A small workbench for text that needs a different shape

Three tools for inspecting structured text, applying a repeatable transformation, and checking the result before using it elsewhere.

Sometimes a task is blocked by the shape of the data rather than its meaning. A JSON document needs indentation, a value is encoded, or one format has to become another. These tools address different parts of that work. Keep the original text untouched and make the transformation explicit so you can explain what happened to every field.

Try this first

Begin with a short public sample that includes an empty value, a number, and a non-Latin string. Apply one transformation, compare the input and output, and check types as well as appearance. Save the steps or recipe when possible. Try the result in its intended destination before processing a larger file.

Keep in mind

Use synthetic or public examples unless you have checked the tool’s current processing and sharing behaviour. Formatting is not validation of the underlying facts, and decoding is not decryption. Avoid putting secrets into inputs, shareable links, or saved recipes.