mcpp-community/mcpp

Coding workflow
DevOps & infra

Graded B on context cost and craft. 331 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #84 of 124 on the leaderboard →

Score: 2.65 / 4
Resident: 331 tokens
Footprint: medium
Per activation: 3,512 tokens

Share this grade on X ↗Re-grade now →View on GitHub ↗Grade another skillLast graded Oct 18, 2026 from HEAD

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Markdown

[![Skill Grader: B](https://seoagent.com/skill-grader/badge/mcpp-community/mcpp.svg)](https://seoagent.com/skill-grader/mcpp-community/mcpp)

HTML

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

Report card

B overall · 2.65/4

github.com/mcpp-community/mcpp@HEAD · 4 skills · 331t resident (medium) · 3,512t per activation · 9,973t bundle

Resident footprint

331t of description text ride in the system prompt of every message across 4 skills (paper's observed per-skill range: 50–280t).

Description honesty

Defensive padding detected: 35 comma-separated trigger keywords; 186 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 1,424 words (~3,512t), loaded on every trigger. Corpus median 921, p90 2207.

Progressive disclosure

Single-file skill small enough to need no reference layer.

Factoring

Scoped to a coherent procedure set.

CLI leverage

Drives a CLI (`mcpp`, 30 invocations + 27 shell blocks) — verification and state live in code, not prompt.

B overall (2.65/4). 4 skill(s), 331t resident on every message (medium), 3,512t loaded per activation. Weakest axis: resident footprint (C).

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.