WP Prompt Cleaner

Drops duplicate tags, strips orphan punctuation, filters blocklisted words. Operates on the prompt string alone — no context input needed.

Inputs

prompt — STRING from any source (typically a WP Prompt Assembler).

Output

prompt — the cleaned STRING.

How to use

Wire any STRING output into the prompt input.
Pick a mode + intensity in the widget.
Optionally toggle individual rules. Click Blocklist… to filter specific words.
Wire the output to your CLIP encoder / preview.

Mode

tags — split input on commas. Each segment is a tag.
text — treat input as prose. Tag-only rules (dedupe, fuzzy) are disabled.

Intensity presets

Preset	Rules
gentle	whitespace
balanced	whitespace, punctuation, tag dedupe
aggressive	whitespace, punctuation, tag dedupe, fuzzy dedupe

Blocklist auto-enables when its entries are non-empty.

Blocklist

Click Blocklist… to open the editor. Two modes:

list — comma- or newline-separated plain words. Each entry matches as a case-insensitive word-boundary substring. cat drops black cat but not catcher.
regex — one regex per line, compiled with IGNORECASE. Bad patterns are skipped (reported in run stats), so one typo won't kill the rule.

What gets dropped:

tags mode — the whole comma-separated tag containing the match. Blocklist steps on cfg, steps . avoid: drops the entire steps . avoid: tag → cfg.
text mode — only the matched word is removed; adjacent orphan punctuation/space is scrubbed. Blocklist steps on cfg, steps. avoid → cfg, avoid.

Toggling the rule off via its row in RULES overrides the auto-enable, even with entries present. Toggling it on with no entries does nothing (no patterns to match).

Tips

Hover any control for an inline tooltip.
The CUSTOM badge lights up when your toggles diverge from the intensity preset. Click the intensity again to reset.
Stats next to each active rule show what it dropped on the last run.

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