caura-ai/caura

Memory & context
Agents & automation

Graded C on context cost and craft. 748 tokens of this skill ride in the system prompt of every message, whether or not it fires.

Ranked #137 of 161 on the leaderboard →

Score: 1.80 / 4
Resident: 748 tokens
Footprint: medium
Per activation: 6,210 tokens

Share this grade on X ↗Re-grade now →View on GitHub ↗Grade another skillLast graded Oct 22, 2026 from HEAD

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Markdown

[![Skill Grader: C](https://seoagent.com/skill-grader/badge/caura-ai/caura.svg)](https://seoagent.com/skill-grader/caura-ai/caura)

HTML

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

Report card

C overall · 1.80/4

github.com/caura-ai/caura@HEAD · 5 skills · 748t resident (medium) · 6,210t per activation · 24,375t bundle

Resident footprint

748t of description text ride in the system prompt of every message across 5 skills (paper's observed per-skill range: 50–280t).

Description honesty

Defensive padding detected: 59 comma-separated trigger keywords; 458 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 3,781 words (~6,210t), loaded on every trigger. Corpus median 921, p90 2207.

Progressive disclosure

Everything is inlined into a 3,781-word body with no reference layer to disclose progressively.

Factoring

Scoped to a coherent procedure set.

CLI leverage

Some CLI usage; more verification could move from prose into commands.

C overall (1.80/4). 5 skill(s), 748t resident on every message (medium), 6,210t 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.