apmantza/pi-lens

Coding workflow
Debugging & testing

Graded B on context cost and craft. 427 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #112 of 199 on the leaderboard →

Score: 2.50 / 4
Resident: 427 tokens
Footprint: medium
Per activation: 2,547 tokens

Share this grade on X ↗Re-grade now →View on GitHub ↗Grade another skillLast graded Oct 25, 2026 from HEAD

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Markdown

[![Skill Grader: B](https://seoagent.com/skill-grader/badge/apmantza/pi-lens.svg)](https://seoagent.com/skill-grader/apmantza/pi-lens)

HTML

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

Report card

B overall · 2.50/4

github.com/apmantza/pi-lens@HEAD · 7 skills · 427t resident (medium) · 2,547t per activation · 17,170t bundle

Resident footprint

427t of description text ride in the system prompt of every message across 7 skills (paper's observed per-skill range: 50–280t).

Description honesty

Defensive padding detected: 29 comma-separated trigger keywords; 256 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 1,641 words (~2,547t), loaded on every trigger. Corpus median 921, p90 2207.

Progressive disclosure

6 auxiliary .md files ship but the body never points at them — the agent won't find them.

Factoring

Scoped to a coherent procedure set.

CLI leverage

Drives a CLI (`git`, 4 invocations + 6 shell blocks) — verification and state live in code, not prompt.

B overall (2.50/4). 7 skill(s), 427t resident on every message (medium), 2,547t 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.