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Setup kit / build-ready

Data Cleanup & Reporting Agent

Repeatable agent that cleans files, validates columns, explains exceptions, and outputs a trusted report.

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Setup inputs

Sample files
Target report
Validation rules
Exception examples
Export destination

Sample sources

messy spreadsheet
target report
validation rules
exception examples

First run workflow

Parse source file
Map columns
Validate rows
Explain exceptions
Export clean report

Outputs

clean table
exception report
validation summary
repeatable rules file

Acceptance tests

Produces: One messy file cleaned into the target table with exceptions highlighted and a short summary report.
Uses only approved sample sources on the first run.
Shows source trace for every important number, record, or recommendation.
Keeps every external action in approval-only mode until the owner signs off.

Agent-readable JSON