging note rather than a security concern.

Skill content
Registry metadata: Version: 1.0.0 ... SKILL.md: version: 1.0.2; slug: skylv-ai-prompt-optimizer
Recommendation

Confirm the skill name, version, and publisher before relying on it in important workflows.