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

datasets skillA

datasets is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: List all connected datasets with their status, table counts, and last analysis date. Use this skill whenever the user invokes `/datasets`, or asks questions like "what datasets do I have?", "show me my data sources", "list datasets", "which datasets are connected?", "what data is available?", "show all datasets", "what datasets can I analyze?", "view my datasets", "what data sources are set up?", or any request to see what datasets exist in the system. Also trigger when users mention "switch dat.

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: Datasets

## Purpose
List all connected datasets with their status, table counts, and last analysis date.

## When to Use
Invoke as `/datasets` when the user wants to see what datasets are available.

## Instructions

### Step 1: Discover available datasets

The system supports two discovery paths:

**Path A: Registry-first** (preferred)
- Read `data_sources.yaml` to get the official list of registered sources
- If the file exists and has entries, use this as your source of truth

**Path B: Brain-first** (fallback when registry is empty)
- If `data_sources.yaml` is empty or missing, scan `.knowledge/datasets/` directory
- Each subdirectory represents a dataset (directory name = dataset ID)
- Read each dataset's `manifest.yaml` to get connection details and metadata

Use whichever path yields results. Many installations have datasets in `.knowledge/datasets/` but an empty `data_sources.yaml` registry — this is normal during initial setup or when datasets are added manually.

### Step 2: Read the active pointer

Read `.knowledge/active.yaml` to determine which dataset is currently active.

### Step 3: Enrich with manifest data
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/datasets@git:20260902.b370de6
Exact content
mdr add ai-analyst-lab/ai-analyst/datasets@sha256:2c69f80c223bbbe4

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

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Versions

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git:20260902.b370de6 latest2026-09-02 b370de6 4,059 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 4,041 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 (4059 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_omxd3ak55lmjjkyj
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/datasets
GET https://markdownregistry.com/api/v1/blob/2c69f80c223bbbe427e59ee1b1f294e3e87bb14dda7c9b622b980d81fbe40819

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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