Agent skill

Data Quality Checker

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Validate data quality checker operations. An agent skill from jeremylongshore/tons-of-skills-marketplace.

MITAuto-check passedData & Analytics

Install Data Quality Checker

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill data-quality-checker -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace data-quality-checker --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/11-data-pipelines/data-quality-checker .claude/skills/data-quality-checker && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
data-quality-checker
GitHub stars
2.8k
Token cost
~566 tokens
SKILL.md length
196 words
Files
1
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Validate data quality checker operations. An agent skill from jeremylongshore/tons-of-skills-marketplace.

  • Works in 4 steps: Provides step-by-step guidance for data… → Follows industry best practices and… → Generates production-ready code and… → …
  • : data quality checker
  • SKILL.md covers Overview, When to Use, Instructions and Examples, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Data Quality Checker is an agent skill from jeremylongshore/tons-of-skills-marketplace. Validate data quality checker operations. Auto-activating skill for Data Pipelines. Triggers on: data quality checker, data quality checker Part of the Data Pipelines skill category. Use when working with data quality checker functionality. Trigger with phrases like "data quality checker", "data checker", "data".

Its SKILL.md is about 570 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code

It sits in Data & Analytics, covering Data cleaning and Data pipelines and ETL. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • : data quality checker
  • Data quality checker Part of the Data Pipelines skill category
  • Working with data quality checker functionality
  • With phrases like data quality checker

Example prompts

  • “data quality checker”
  • “data checker”
  • “/data-quality-checker”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(cmd:*), Grep

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Provides step-by-step guidance for data quality checker
  2. Follows industry best practices and patterns
  3. Generates production-ready code and configurations
  4. Validates outputs against common standards

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Bash(cmd:*)
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Data Quality Checker loads about 566 tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 196 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~84
When it runs · the whole SKILL.md, loaded when a task matches
~566

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 196 words, ~566 tokens.

Download SKILL.mdSave it as .claude/skills/data-quality-checker/SKILL.md (or your agent's skills folder).
name
data-quality-checker
description
Validate data quality checker operations. Auto-activating skill for Data Pipelines. Triggers on: data quality checker, data quality checker Part of the Data Pipelines skill category. Use when working with data quality checker functionality. Trigger with phrases like "data quality checker", "data checker", "data".
allowed-tools
Read, Write, Edit, Bash(cmd:*), Grep
compatibility
Designed for Claude Code
version
1.0.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
data, data-engineering

Data Quality Checker

Overview

This skill provides automated assistance for data quality checker tasks within the Data Pipelines domain.

When to Use

This skill activates automatically when you:

  • Mention "data quality checker" in your request
  • Ask about data quality checker patterns or best practices
  • Need help with data pipeline skills covering etl, data transformation, workflow orchestration, and streaming data processing.

Instructions

  1. Provides step-by-step guidance for data quality checker
  2. Follows industry best practices and patterns
  3. Generates production-ready code and configurations
  4. Validates outputs against common standards

Examples

Example: Basic Usage Request: "Help me with data quality checker" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

  • Relevant development environment configured
  • Access to necessary tools and services
  • Basic understanding of data pipelines concepts

Output

  • Generated configurations and code
  • Best practice recommendations
  • Validation results

Error Handling

ErrorCauseSolution
Configuration invalidMissing required fieldsCheck documentation for required parameters
Tool not foundDependency not installedInstall required tools per prerequisites
Permission deniedInsufficient accessVerify credentials and permissions

Resources

  • Official documentation for related tools
  • Best practices guides
  • Community examples and tutorials

Part of the Data Pipelines skill category. Tags: etl, airflow, spark, streaming, data-engineering

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/11-data-pipelines/data-quality-checker of jeremylongshore/tons-of-skills-marketplace.

Open the folder on GitHubat commit cfae287

Compare with similar skills

Data Quality Checker next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Data Quality Checker compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Data Quality Checker this skilljeremylongshore/tons-of-skills-marketplace2.8k—~566Automated safety check: PassMIT
Credit Risk Data Cleaninggithub/awesome-copilot40k1 repos~1.5kAutomated safety check: PassMIT
Data Pipelineagulli/atlas-agents579—~714Automated safety check: PassMIT
Authoritative Data Harvesteryushui2022/MathModel-Skill4541 repos~1.1kAutomated safety check: PassMIT
Data Quality Frameworkswshobson/agents40k11 repos~1.1kAutomated safety check: PassMIT
Dbt Transformation Patternswshobson/agents40k9 repos~781Automated safety check: PassMIT

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Questions about Data Quality Checker

What does Data Quality Checker do?

Validate data quality checker operations. An agent skill from jeremylongshore/tons-of-skills-marketplace. Data Quality Checker is an agent skill from jeremylongshore/tons-of-skills-marketplace. Validate data quality checker operations.

When should I use Data Quality Checker?

Data Quality Checker fits situations like: : data quality checker; data quality checker Part of the Data Pipelines skill category; working with data quality checker functionality; with phrases like data quality checker.

How do I install Data Quality Checker in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill data-quality-checker -a claude-code`. Or copy the skill folder (skills/11-data-pipelines/data-quality-checker in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/data-quality-checker in your project. Claude Code loads it when a task matches its description.

How do I install Data Quality Checker in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill data-quality-checker -a codex`. Or copy the skill folder (skills/11-data-pipelines/data-quality-checker in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/data-quality-checker in your project. Codex loads it when a task matches its description.

Can I use Data Quality Checker in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill data-quality-checker -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/data-quality-checker, .gemini/skills/data-quality-checker, .github/skills/data-quality-checker and .opencode/skills/data-quality-checker in your project.

What does Data Quality Checker need to run?

SKILL.md names no scripts, command-line tools or credentials: Data Quality Checker is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(cmd:*), Grep. Compatibility (from SKILL.md): Designed for Claude Code.

Does Data Quality Checker access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Data Quality Checker safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Data Quality Checker use?

Data Quality Checker is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Data Quality Checker use?

About 566 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Data Quality Checker?

Skills that share tags, products or a category with Data Quality Checker: Credit Risk Data Cleaning (github/awesome-copilot, 40k stars), Data Pipeline (agulli/atlas-agents, 579 stars), Authoritative Data Harvester (yushui2022/MathModel-Skill, 454 stars) and Data Quality Frameworks (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Data Quality Checker?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.