SkillOptimizer

Amazon RDS for SQL Server

aws/agent-toolkit-for-aws3.3K installsSource at 74e317a (opens GitHub)

23% lighter

Results: 14 of 15 checks passed, original 15 of 15

58,879 tokens, was 76,880 across 1 task, 3 runs each

Check it yourself

SKILL.md unchanged, word for word

What AIR found

  • VerifiedNo high-risk findings

    AIR's security review found nothing that needs a closer look. Reviewed Oct 1, 2026.

What changed

Original on GitHub
Files in the skill and how each changed
SKILL.mdNot in the original · Not in the lighter versionUnchanged
hooks/gate.mjsNot in the original · 82 linesAdded
.claude/settings.jsonNot in the original · 1 entryModified

The rules hooks/gate.mjs holds

It runs before every Bash command and refuses the ones the skill's own rules forbid, quoting the rule back to the agent. Reads always pass.

Task by task

  • Lambda pymssql rds handler23% lighter

    Original
    76,880 tokens
    Lighter version
    58,879 tokens
Tokens per task, the middle of 3 runs each, on one scale.

Measured in the rule-check study, Sep 18, 3 runs per task, graded blind. How we measured

Embed badge
SkillOptimizer result
Markdown
[![SkillOptimizer result](/badge/rds-sqlserver.svg)](/skills/rds-sqlserver)

HTML
<a href="/skills/rds-sqlserver"><img src="/badge/rds-sqlserver.svg" alt="SkillOptimizer result" /></a>