Home / ai-analyst-lab / ai-analyst · .claude/skills/metrics/SKILL.md · GitHub

metrics skillA

metrics is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: Browse, search, and display metric definitions from the active dataset's metric dictionary. This skill provides quick access to how metrics are defined, computed, and validated. Use this skill whenever the user wants to see metric definitions, understand how a metric is calculated, check what metrics are available, or verify a metric's specification before using it in analysis. Trigger on phrases like "/metrics", "show me the metrics", "what metrics do we track?", "how is [metric name] calculate.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Skill: Metrics

## Purpose
Browse, search, and display metric definitions from the active dataset's
metric dictionary. Provides quick access to how metrics are defined, computed,
and validated.

## When to Use
- User says `/metrics` or "show me the metrics" or "what metrics do we track?"
- During analysis, to confirm a metric's definition before computing it
- When writing a metric spec, to check for existing definitions

## Invocation
`/metrics` — list all metrics for the active dataset
`/metrics {id}` — show full spec for a specific metric
`/metrics category={cat}` — filter by category (e.g., monetization)
`/metrics search={term}` — search metric names and descriptions

## Instructions

### Step 1: Load Metric Dictionary
1. Read `.knowledge/active.yaml` to identify the active dataset.
2. Read `.knowledge/datasets/{active}/metrics/index.yaml` for the metric list.
3. If no metrics directory exists: "No metric dictionary for this dataset. Use the metric-spec skill to define metrics."

### Step 2: Execute Command

**List all (`/metrics`):**
- Display as a table: id, name, category, direction, validation_status
- Group by category
- Show total count
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/metrics@git:20260827.7ff2e25
Exact content
mdr add ai-analyst-lab/ai-analyst/metrics@sha256:c2c729db05db7740

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Versions

versioncommittedcommitsizeaudit
git:20260827.7ff2e25 latest2026-08-27 7ff2e25 5,977 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (5977 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

ai-analyst-lab/ai-analyst · 302 stars · license MIT · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_st2mjzf6awewisyn
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/metrics
GET https://markdownregistry.com/api/v1/blob/c2c729db05db774062e91d1fe66f158cc8efff1c4738475c6a55d5eb071be1d4

Your agent 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.

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