Audio, voice & music
45 scored tools, ranked by overall score. Last checked on 25 October 2026. Refine with the Finder →
Looking for an open-source model to run (Wan, LTX, Flux, Whisper…)? Model Finder →
The three to remember
The go-to assisted mastering reference that engineers actually use; one-time purchase.
- · Utility 9.5/10, best of the selection
- · Paid, from €249
- · No known security caveat
The go-to free tool for stem separation.
- · Utility 9/10
- · Free, no limits
- · No known security caveat
Free and private transcription for everyone.
- · Utility 8/10
- · Free, no limits
- · No known security caveat
| Tool | Price | Score | Sec. |
|---|---|---|---|
| Ultimate Vocal RemoverRisingVoice and instrument separation running locally with multiple models (MDX, Demucs). | Free | 9.6 | Security: nothing to flag |
| Buzz (Whisper)RisingLocal transcription with Whisper, SRT and VTT export, no account or cloud required. | Free | 9.1 | Security: nothing to flag |
| NVIDIA BroadcastNoise suppression, virtual background, auto framing and eye contact via AI on RTX GPU, for video calls. | Free | 8.5 | Security: nothing to flag |
| ACE-Step 1.5RisingFull music generation (vocals, structure, style) running locally, open source. | Free | 8.3 | Security: nothing to flag |
| Applio (RVC)RisingModern interface for RVC voice conversion, training and inference running locally. | Free | 8.2 | Security: one caveat, see the card |
| GPT-SoVITSVoice cloning and synthesis from a few seconds of audio, running locally. | Free | 7.7 | Security: one caveat, see the card |
| whisper.cppRisingC/C++ implementation of Whisper, very fast on CPU and Apple Silicon. | Free | 7.4 | Security: nothing to flag |
| F5-TTSRisingSpeech synthesis and voice cloning via flow matching, fast and local. | Free | 7.3 | Security: one caveat, see the card |
| YuERisingGenerate complete songs with lyrics, locally, open source. | Free | 7.1 | Security: one caveat, see the card |
| DeepFilterNetWatch outReal-time noise suppression, lightweight, works even on CPU. | Free | 6.6 | Security: nothing to flag |
| Resemble EnhanceWatch outSpeech denoising and enhancement, open source. | Free | 6.4 | Security: nothing to flag |
| DiffRhythmWatch outGenerate complete tracks in seconds, locally. | Free | 6.1 | Security: one caveat, see the card |
| MusicGen (Meta)Watch outMeta's text-to-music generation model with open weights. | Free | 5.9 | Security: one caveat, see the card |
App : A product you use directly · Tool : A precise action the AI can call · MCP : Standardises the connection between an AI application and systems that expose tools or data · Built-in mode : A feature to switch on inside an assistant you already use (ChatGPT, Claude, Gemini): nothing to install · Skill : A reusable method: instructions, procedures, sometimes scripts or templates · Plugin : A set of capabilities installed into an AI application or a host
Method
Overall score = utility (rated by the editorial team), reliability (GitHub activity, official publisher, reachable site), security (where data goes, permissions, known incidents) and accessibility (install, required level, price), weighted per category. A tool inactive for over six months is flagged and leaves the recommendations. No ranking is sold.
Missing a tool? A score looks wrong?
Write to the editors