prompt-evaluator SKILL.md skillA

prompt-evaluator from nguyenthienthanh/aura-frog is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nguyenthienthanh/aura-frog/prompt-evaluator@git:20260515.6be9f59

Pins git:20260515.6be9f59 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nguyenthienthanh/aura-frog
Path
aura-frog/skills/prompt-evaluator/SKILL.md
Versions recorded
5
Latest version
git:20260515.6be9f59, committed May 15, 2026
First version recorded
Apr 13, 2026
Size
6,182 bytes
Repository stars
25
License
MIT

Evaluate how you use Claude Code — analyze prompt patterns, feature utilization, and get improvement suggestions. Trigger: /prompts:evaluate, prompt analysis, usage evaluation, how am I using Claude.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

> **AI-consumed reference.** Optimized for Claude to read during execution.
> Human-readable explanation: see [docs/architecture/HIERARCHICAL_PLANNING.md](../../../docs/architecture/HIERARCHICAL_PLANNING.md)
> or [docs/getting-started/](../../../docs/getting-started/) depending on topic.

# Prompt Evaluator

Two modes: **Usage Analytics** (how you use Claude Code) and **Prompt Quality** (evaluate/optimize a specific prompt).

**For task-intake validation (before executing a user request), use the 6-dimension benchmark in `rules/core/prompt-validation.md`** — that's a different check (task completeness, not prompt craftsmanship) and should run at `/run` pre-execution per `rules/core/no-assumption.md`.

---

## Mode 1: Usage Analytics

**Trigger:** `/prompts:evaluate [--days N]`

```bash
node "${CLAUDE_PLUGIN_ROOT}/scripts/metrics/evaluate-prompts.cjs" --days 7
```

Analyzes prompt logs from `.claude/metrics/prompts/{date}.jsonl`. Reports: intent distribution, feature utilization, complexity profile, suggestions, usage score (0-100).

If no data: prompt-logger hook collects automatically. Return after a few sessions.

---

## Mode 2: Prompt Quality Evaluation
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nguyenthienthanh/aura-frog/prompt-evaluator@sha256:5011233afd5909ac

The line at the top of this page pins the label git:20260515.6be9f59, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_e2yfuh42wc2dcfiu.svg)](https://markdownregistry.com/a/art_e2yfuh42wc2dcfiu)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Apr 13, 2026 and May 15, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20260515.6be9f59 latest2026-05-15 6be9f59 6,182 BA view · diff
git:20260428.3e002772026-04-28 3e00277 5,891 BA view · diff
git:20260421.3e1db832026-04-21 3e1db83 5,869 BA view · diff
git:20260421.1fdc0f32026-04-21 1fdc0f3 4,226 BA view · diff
git:20260413.db5741b2026-04-13 db5741b 3,943 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6182 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

nguyenthienthanh/aura-frog · 25 stars · license MIT · pushed 2026-10-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_e2yfuh42wc2dcfiu
GET https://markdownregistry.com/api/v1/resolve?ref=nguyenthienthanh/aura-frog/prompt-evaluator
GET https://markdownregistry.com/api/v1/blob/5011233afd5909acf0045587590fc4f7fa258d63a9ca7d6ed5cb14a9a27ae65b

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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