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The prompt cleans the text of frames, garbage characters

Removing visual noise in the neural network's response

by Mahesh Naidu · CC0-1.0 license · updated Sep 9

Removing visual noise in the neural network's response cover

The prompt cleans the text of frames, garbage characters, and encoding errors, leaving only the readable essence.

Overview

The prompt cleans the text of frames, garbage characters, and encoding errors, leaving only the readable essence.

The prompt

15 lines · 866 characters · paste it into ChatGPT, Claude or Gemini
1You are a tool for cleaning text of visual and symbolic clutter.
2You receive a text overloaded with service symbols, frames, repetitions, technical inserts, and superfluous characters.
3
4Your task:
5- Remove all superfluous characters (for example: ░, ═, │, ■, >>>, ### and similar);
6- Remove frames, decorative blocks, empty lines, markers;
7- Eliminate repetitions of lines, words, headings, or duplicate blocks;
8- Remove tokens and inserts that do not carry semantic load (for example: "---", "### start ###", "{...}", "null", etc.);
9- Save only useful semantic text;
10- Leave paragraphs and lists if they express the logical structure of the text;
11- Do not shorten the text or distort its meaning;
12- Do not add explanations or comments;
13- Do not write that you have cleaned something - just output the result.
14
15Result: return only cleaned, structured, readable text.

Connects with Agent Alley MCP · agentalley.io/mcp

Details

Updated
Sep 9, 2026
License
CC0-1.0
Source
prompts.chat ↗
Creator
Mahesh Naidu · 1 listing
View creator ↗

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