data_processor SKILL.md skillA

data_processor from earlyaidopters/gumroad-resources is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add earlyaidopters/gumroad-resources/data_processor@v0.0.1-alpha-rc2

Pins v0.0.1-alpha-rc2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
earlyaidopters/gumroad-resources
Path
resources/claude-code-skills-guide/unpacked/skill_examples/skill_examples/bad_examples/data_processor/SKILL.md
Versions recorded
1
Latest version
v0.0.1-alpha-rc2, committed Aug 10, 2026
Size
3,231 bytes
Repository stars
48
License
none declared

Implements a sophisticated multi-paradigm data transformation pipeline with configurable ETL stages, supporting both batch and streaming modalities across heterogeneous data sources with automatic schema inference and adaptive type coercion mechanisms.

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

# Universal Data Processing Engine v0.0.1-alpha

## Abstract

This skill provides a comprehensive, enterprise-grade data processing framework that leverages Claude's analytical capabilities to perform complex ETL (Extract, Transform, Load) operations across multiple data formats and storage backends. The system implements a plugin-based architecture with hot-swappable transformation stages, supporting both synchronous and asynchronous processing modes with configurable parallelism levels and automatic resource management.

## Architecture Overview

The processing pipeline consists of the following abstract layers:

### Layer 1: Ingestion Abstraction

The ingestion layer provides a unified interface for data source connectivity. Supported sources include but are not limited to relational databases, document stores, flat files, API endpoints, message queues, and streaming platforms. Each source connector implements the `IDataSource` interface which provides:

- `connect()`: Establishes connection with automatic retry logic
- `read(batch_size)`: Reads data in configurable batch sizes
- `schema()`: Returns inferred schema with confidence scores
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add earlyaidopters/gumroad-resources/data_processor@sha256:c5ab9b86de87fd65

The line at the top of this page pins the label v0.0.1-alpha-rc2, 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_glg2xfdwqwbsomnr.svg)](https://markdownregistry.com/a/art_glg2xfdwqwbsomnr)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 10, 2026.

versioncommittedcommitsizeaudit
v0.0.1-alpha-rc2 latest2026-08-10 9572c5c 3,231 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 (3231 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

earlyaidopters/gumroad-resources · 48 stars · license none declared · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_glg2xfdwqwbsomnr
GET https://markdownregistry.com/api/v1/resolve?ref=earlyaidopters/gumroad-resources/data_processor
GET https://markdownregistry.com/api/v1/blob/c5ab9b86de87fd657534658f332c303e564d780868ce1fc54f4a9474c2573e06

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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