data-pipeline-demo-data-pipeline

data-pipeline-demo-data-pipeline is a skill for Claude Code from guorunjie/skillpack-forge. It costs 20 tokens per session (243 once invoked), scanned A, original, MIT.

A guide for running data pipelines that extract, check, transform, and report on data. A data pipeline is a series of automated steps that moves raw data into usable results.

In plain words
What is it for?
Use it to locate inputs and expected outputs, validate data, run extraction or transformation on a sample, compare results, and record assumptions or remaining risks.
Why use it?
It encourages early validation and small test runs, helping catch bad schemas, missing values, wrong row counts, and other data-quality problems before a full run.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to locate inputs and expected outputs, validate data, run extraction or transformation on a sample, compare results, and record assumptions or remaining risks.

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

Any agent
npx skills add guorunjie/skillpack-forge --skill data-pipeline-demo-data-pipeline
Clone the repo
git clone --depth 1 https://github.com/guorunjie/skillpack-forge

Made for: Claude Code.

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-data-pipeline

README.md
[![agentmods](https://agentmods.dev/badge/skills/guorunjie/skillpack-forge/data-pipeline-demo-data-pipeline/github.svg)](https://agentmods.dev/skills/guorunjie/skillpack-forge/data-pipeline-demo-data-pipeline)
Your own site
<a href="https://agentmods.dev/skills/guorunjie/skillpack-forge/data-pipeline-demo-data-pipeline"><img src="https://agentmods.dev/badge/skills/guorunjie/skillpack-forge/data-pipeline-demo-data-pipeline/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for data-pipeline-demo-data-pipeline

Your own site · 80×15
<a href="https://agentmods.dev/skills/guorunjie/skillpack-forge/data-pipeline-demo-data-pipeline"><img src="https://agentmods.dev/badge/skills/guorunjie/skillpack-forge/data-pipeline-demo-data-pipeline.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 20 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 243 The whole file, excluding the scripts and references it only reads on demand.
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 $0.00020 $0.00243
Opus 5 $0.00010 $0.00121
Sonnet 5 $0.00004 $0.00049
Haiku 4.5 $0.00002 $0.00024

Measured 11d ago against content hash b097d54f7535, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

data-pipeline-demo-data-pipeline 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 11d 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/.claude/skills/data-pipeline-demo-data-pipeline/SKILL.md · 32 lines

What it actually says

data-pipeline-demo-data-pipeline

Generated from skillpack.yaml by Skillpack Forge.

Project

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

Workflow

  • Locate source data, schema contracts, and expected output destinations
  • Run validation first, such as npm run data:validate, before transforming data
  • Run extraction or transformation on a small sample or dry run
  • Compare row counts, null rates, key fields, and generated report artifacts
  • Document assumptions, skipped checks, and any remaining data quality risk

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

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
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. 11d ago First seen · 32 lines · 20 tokens per session scan A b097d54f7535

Subscribe to this mod's changes

data-pipeline-demo-data-pipeline is a skill published in the GitHub repository guorunjie/skillpack-forge (1 stars, last pushed 3mo ago), licensed MIT. It adds 20 tokens to every session and 243 once invoked, about $0.0001 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.

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