choose for a mature MIT-licensed few-shot voice cloning TTS with a large community.
1 min voice data can also be used to train a good TTS model! (few shot voice cloning)
- 61.2k
- Python
- MIT
text-to-speech / voice cloning
IndexTTS is an industrial-level zero-shot text-to-speech system that clones a voice from a single reference audio clip, with multi-language support and controllable speech generation.
Same problem, same approach. Swapping one for another is a config change, not a rewrite.
choose for a mature MIT-licensed few-shot voice cloning TTS with a large community.
1 min voice data can also be used to train a good TTS model! (few shot voice cloning)
choose for Apache-2.0 full-stack multilingual TTS with training support.
Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.
choose for Apache-2.0 streaming TTS with free-form voice design.
Qwen3-TTS is an open-source series of TTS models developed by the Qwen team at Alibaba Cloud, supporting stable, expressive, and streaming speech generation, free-form voice design, and vivid voice cloning.
choose for an Apache-2.0 zero-shot TTS with a compact inference codebase.
Spark-TTS Inference Code
choose for voice cloning across 600+ languages.
High-Quality Voice Cloning TTS for 600+ Languages
choose for an open-weight TTS with top-tier expressiveness.
Zonos-v0.1 is a leading open-weight text-to-speech model trained on more than 200k hours of varied multilingual speech, delivering expressiveness and quality on par with—or even surpassing—top TTS providers.
choose for ultra-fast voice cloning with claimed 150x realtime speed.
A high-quality rapid TTS voice cloning model that reaches speeds of 150x realtime.
choose for a family of speech generation models with Apache-2.0.
An open-source model family for long-form speech, dialogue synthesis, voice design, sound effects, and real-time streaming TTS
choose for controllable TTS supporting over 7000 languages.
Controllable and fast Text-to-Speech for over 7000 languages!
choose for tokenizer-free multilingual TTS with cloning and creative voice design.
VoxCPM2: Tokenizer-Free TTS for Multilingual Speech Generation, Creative Voice Design, and True-to-Life Cloning
choose for a zero-shot TTS engine from Youdao with multilingual support.
Confucius4-TTS: a Multilingual and Cross-Lingual Zero-Shot TTS Engine
choose for MIT-licensed instant voice cloning with cross-lingual support.
Instant voice cloning by MIT and MyShell. Audio foundation model.
choose for a foundational expressive TTS model with Apache-2.0.
Foundational model for human-like, expressive TTS
choose for zero-shot TTS combined with audio emotion/style editing.
A powerful 3B-parameter, LLM-based Reinforcement Learning audio edit model excels at editing emotion, speaking style, and paralinguistics, and features robust zero-shot text-to-speech
choose for zero-shot TTS and speech editing in the wild.
Zero-Shot Speech Editing and Text-to-Speech in the Wild
Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.
choose for Apple Silicon-optimized TTS/STT/STS via MLX, rather than a standalone model.
A text-to-speech (TTS), speech-to-text (STT) and speech-to-speech (STS) library built on Apple's MLX framework, providing efficient speech analysis on Apple Silicon.
choose for a TTS built by inverting Whisper, a unique architecture.
An Open Source text-to-speech system built by inverting Whisper.
choose for a comprehensive speech AI framework instead of a single TTS model.
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
An earlier or more limited way to do the job. Still the right call when you need something small, proven, or CPU-only.
choose only for historical reference to VALL-E; it is archived and unmaintained.
An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io/vallex/
Does the same job, but ships as an app. Useful to a person, not swappable into a codebase.
choose when you need a ready-to-deploy OpenAI-compatible TTS server.
Dockerized OpenAI-compatible wrapper for Kokoro-82M text-to-speech w/multiplatform CPU, AMD, NVIDIA GPU PyTorch; multi-speaker, clone-tuning, caption timestamps, SSML, optional readalong web UI
choose for an interactive Japanese TTS web app, not a library.
An interactive Japanese text analysis and speech synthesis web app
These projects were analysed and named index-tts among their alternatives. The relationship is not symmetric — how index-tts rates them is a separate judgement, made when index-tts is analysed in its own right.
calls index-tts “choose for industrial-level efficiency and controllability in zero-shot TTS.”
Instant voice cloning by MIT and MyShell. Audio foundation model.
calls index-tts “Choose for industrial-grade zero-shot TTS with controllable and efficient inference.”
SoTA open-source TTS
calls index-tts “Choose when you need a production-oriented zero-shot TTS with controllable output and efficient deployment.”
Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.
calls index-tts “Choose when you need an industrial-level controllable zero-shot TTS with efficient inference.”
Qwen3-TTS is an open-source series of TTS models developed by the Qwen team at Alibaba Cloud, supporting stable, expressive, and streaming speech generation, free-form voice design, and vivid voice cloning.
calls index-tts “Use for industrial controllable zero-shot TTS with frequent releases.”
High-Quality Voice Cloning TTS for 600+ Languages
calls index-tts “choose over Zonos for an industrial-level zero-shot TTS with efficient inference and explicit prosody controllability in production.”
Zonos-v0.1 is a leading open-weight text-to-speech model trained on more than 200k hours of varied multilingual speech, delivering expressiveness and quality on par with—or even surpassing—top TTS providers.
calls index-tts “Choose for an industrial-level controllable zero-shot TTS with active development and strong efficiency.”
VoxCPM2: Tokenizer-Free TTS for Multilingual Speech Generation, Creative Voice Design, and True-to-Life Cloning
calls index-tts “For an industrial-level controllable zero-shot TTS, if you need controllable generation over deployment ease.”
Lightning-Fast, On-Device, Multilingual TTS — running natively via ONNX.
calls index-tts “Choose when you need a controllable, efficient zero-shot TTS for industrial use; local deployment.”
Use Microsoft Edge's online text-to-speech service from Python WITHOUT needing Microsoft Edge or Windows or an API key
calls index-tts “choose for industrial-level controllable zero-shot TTS with deployment focus.”
Spark-TTS Inference Code
calls index-tts “choose if you need industrial-level controllable zero-shot TTS and can run large GPU models.”
A TTS that fits in your CPU (and pocket)
calls index-tts “choose for an industrial, controllable and efficient zero-shot TTS without speech editing.”
Zero-Shot Speech Editing and Text-to-Speech in the Wild
calls index-tts “choose for industrial zero-shot TTS with control; not same emotion-prompt interface.”
EmotiVoice 😊: a Multi-Voice and Prompt-Controlled TTS Engine
calls index-tts “Industrial zero-shot TTS with controllable prosody; use it for production-grade control rather than a simple multi-lingual drop-in.”
High-quality multi-lingual text-to-speech library by MyShell.ai. Support English, Spanish, French, Chinese, Japanese and Korean.
calls index-tts “Choose for production-oriented controllable zero-shot TTS if you need industrial deployment rather than editing.”
A powerful 3B-parameter, LLM-based Reinforcement Learning audio edit model excels at editing emotion, speaking style, and paralinguistics, and features robust zero-shot text-to-speech
calls index-tts “Choose it when you need a zero-shot TTS and don't require few-shot fine-tuning, for a simpler pipeline.”
1 min voice data can also be used to train a good TTS model! (few shot voice cloning)
calls index-tts “Choose when you need industrial-grade zero-shot TTS that runs on standard PyTorch.”
A text-to-speech (TTS), speech-to-text (STT) and speech-to-speech (STS) library built on Apple's MLX framework, providing efficient speech analysis on Apple Silicon.