🐸 Vocab Extender

Every tag-filtering system has a built-in word list, and every one of them is missing words you care about - usually artist handles, watermarks, or niche terms that keep leaking through into your prompts. 🐸 Vocab Extender is the escape hatch: a node whose entire job is to add your own words to the 🐸 Tag Filter's vocabulary, save them to disk, and have them active immediately. No restart, no editing a JSON file by hand.

Here's the mechanism. The node has four multiline text boxes, and each one maps to a category of the Tag Filter's exclusion system:

• always - words removed unconditionally, no toggle needed. This is where artist handles and watermark terms go. The tooltip's examples are telling: kitew, nyuunz, misamart - the specific artist signatures people are tired of seeing in their generations.
• fantasy - words removed when the fantasy_traits toggle is on (dryad, sphinx, centaur...).
• character_traits - removed when the character_traits toggle is on (abs, muscular...).
• overlay_text - removed when the overlay_text toggle is on (graffiti, chalk writing...).

When the node executes, it saves whatever you typed to data/vocab_extensions.json and the Tag Filter loads it - the source loads user vocab at import time and updates it live, so your additions are in effect for the next queue run, not after a reboot. Entries persist across sessions automatically. The README's promise is exactly this: "No ComfyUI restart required. Additions persist across sessions automatically."

The word-level matching is worth understanding because it's both powerful and a trap. The fantasy and character_traits categories match at word level: adding elf catches dark elf and forest elf; adding breasts catches large breasts. That's convenient - but it means a short word like elf can over-match. The always category is the unconditional one, so put only things there you really never want to see.

This node has no outputs and is a terminal (output) node - you add it to the canvas, type your words, queue once, and it does its write. It pairs directly with 🐸 Tag Filter, which is the node that consumes this vocabulary when it strips Florence2 captions and WD14 tags. If you've been fighting the Tag Filter with a giant exclude list on the filter node itself, Vocab Extender is the cleaner long-term home for words you'll always want removed - they become part of the pack's persistent data rather than per-node text you have to re-paste into every workflow.

Installing it

Part of Frog Node Pack:

• ComfyUI Manager: search Frog Node Pack, install, restart.
• Manual: cd ComfyUI/custom_nodes && git clone https://github.com/RabbitThatIsPink/FrogNodePack, restart, hard-refresh (Ctrl+Shift+R).

No pip dependencies (requirements.txt is empty; Pillow ships with ComfyUI). Find 🐸 Vocab Extender under 🐸 Node Pack/Utility.

Common issues

The two things that trip people: category confusion - dropping a word into always when you actually wanted it toggled, or vice versa; since always is unconditional, a word you only sometimes want gone will now always vanish. And over-matching - a short word in a word-level category catches more than you intended. The fix for both is moving the word to the right box. One tip: your additions live in FrogNodePack/data/vocab_extensions.json, which the README explicitly promises is not touched on pack updates - so your vocabulary survives reinstall/upgrade.