data-pipeline-demo

data-pipeline-demo is a cursor rule for Cursor from guorunjie/skillpack-forge. It costs 160 tokens per session, scanned A, original, MIT.

A set of rules for data pipelines, which move data through extraction, validation, transformation, and reporting stages.

In plain words
What is it for?
Use it to validate data, test transformations on a small sample, run full transformations, and produce reports.
Why use it?
It helps catch incorrect schemas, row counts, checksums, samples, and freshness assumptions before a full pipeline run. Raw input is kept separate from derived results.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/.

Good fit Use it to validate data, test transformations on a small sample, run…

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Install with agentmods
npx agentmods add rules/guorunjie/skillpack-forge/data-pipeline-demo
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/guorunjie/skillpack-forge

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for data-pipeline-demo

README.md
[![agentmods](https://agentmods.dev/badge/rules/guorunjie/skillpack-forge/data-pipeline-demo.svg)](https://agentmods.dev/rules/guorunjie/skillpack-forge/data-pipeline-demo)
Your own site
<a href="https://agentmods.dev/rules/guorunjie/skillpack-forge/data-pipeline-demo"><img src="https://agentmods.dev/badge/rules/guorunjie/skillpack-forge/data-pipeline-demo.svg" alt="Measured on agentmods" height="20"></a>
Per session 160 This file is loaded in full into every session.
When invoked 160 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00160 $0.00160
Opus 5 $0.00080 $0.00080
Sonnet 5 $0.00032 $0.00032
Haiku 4.5 $0.00016 $0.00016

Measured 6d ago against content hash 6a152304eb80, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

data-pipeline-demo scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

examples/generated/data-pipeline/.cursor/rules/data-pipeline-demo.mdc · 26 lines

What it actually says

data-pipeline-demo

Generated from skillpack.yaml by Skillpack Forge.

Data pipeline workflows for extraction, validation, transformation, and reporting.

Principles

  • Preserve raw inputs and keep derived outputs separate
  • Validate schemas, row counts, checksums, and representative samples
  • Run transformations on a narrow sample before full pipeline execution
  • Record data assumptions, freshness, and known quality gaps

Commands

  • install: npm install
  • test: npm test
  • data:validate: npm run data:validate
  • data:transform: npm run data:transform
  • data:report: npm run data:report
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 26 lines · 160 tokens per session scan A 6a152304eb80

Subscribe to this mod's changes

data-pipeline-demo is a cursor rule published in the GitHub repository guorunjie/skillpack-forge (1 stars, last pushed 3mo ago), licensed MIT. It adds 160 tokens to every session, about $0.0008 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.