Skill Grader / report card

C

bobmatnyc/claude-mpm-skills

  • Coding workflow
  • Agents & automation

Graded C on context cost and craft. 1,578 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #128 of 143 on the leaderboard →

Score
1.80 / 4
Resident
1,578 tokens
Footprint
heavy
Per activation
14,776 tokens
Share this grade on X ↗Re-grade now →View on GitHub ↗Grade another skillLast graded Oct 20, 2026 from HEAD

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Skill Grader: C
Markdown
[![Skill Grader: C](https://seoagent.com/skill-grader/badge/bobmatnyc/claude-mpm-skills.svg)](https://seoagent.com/skill-grader/bobmatnyc/claude-mpm-skills)
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<a href="https://seoagent.com/skill-grader/bobmatnyc/claude-mpm-skills"><img src="https://seoagent.com/skill-grader/badge/bobmatnyc/claude-mpm-skills.svg" alt="Skill Grader: C" height="20"></a>

Report card

C
C overall · 1.80/4
github.com/bobmatnyc/claude-mpm-skills@HEAD · 40 skills · 1,578t resident (heavy) · 14,776t per activation · 241,169t bundle
F
Resident footprint
1,578t of description text ride in the system prompt of every message across 40 skills (paper's observed per-skill range: 50–280t).
C
Description honesty
Defensive padding detected: 149 comma-separated trigger keywords; 698 words (a quiet description is ~15–40). Padding is individually rational and collectively ruinous — it dilutes every co-installed skill.
D
Body size
Largest body is 5,611 words (~14,776t), loaded on every trigger. Corpus median 921, p90 2207.
A
Progressive disclosure
Body routes to 20 reference file(s); 19 auxiliary .md files are fetched at point of use instead of riding in the body.
A
Factoring
Scoped to a coherent procedure set.
A
CLI leverage
Drives a CLI (`mix`, 5 invocations + 150 shell blocks) — verification and state live in code, not prompt.
C overall (1.80/4). 40 skill(s), 1,578t resident on every message (heavy), 14,776t loaded per activation. Weakest axis: resident footprint (F).

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.