Skill Grader / report card

B

TeamWiseFlow/xiaobei

  • Agents & automation
  • SEO & marketing

Graded B on context cost and craft. 930 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #33 of 38 on the leaderboard →

Score
2.70 / 4
Resident
930 tokens
Footprint
medium
Per activation
3,594 tokens
Re-grade now →View on GitHub ↗Share the gradeGrade another skillLast graded Sep 29, 2026 from HEAD

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

Report card

B
B overall · 2.70/4
github.com/TeamWiseFlow/xiaobei@HEAD · 40 skills · 930t resident (medium) · 3,594t per activation · 145,842t bundle
D
Resident footprint
930t of description text ride in the system prompt of every message across 40 skills (paper's observed per-skill range: 50–280t).
B
Description honesty
Defensive padding detected: 262 words (a quiet description is ~15–40). Padding is individually rational and collectively ruinous — it dilutes every co-installed skill.
B
Body size
Largest body is 1,938 words (~3,594t), loaded on every trigger. Corpus median 921, p90 2207.
A
Progressive disclosure
Body routes to 9 reference file(s); 60 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 (`tccli`, 24 invocations + 101 shell blocks) — verification and state live in code, not prompt.
B overall (2.70/4). 40 skill(s), 930t resident on every message (medium), 3,594t 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.