TTS Dataset Creation Voice AI Tools

Tools and workflows for preparing, recording, processing, and organizing audio datasets specifically for training text-to-speech models. Does NOT include pre-built TTS datasets, TTS model training frameworks, or general speech datasets for ASR/voice cloning.

There are 33 tts dataset creation tools tracked. The highest-rated is hetpandya/youtube_tts_data_generator at 46/100 with 37 stars and 55 monthly downloads.

Get all 33 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=voice-ai&subcategory=tts-dataset-creation&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	hetpandya/youtube_tts_data_generator A python library to generate speech dataset from Youtube videos	46	Emerging	37	Python
2	IS2AI/Kazakh_TTS An expanded version of the previously released Kazakh text-to-speech...	40	Emerging	147	Shell
3	taresh18/TTSizer 🎙️ Automatically transcribe audio/video into high-quality, speaker-specific...	37	Emerging	135	Python
4	Hecate2/sukasuka-vocal-dataset-builder すかすかアニメボカロデータセット。1st anime vocal dataset. Extract audio (vocal) files from...	36	Emerging	49	Python
5	youmebangbang/TTS-dataset-tools Automatically generates TTS dataset using audio and associated text. Make...	36	Emerging	52	Python
6	stefantaubert/pronunciation-dictionary-utils Utils to modify pronunciation dictionaries.	36	Emerging	1	Python
7	GuangChen2333/FindUrVoicesPJSK 《世界计划 : 缤纷舞台》单角色语音数据集一键获取小工具 \| 无需手动打标 \| wav无压缩 \| A simple tool for obtaining...	33	Emerging	20	Python
8	keonlee9420/DailyTalk Official repository of DailyTalk: Spoken Dialogue Dataset for Conversational...	32	Emerging	252	Python
9	souvikg544/TTS_Data_Maker Text to speech is an emerging zone of AI. This repository helps to create a...	32	Emerging	28	Python
10	gokhaneraslan/tts-dataset-generator With this tool you can create custom TTS dataset from video or audio.	31	Emerging	13	Python
11	revsic/speechset Numpy-librosa implementation of Speech dataset pipeline	30	Emerging	9	Python
12	FS-17/SpeechDataBuilder Browser-based open-source tool for creating high-quality TTS/STT datasets....	28	Experimental	6	JavaScript
13	ShawnPi233/SynParaSpeech Official Repository of Paper: "SynParaSpeech: Automated Synthesis of...	27	Experimental	66	JavaScript
14	danklabs/tts_dataset_maker A gui to help make a text to speech dataset.	24	Experimental	18	JavaScript
15	hollygrimm/voice-dataset-creation Tools to create your own voice dataset for TTS training	23	Experimental	71	Jupyter Notebook
16	MiniXC/phones A collection of utilities for handling IPA phones.	23	Experimental	26	Python
17	soukhova/TTS2016R A data-package including the 2016 TTS origins, TTS destinations, number of...	23	Experimental	2	TeX
18	iuliiakr/TTS-Project-Framework Architecture framework for building production-grade text-to-speech systems,...	22	Experimental	—	—
19	IS2AI/TurkicTTS A multilingual text-to-speech synthesis system for ten lower-resourced...	22	Experimental	78	Python
20	wkdrns202/TTSDataSetCleanser TTSDataSetCleanser. This program can do the labeling work for the Raw Speech...	22	Experimental	—	Python
21	babua/TTSDatasetRecorder A simple app for recording speech datasets.	21	Experimental	26	Python
22	nonverbalspeech38k/nonverspeech38k The official repository for the paper “NonVerbalSpeech-38K: A Scalable...	20	Experimental	63	HTML
23	pilot7747/VoxDIY This repository provides data and code for "Vox Populi, Vox DIY: Benchmark...	20	Experimental	16	Python
24	hecko-yes/tts-dataset-prompts Finally, some decent sample sentences	19	Experimental	23	Python
25	Lostenergydrink/styletts2-dataset-toolkit Complete Windows-optimized workflow for voice cloning with StyleTTS2....	17	Experimental	2	Python
26	ItsJamin/another-tts A program to easily create datasets for training own tts models.	16	Experimental	1	JavaScript
27	egorsmkv/qirimtatar-tts-datasets Open Source Crimean Tatar Text-to-Speech datasets	14	Experimental	14	Python
28	quochuy242/VNAVC Data Pipeline for Text to Speech Project	13	Experimental	—	Python
29	deeplearningcafe/animespeechdataset Dataset Generation for Language Model Training and Text-to-Speech Synthesis...	13	Experimental	7	Python
30	kdorichev/text2speech Text-To-Speech Dataset Preparation and Architecture	13	Experimental	5	Python
31	willwade/TTS-Dataset A workflow to create a dataset of all TTS voices/languages available on...	12	Experimental	1	Python
32	hclivess/speech-splitter Turn any audio file into a TTS training dataset	12	Experimental	1	Python
33	clayton14/tts_dataset_recorder All you have to do is ramble to make a dataset for your voice	10	Experimental	1	Python