pipeline SKILL.md skillA

pipeline from jlifyio/wyx is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jlifyio/wyx/pipeline@git:20260708.cf1acae

Pins git:20260708.cf1acae in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jlifyio/wyx
Path
skills/pipeline/SKILL.md
Versions recorded
5
Latest version
git:20260708.cf1acae, committed Jul 8, 2026
First version recorded
Mar 11, 2026
Size
5,974 bytes
Repository stars
3
License
MIT

This skill should be used when the user asks to "create a pipeline spec", "document data transformations", "document data flow", "specify pipeline invariants", "wyx pipeline", or wants to design, retrofit, or discover data pipelines with quality invariants and boundary ownership. Produces PIPELINE.md specs.

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

# Data Workflow Specification

Generate a **data pipeline specification** — a structured description of how data
flows through transformations, what quality invariants must hold, and which concepts own the
source and output data.

## How to interpret $ARGUMENTS

Determine the mode from the argument:

- **Path to directory/file** (e.g. `src/lib/server/syncs/`): **Retrofit mode** — read the existing data transformation code, identify the pipeline stages, and propose a PIPELINE.md spec. Flag any quality invariants that are assumed but not checked.
- **Pipeline description** (e.g. `Sentiment scoring with recency weighting`): **Greenfield mode** — design a data pipeline spec from the description. Define sources, stages, outputs, and invariants.
- **No arguments**: **Discovery mode** — analyze the project for data workflows (queries, aggregations, sync chains, batch operations) and list candidates for PIPELINE.md specs. Do NOT generate full specs; ask the user which to elaborate. If discovery surfaces cross-concept coordination patterns (event handlers, scheduled jobs) rather than data transformations, note that `/wyx:sync` covers those.

## PIPELINE.md Format
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jlifyio/wyx/pipeline@sha256:8f11fe267c427f60

The line at the top of this page pins the label git:20260708.cf1acae, 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_yaidij6qiy5hg77f.svg)](https://markdownregistry.com/a/art_yaidij6qiy5hg77f)

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

Versions

The registry has recorded 5 versions of this file, between Mar 11, 2026 and Jul 8, 2026, about one every 30 days.

versioncommittedcommitsizeaudit
git:20260708.cf1acae latest2026-07-08 cf1acae 5,974 BA view · diff
git:20260315.3d64b932026-03-15 3d64b93 5,824 BA view · diff
git:20260315.3fe30a02026-03-15 3fe30a0 5,684 BA view · diff
git:20260315.7a7feb32026-03-15 7a7feb3 5,659 BA view · diff
git:20260311.005f14e2026-03-11 005f14e 5,586 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 (5974 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

jlifyio/wyx · 3 stars · license MIT · pushed 2026-10-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yaidij6qiy5hg77f
GET https://markdownregistry.com/api/v1/resolve?ref=jlifyio/wyx/pipeline
GET https://markdownregistry.com/api/v1/blob/8f11fe267c427f602b7ae61a51bdf82305c7ccb4694484e2a349520d7f606a0e

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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Every file in jlifyio/wyx

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