# Best music generation for AI agents (slim)

> fal music models (B), ElevenLabs Music API (B) and MusicGen on Replicate (C) lead the 11 ranked music generation. Picks by need, strengths, weaknesses and prices from the Anchor benchmark.

- Full: https://www.anchorterminal.com/best/music-generation/index.md (~5,150 tokens) · this version ~1,380 tokens · JSON https://www.anchorterminal.com/best/music-generation/index.json · canonical https://www.anchorterminal.com/best/music-generation/
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

The 10 highest-scoring of 11 music generation on the Anchor benchmark, with a pick for each need and where each one falls short. Scores come from public evidence, re-checked as vendors change.

- Ranked: 11 · agent-ready (BB or better): 0 · accept x402: 0 · hosted endpoints: 10
- Full ranked table: https://www.anchorterminal.com/categories/music-generation.md
- Head-to-head comparisons: https://www.anchorterminal.com/compare/music-generation/index.md (55)
- Methodology: https://www.anchorterminal.com/benchmark/index.md

## The shortlist

| # | Tool | Grade | Score | Best for | Price | Where |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | [fal music models](https://www.anchorterminal.com/tools/fal-music.md) | B | 68.3 | An agent or team that wants to compare or switch music models without a contract per vendor, or needs a published price for vendors that don't publish one (Beatoven). | $0.04 / call | hosted |
| 2 | [ElevenLabs Music API](https://www.anchorterminal.com/tools/elevenlabs-music.md) | B | 66.9 | Full songs with vocals and lyrics, or instrumentals where section-level control, inpainting or stems matter. | $6 / mo | hosted |
| 3 | [MusicGen on Replicate](https://www.anchorterminal.com/tools/replicate-musicgen.md) | C | 54.3 | Cheap prototypes, research and melody-conditioned experiments where non-commercial output is acceptable, and for teams already on Replicate who can switch to its commercial music models. | $0.035 / call | hosted and local |
| 4 | [Stable Audio API](https://www.anchorterminal.com/tools/stable-audio.md) | D | 50 | Instrumental beds, loops and sound effects billed per generation, with no subscription and a licensed-training story. | $0.26 / call | hosted |
| 5 | [Google Lyria](https://www.anchorterminal.com/tools/google-lyria.md) | D | 48.5 | Quick, cheap full songs with vocals from an agent that already holds a Gemini key, and for 30-second clips. | $0.08 / call | hosted |
| 6 | [MusicGPT API](https://www.anchorterminal.com/tools/musicgpt.md) | E | 45.9 | Agents that need many audio jobs under one key, from songs with vocals to stems, covers and sound effects, at published per-request prices. | $0.10 / call | hosted |
| 7 | [Soundverse API](https://www.anchorterminal.com/tools/soundverse.md) | E | 41.9 | Agents that need several music jobs from one vendor (song, stems, SFX, remix, copyright check) and want to buy the exact rights for each file. | $0.12 / call | hosted |
| 8 | [Mubert API](https://www.anchorterminal.com/tools/mubert.md) | E | 41 | Apps that hand background music to many end users, or need endless streams and fixed-cost quotas. | $49 / mo | hosted |
| 9 | [Loudly Music API](https://www.anchorterminal.com/tools/loudly.md) | E | 38.1 | Apps that need instrumental tracks with stems, remix and mastering from one vendor under a royalty-free licence, and that can start on a free allowance. | $0.15 / credit | hosted |
| 10 | [Beatoven.ai API](https://www.anchorterminal.com/tools/beatoven.md) | F | 22 | Instrumental background beds where separate stems matter, from a model with a licensed-training story. | Paid | hosted |

## Picks by need

- Highest score overall: [fal music models](https://www.anchorterminal.com/tools/fal-music.md), B, 68.3/100 on the benchmark. Also [ElevenLabs Music API](https://www.anchorterminal.com/tools/elevenlabs-music.md), B, 66.9/100.
- Schema & documentation: [MusicGen on Replicate](https://www.anchorterminal.com/tools/replicate-musicgen.md), 87/100 on schema & documentation, against 85 for the overall leader.
- Security & auth: [ElevenLabs Music API](https://www.anchorterminal.com/tools/elevenlabs-music.md), 77/100 on security & auth, against 62 for the overall leader.
- Transparency & trust: [ElevenLabs Music API](https://www.anchorterminal.com/tools/elevenlabs-music.md), 77/100 on transparency & trust, against 57 for the overall leader.
- Lowest paid price per call: [MusicGPT API](https://www.anchorterminal.com/tools/musicgpt.md), $0.028 per call, the lowest of the 6 listings here with a paid price in this unit (free allowances aside). Also [MusicGen on Replicate](https://www.anchorterminal.com/tools/replicate-musicgen.md), $0.035 per call.
- A hosted MCP endpoint: [Mubert API](https://www.anchorterminal.com/tools/mubert.md), remote MCP server, nothing to install.

## How to choose

- Price per minute of audio: Check the price per minute of generated audio and whether stems cost extra, because a track exported as stems can cost more than a single mix.
- Maximum track length: Check the longest track a single job returns and whether longer songs are built by extending, because an agent stitching sections must keep key and tempo consistent.
- Stems and vocal control: Check whether stems and separate vocal tracks can be exported, since an agent producing a backing track for a human singer needs the instrumental without the voice.
- Output licence and training data: Check the licence the output comes with and what training data the model used, because commercial reuse of a track depends on both.

Each listing's verdict, strengths and weaknesses: https://www.anchorterminal.com/best/music-generation/index.md