AI Data Quality Health Check workflow blueprint
Run automated checks on your data and get a report on completeness, consistency, and freshness
See where this blueprint fits in the production workflow lifecycleDag
2
0
0
Inputs for the Data Quality Health Check workflow
Provide the following information when starting this workflow. Required inputs are validated before the first workflow stage runs.
Dataset
RequiredDataset to check (table name, CSV, or data sample)
Type: String
Input template
This request shape is generated from the blueprint's input schema. Angle-bracket values are placeholders; defaults and examples appear only when the source blueprint defines them.
{
"dataset": "<required string>"
}How the Data Quality Health Check AI workflow works
This data & analytics blueprint uses a dag workflow with 2 agents, 0 functions, and 0 MCP servers. This catalog blueprint is available by request; contact GraphN to discuss access and customization for your use case.
Quality Checker
Agent using Quality Checker
Health Reporter
Agent using Health Reporter
Blueprint resources and prerequisites
These are the actual agents, functions, and MCP servers declared by the blueprint. If an MCP server connects to an external system, configure the required connection and credentials in your GraphN workspace before running the workflow.
Quality Checker
Run completeness, consistency, freshness, and schema checks on the provided dataset.
Health Reporter
Produce a data quality health report with severity ratings, trends, and remediation suggestions.
Workflow output contract
The completed workflow makes the following output available to downstream steps, applications, or API clients:
Frequently asked questions
- What does the Data Quality Health Check blueprint do?
- Run automated checks on your data and get a report on completeness, consistency, and freshness
- What inputs does the Data Quality Health Check workflow use?
- The workflow uses Dataset. Required fields and their expected formats are listed on this page.
- What resources are included in the Data Quality Health Check blueprint?
- The blueprint contains 2 AI agents, 0 functions, 0 MCP servers. Its workflow pattern is Dag.
- Can I customize the Data Quality Health Check blueprint in GraphN?
- This blueprint is currently available by request. Contact GraphN to discuss access and customization for your use case.
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