Text Transformation & Cleanup Index

Index of repositories for text transformation, transcription cleanup, and text processing tools and prompts.

See also: Speech-Tech-Index for STT engines, ASR models, and speech recognition tools. This index focuses on what happens after transcription — cleanup, reformatting, and transformation of text.

Last updated: 2026-03-25

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Text Transformation Prompts & Libraries

Text-Transformation-Prompt-Library

Updated repo of text transformation prompts (raw STT transcripts -> *)

Text-Transformation-Prompt-Collection-2

An abbreviated collection of STT transformation prompts

Text-Transformation-Prompt-Combiner

Prompt concatenation utility for text transformation system prompts

Text-Transformation-Prompt-Stack

Documentation/notes for a "prompt stack" for audio multimodal text processing

AI-Text-Rewriting-Toolbox

LLM text reformatting and rewriting toolbox comprised of many system prompts

Audiopenai-Edit-Prompts

Text transformation prompts library for Audiopen.ai

Shakespearean-Text-Generators

System prompts for rewriting text in Shakespearean English

Speech-To-Text-System-Prompt-Library

Updated skeleton library of system prompts for using LLMs to refine STT output

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Transcription Cleanup Tools

STT-Basic-Cleanup-System-Prompt

Basic foundational system prompt for cleaning up AI voice transcripts

Voice-Cleanup-Prompt-Experiment

Testing various permutations in system prompting for raw audio transcript cleanup

Text-Cleanup-Fine-Tuning-Set

Fine-tuning dataset/plans for text cleanup audio multimodal

Transcription-Cleanup-Eval-1225

Evaluating various cloud audio understanding models on transcribe and cleanup

Diarised-Transcript-Assistant

System prompt for generating diarised transcripts (STT plus stylistic guidance)

Voice-Note-Redaction-Agent

Config for a text redaction agent for voicenote -> * workflows

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Text Transformation Applications

stateless-AI-text-transform

A clean, stateless AI-powered text transformation tool for local AI models

Declaude

Slash command for applying text rewriting instructions

writing-editing-plugin

Claude Code plugin for writing assistance, proofreading, style editing, and text transformation

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Multimodal Transcription & Processing

AI-Transcription-Notepad

Voice note taking utility with cloud audio multimodal models for transcription and text cleanup

Gemini-Audio-Transcriber

File upload based multimodal transcription tool using Gemini

Gemini-Transcription-MCP

MCP for Gemini multimodal audio transcription with built in post-processing

Local-Multimodal-Transcriber

Local transcription app with audio multimodal design

DVR-Transcriber

Workflow workspace for importing recordings from a DVR and using AI for transcription

STT-To-TTS

Gemini app which captures user speech, condenses (LLM), and then synthesizes

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Voice Note Pipelines

Voice-Note-Ragie-Pipeline

Test pipeline: voice context data to Ragie

N8N-Voice-Note-Context-Pipeline-Workflow

Workflow for extracting context data from voice notes to Pinecone

Voicenotes-Prompt-To-Email-Workflow-N8N

Voice notes to email workflow

amical

Open Source AI Dictation App - Type 3x faster, no keyboard needed

Thought-Pad

Linux desktop application for creating notes from dictated speech