Skill Grader / report card

swamp-club/swamp

Graded C on context cost and craft. 920 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #111 of 181 on the leaderboard →

Score: 2.30 / 4
Resident: 920 tokens
Footprint: medium
Per activation: 4,458 tokens

Share this grade on X ↗Re-grade now →View on GitHub ↗Grade another skillLast graded Oct 24, 2026 from HEAD

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Markdown

[![Skill Grader: C](https://seoagent.com/skill-grader/badge/swamp-club/swamp.svg)](https://seoagent.com/skill-grader/swamp-club/swamp)

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<a href="https://seoagent.com/skill-grader/swamp-club/swamp"><img src="https://seoagent.com/skill-grader/badge/swamp-club/swamp.svg" alt="Skill Grader: C" height="20"></a>

Report card

C overall · 2.30/4

github.com/swamp-club/swamp@HEAD · 8 skills · 920t resident (medium) · 4,458t per activation · 282,727t bundle

Resident footprint

920t of description text ride in the system prompt of every message across 8 skills (paper's observed per-skill range: 50–280t).

Description honesty

Defensive padding detected: 92 comma-separated trigger keywords; 505 words (a quiet description is ~15–40). Padding is individually rational and collectively ruinous — it dilutes every co-installed skill.

Body size

Largest body is 2,415 words (~4,458t), loaded on every trigger. Corpus median 921, p90 2207.

Progressive disclosure

Body routes to 20 reference file(s); 112 auxiliary .md files are fetched at point of use instead of riding in the body.

Factoring

Scoped to a coherent procedure set.

CLI leverage

Drives a CLI (`swamp`, 29 invocations + 19 shell blocks) — verification and state live in code, not prompt.

C overall (2.30/4). 8 skill(s), 920t resident on every message (medium), 4,458t loaded per activation. Weakest axis: resident footprint (D).

Six deterministic axes, no LLM, same result every run. Tokens are approximated as chars/4. Read the methodology, or see how SEO skills score on task outcomes in the open SEO skill benchmark.