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

switch-dataset skillA

switch-dataset is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: Change the active dataset to switch between different data sources for analysis. Use this skill whenever the user wants to analyze a different dataset, switch to another database, change data sources, work with different tables, or explicitly invokes /switch-dataset. This skill handles the full switch workflow: validating the target dataset exists, checking for in-progress work that might be lost, updating the active pointer, and confirming the switch with a summary of the new dataset. Apply whe.

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What the file says

# Skill: Switch Dataset

## Purpose
Change the active dataset. Updates the active pointer, validates the target dataset exists, and confirms with a summary of what's now active.

## When to Use
Invoke as `/switch-dataset {name}` when the user wants to analyze a different dataset than the currently active one.

## Instructions

### Step 1: Validate the target dataset

1. List available datasets by checking `.knowledge/datasets/` directory for subdirectories with `manifest.yaml` files
2. Normalize the target name to lowercase for comparison (handles SALES-DATA → sales-data)
3. If `{name}` matches exactly (case-insensitive), proceed to Step 2
4. If not found, try fuzzy matching:
   - Check if `{name}` is a substring of any dataset name (e.g., "marketing" would match "marketing-prod")
   - Case-insensitive partial match
   - If exactly one match found, use that dataset and inform user: "Matched '{name}' to '{actual_dataset_name}'"
   - If multiple matches found, list all matches and ask user to choose
5. If still not found, list all available datasets with brief descriptions (from manifests) and ask user to choose or suggest running `/connect-data` to add a new dataset
…

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How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/switch-dataset@git:20260827.7ff2e25
Exact content
mdr add ai-analyst-lab/ai-analyst/switch-dataset@sha256:6688e55524c44c2a

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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 (6046 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_zesg2liaomqo5up7
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/switch-dataset
GET https://markdownregistry.com/api/v1/blob/6688e55524c44c2afefe05cab47886c879a4df9a9a8342e779690f07cb4cb08c

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