code-yeongyu/senpi

Coding workflow
Debugging & testing

Graded C on context cost and craft. 927 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #96 of 124 on the leaderboard →

Score: 2.30 / 4
Resident: 927 tokens
Footprint: medium
Per activation: 2,765 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: C](https://seoagent.com/skill-grader/badge/code-yeongyu/senpi.svg)](https://seoagent.com/skill-grader/code-yeongyu/senpi)

HTML

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

Report card

C overall · 2.30/4

github.com/code-yeongyu/senpi@HEAD · 24 skills · 927t resident (medium) · 2,765t per activation · 31,160t bundle

Resident footprint

927t of description text ride in the system prompt of every message across 24 skills (paper's observed per-skill range: 50–280t).

Description honesty

Defensive padding detected: 76 comma-separated trigger keywords; 3 shouted imperatives (ALWAYS/NEVER/MUST…); 486 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 1,568 words (~2,765t), loaded on every trigger. Corpus median 921, p90 2207.

Progressive disclosure

Body routes to 8 reference file(s); 18 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 (`git`, 15 invocations + 26 shell blocks) — verification and state live in code, not prompt.

C overall (2.30/4). 24 skill(s), 927t resident on every message (medium), 2,765t 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.