Skill Grader / report card

B

AIScientists-Dev/academic-humanizer

Graded B on context cost and craft. 120 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #136 of 332 on the leaderboard →

Score
3.10 / 4
Resident
120 tokens
Footprint
light
Per activation
4,030 tokens
Share this grade on X ↗Re-grade now →View on GitHub ↗Grade another skillLast graded Nov 14, 2026 from HEAD

Add the badge to your README

It shows the current letter grade and links back to this page. Improve the skill, hit Re-grade now, and the badge follows — GitHub may keep the old image for up to an hour.

Skill Grader: B
Markdown
[![Skill Grader: B](https://seoagent.com/skill-grader/badge/AIScientists-Dev/academic-humanizer.svg)](https://seoagent.com/skill-grader/AIScientists-Dev/academic-humanizer)
HTML
<a href="https://seoagent.com/skill-grader/AIScientists-Dev/academic-humanizer"><img src="https://seoagent.com/skill-grader/badge/AIScientists-Dev/academic-humanizer.svg" alt="Skill Grader: B" height="20"></a>

Report card

B
B overall · 3.10/4
github.com/AIScientists-Dev/academic-humanizer@HEAD · 1 skill · 120t resident (light) · 4,030t per activation · 7,433t bundle
A
Resident footprint
120t of description text ride in the system prompt of every message (paper's observed per-skill range: 50–280t).
A
Description honesty
Reads as a statement of purpose, not defensive trigger padding.
C
Body size
Largest body is 2,336 words (~4,030t), loaded on every trigger. Corpus median 921, p90 2207.
C
Progressive disclosure
2 auxiliary .md files ship but the body never points at them — the agent won't find them.
B
Factoring
27 sections in one skill.
C
CLI leverage
Prompt-only. Every rule stated in prose pays attention rent; consider a companion CLI for deterministic steps.
B overall (3.10/4). 1 skill(s), 120t resident on every message (light), 4,030t loaded per activation. Weakest axis: body size (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.