AI Utilities workbench
Prompt intelligence

Debug the prompt. Don’t blindly rewrite it.

Analyze task intent, specificity, ambiguity, constraints, output structure and contradictions without asking a language model.

Browser-only analysisNo API callsDeterministic diagnostics

Prompt

Processed in this tab

Results

Nothing is uploaded
⌁
Ready to analyze

Enter content on the left and run the deterministic checks.

What this tool actually checks

Not a “magic prompt improver”

The linter separates dimensions instead of pretending there is one universal prompt formula. A role is not automatically required, and missing values are shown as gaps rather than invented.

Current signals

English/Spanish language heuristics, task intent, action verbs, vague terms, audience/context cues, a reusable constraint AST, output formats, typed field hints, unresolved references, numeric conflicts, repeated instructions and clause-level use/do-not-use contradictions.

Copied