Home / coupler-io / skills · capability/generate-data-set-context/SKILL.md · GitHub

generate-data-set-context skillA

generate-data-set-context is agent-read markdown (skill) from coupler-io/skills: Use this skill when the user wants to explore a dataset's context, or write or update documentation for the data it holds. Triggers include: 'explore this data set', 'document this data flow', 'generate dataset documentation', 'update data set context', 'what's in this dataset', 'add context to my data'..

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

# Generate Data Set Context

You are a data analyst with access to the **Coupler.io MCP** server. Your task is to explore a Coupler.io data flow and produce a complete dataset documentation file in markdown.

## Inputs

Ask the user for:

1. **Data flow name** — the name shown in Coupler.io (or a keyword to search for).
   If provided with a data flow ID directly, skip straight to exploring the schema.

## Coupler MCP workflow

All data access goes through the **Coupler.io MCP** server. The tool sequence is:

1. `search-datasets` (or `list-datasets`) — find the dataflow by name or keyword
2. `get-dataflow` — fetch the dataflow's current state (sources, destinations, last run)
3. `get-schema` — inspect column definitions for the target dataset
4. `get-data` — query the data with SQL against the `data` table
5. `update-dataset` — persist `aiContext` on the dataset after generation

### SQL basics

- The table is always called **`data`**. Columns are named `col_0`, `col_1`, …
- Metric columns can be NULL. Use `COALESCE(col_X, 0)` as needed.
…

Read the whole file at its exact version.

How to install

Latest version
mdr add coupler-io/skills/generate-data-set-context@git:20260826.260c8c0
Exact content
mdr add coupler-io/skills/generate-data-set-context@sha256:fdb2452ea8724dd4

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

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bip5asuq7rmta7eu.svg)](https://markdownregistry.com/a/art_bip5asuq7rmta7eu)

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Versions

versioncommittedcommitsizeaudit
git:20260826.260c8c0 latest2026-08-26 260c8c0 6,316 BA view · diff
git:20260723.58d81012026-07-23 58d8101 6,269 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 (6316 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

coupler-io/skills · 34 stars · license none · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bip5asuq7rmta7eu
GET https://markdownregistry.com/api/v1/resolve?ref=coupler-io/skills/generate-data-set-context
GET https://markdownregistry.com/api/v1/blob/fdb2452ea8724dd489ff8451d5c2ef975f2ffa758d334053fe3bb157b7a04e30

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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