AI Utilities workbench
Dataset utilities

Inspect JSONL before you train or import it.

Parse every non-empty line independently, detect duplicates and common conversation shapes, and optionally scan records for supported PII and credential patterns.

Files stay in-browserPer-line diagnosticsNo vendor API required

JSONL dataset

Paste or select a local file
Open a .jsonl or .txt file

The browser reads the selected file directly; this site has no upload endpoint.

Dataset report

Client-side analysis
{L}
Ready to validate

Each non-empty line must be independent JSON. The tool does not send the dataset anywhere.

Checks

Syntax plus dataset-level signals

The validator reports invalid lines, duplicates, mixed shapes, empty message/prompt/completion content, very large records and optional supported PII or credential-like matches.

Shape detection is descriptive

The tool recognizes common messages, prompt/completion and input/output record shapes. It does not assume that one vendor schema is universally correct.

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