Can it detect schema changes automatically?

Yes, it monitors schema baselines and flags unacknowledged changes, showing exactly which columns or types were modified.

Do I need an AnomalyArmor account to use this?

Yes, this skill requires an AnomalyArmor API key and the Python SDK to be installed to interact with your data assets.

How does the AI analysis work?

It uses the AnomalyArmor intelligence engine to correlate your pipeline history, alerts, and lineage data to generate human-readable explanations of complex issues.

How does this skill help with stale data?

It traces upstream dependencies using lineage to find the specific point where data flow stopped and provides AI-powered suggestions for recovery.

Armor Data Investigator

Name: Armor Data Investigator
Author: anomalyarmor

byanomalyarmor

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Analytics & Monitoring

Performs root cause analysis on data observability issues using lineage, historical patterns, and AI-powered intelligence.

The Armor Investigate skill empowers developers and data engineers to rapidly diagnose data pipeline failures, stale tables, and schema changes. By leveraging the AnomalyArmor API, it combines automated lineage tracing with AI-driven insights to pinpoint the origin of data quality issues, explain complex alerts, and recommend remediation steps based on historical patterns. This skill streamlines the debugging process by connecting the dots between upstream dependencies and downstream impacts, ensuring high data reliability across your entire pipeline.

Key Features

011 GitHub stars

02Automated root cause analysis for stale tables and pipeline failures

03Upstream and downstream dependency tracing via lineage visualization

04Historical pattern analysis to identify and resolve recurring data issues

05AI-powered intelligence for natural language explanations of data alerts

06Real-time monitoring of schema changes and impact assessments

Use Cases

01Diagnosing why a critical production table is stale or missing updates

02Analyzing the downstream impact of unannounced schema changes

03Explaining complex data observability alerts using AI-driven insights

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add anomalyarmor/agents investigate

For use in Claude.ai and ChatGPT

Download Skill