Text-to-Speech Frameworks

End-to-end TTS architectures, models, and toolkits for synthesizing speech from text. Includes transformer-based, diffusion-based, and flow-matching approaches with various duration modeling techniques. Does NOT include voice cloning, speech recognition, speech evaluation metrics, or TTS paper collections.

There are 12 text-to-speech frameworks tracked. 1 score above 70 (verified tier). The highest-rated is voicepaw/so-vits-svc-fork at 89/100 with 9,281 stars and 4,743 monthly downloads. 1 of the top 10 are actively maintained.

Get all 12 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=text-to-speech-frameworks&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	voicepaw/so-vits-svc-fork so-vits-svc fork with realtime support, improved interface and more features.	89	Verified	9,281	Python
2	ssmall256/mlx-audio-io Native audio I/O for MLX on macOS and Linux	52	Established	2	C++
3	ssmall256/mlx-spectro High-performance STFT/iSTFT for Apple MLX with fused Metal kernels and...	51	Established	1	Python
4	sarulab-speech/UTMOSv2 UTokyo-SaruLab MOS Prediction System	44	Emerging	301	Python
5	daniilrobnikov/vits VITS: Conditional Variational Autoencoder with Adversarial Learning for...	28	Experimental	6	Jupyter Notebook
6	MWM-io/SpecTNT-pytorch Unofficial implementation of SpecTNT in pytorch	26	Experimental	50	Python
7	nipponjo/arabic-vocalization Arabic deep-learning based diacritization models (Shakkala, Shakkelha)...	20	Experimental	14	Python
8	NTIA/alignnet Train no-reference speech quality estimators with multiple datasets via...	17	Experimental	18	Python
9	kuntiniong/hk-insta-identifier Hong Kong Instagram username identification with Romanized Cantonese linguistics	15	Experimental	17	Jupyter Notebook
10	juanjosehr14/YingMusic-SVC 🎤 Transform singing voices effortlessly with YingMusic-SVC, a robust...	15	Experimental	1	—
11	mende237/Nda-Nda-Force-Aligner Forced alignment of Nda‘ Nda’ a Cameroonian language	14	Experimental	3	Shell
12	felipeoliverai/conformer-paper PyTorch implementation of the paper: 𝐂𝐨𝐧𝐟𝐨𝐫𝐦𝐞𝐫: 𝐂𝐨𝐧𝐯𝐨𝐥𝐮𝐭𝐢𝐨𝐧-𝐚𝐮𝐠𝐦𝐞𝐧𝐭𝐞𝐝...	10	Experimental	1	Python