# data-quality-loop

> data-quality-loop — auron-lmh-data-quality-loop. Use this tool when you need to automate data quality control and correction in DuckDB warehouses, solving problems of data inconsistencies and anomalies. It takes in database scans and outputs verified and repaired data with audit logs, providing a reliable interface for ensuring high-quality data. Ideal for use cases requiring continuous data inspection and repair, such as data warehousing and business intelligence applications.

Canonical page: https://skillsregistry.net/skills/auron-lmh-data-quality-loop  
JSON: https://api.skillsregistry.net/v1/skills/auron-lmh-data-quality-loop

## Description

Enables autonomous data quality inspection and repair workflows. It scans DuckDB warehouses for anomalies, generates and verifies fixes in a dry-run copy, then applies them after validation, with full audit logging.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** data-analytics
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/k6246ypjup)
- **Repository:** <https://github.com/auron-lmh/data-quality-loop>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "auron-lmh-data-quality-loop"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/auron-lmh-data-quality-loop` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/auron-lmh-data-quality-loop/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt