Skill Grader / report card

C

qodo-ai/qodo-skills

Graded C on context cost and craft. 3,905 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #177 of 199 on the leaderboard →

Score
1.80 / 4
Resident
3,905 tokens
Footprint
heavy
Per activation
9,460 tokens
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Skill Grader: C
Markdown
[![Skill Grader: C](https://seoagent.com/skill-grader/badge/qodo-ai/qodo-skills.svg)](https://seoagent.com/skill-grader/qodo-ai/qodo-skills)
HTML
<a href="https://seoagent.com/skill-grader/qodo-ai/qodo-skills"><img src="https://seoagent.com/skill-grader/badge/qodo-ai/qodo-skills.svg" alt="Skill Grader: C" height="20"></a>

Report card

C
C overall · 1.80/4
github.com/qodo-ai/qodo-skills@HEAD · 35 skills · 3,905t resident (heavy) · 9,460t per activation · 231,379t bundle
F
Resident footprint
3,905t of description text ride in the system prompt of every message across 35 skills (paper's observed per-skill range: 50–280t).
C
Description honesty
Defensive padding detected: 286 comma-separated trigger keywords; 2505 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 5,499 words (~9,460t), loaded on every trigger. Corpus median 921, p90 2207.
A
Progressive disclosure
Body routes to 112 reference file(s); 85 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 (`qodo`, 357 invocations + 35 shell blocks) — verification and state live in code, not prompt.
C overall (1.80/4). 35 skill(s), 3,905t resident on every message (heavy), 9,460t 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.