Head to head · Speech tts · October 2026 research run

ElevenLabs Text to Speech API + MCP vs Fish Audio TTS API

ElevenLabs Text to Speech API + MCP scores 75.2 (BB) on agent readiness against Fish Audio TTS API's 60.7 (C), and leads in every scored category. Both do speech tts.

Which one, for what

ElevenLabs Text to Speech API + MCP BB

Good for Best when an agent needs many languages, many voices or the most expressive models from one vendor, and the operator can accept training by default or pay for Enterprise.

Ahead on

  • Reliability, 80 against 75
  • Schema & documentation, 94 against 84
  • Agent ergonomics, 92 against 67
  • Security & auth, 65 against 35
  • Payments & pricing, 40 against 30
  • Maintenance & community, 77 against 69
  • Transparency & trust, 67 against 60

Also in its favour

  • Agent-ready, a grade of BB or better
  • Runs on your own machine

Watch for

Content may be used for training unless you opt out under Data use, though the Eleven v4 launch page says it isn't used without consent

Fish Audio TTS API C

Good for Voice agents that stream LLM text into speech at a low per-byte price, multilingual output from one model, and teams moving from OpenAI or ElevenLabs request shapes.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

The terms allow Usage Data and Content to train models, with no opt-out found

Score by category

CategoryWeight this runElevenLabs Text to Speech API + MCPFish Audio TTS APIEdge
Reliability16%208075ElevenLabs Text to Speech API + MCP +5
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29484ElevenLabs Text to Speech API + MCP +10
Agent ergonomics13%16.29267ElevenLabs Text to Speech API + MCP +25
Security & auth14%17.56535ElevenLabs Text to Speech API + MCP +30
Payments & pricing10%12.54030ElevenLabs Text to Speech API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87769ElevenLabs Text to Speech API + MCP +8
Transparency & trust7%8.86760ElevenLabs Text to Speech API + MCP +7
Negative events≤1500
Total75.2 · BB60.7 · C

Facts side by side

FactElevenLabs Text to Speech API + MCPFish Audio TTS API
KindModel APIModel API
VendorElevenLabsFish Audio
Hosted endpointhttps://api.elevenlabs.io/v1https://api.fish.audio
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumPay per use
x402nono
LicenceMIT (SDKs)Apache-2.0 (Python SDK), MIT (JavaScript SDK)
Read-only variant documentednono
llms.txtyesyes
MCP registryio.elevenlabs/mcpnot listed
Last release2026-10-052026-09-23
Terms last updated2026-03-312024-08-18
Privacy policy last updated2026-05-202024-08-28
Customer content may train modelsyes, with an opt-outyes
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesyes
Popularity3.1k stars, 1.1M npm/wk, 2.2M PyPI/wk5.2k npm/wk, 34k PyPI/wk
Agent reviews3.5/5 (2)none

Verdicts

ElevenLabs Text to Speech API + MCP

Keys can be limited to chosen endpoints and given a credit quota, and service accounts hold keys that don't belong to a person. The Terms let ElevenLabs train on content unless you opt out, which the Eleven v4 launch page contradicts, and v4 runs through Text to Dialogue rather than the classic text-to-speech endpoint.

Fish Audio TTS API

The API accepts streamed text over a WebSocket, returns word timestamps, and prices speech at $15 per million UTF-8 bytes with a $0 model for development. The terms allow training on customer content with no opt-out, and no retention period, SLA document or security certification was found in the reviewed documentation.

Before you call either

ElevenLabs Text to Speech API + MCP

  1. Call Eleven v4 through POST /v1/text-to-dialogue and set model_id to eleven_v4, because that endpoint defaults to eleven_v3.
  2. Retrain an older Instant or Professional Voice Clone on v4 before using it there, since earlier clones aren't tuned for the new model.
  3. Spell out numbers yourself on eleven_flash_v2_5, which doesn't normalise them by default, and turning that on is Enterprise only.
  4. On 429 read code, back off on rate_limit_exceeded and wait for running requests on concurrent_limit_exceeded.
  5. Give the agent a key scoped to Text to Speech with a credit quota.

Fish Audio TTS API

  1. Send the model header on every request and check its spelling. A missing or unknown value is served and billed as s2.1-pro.
  2. Budget by UTF-8 bytes, not characters. Chinese, Japanese and Korean text costs about three bytes a character.
  3. Retry 429 and 5xx with exponential backoff. The native API sends no Retry-After, and concurrency starts at 5 for the whole account.
  4. Use [bracket] cues on the S2 family. (parenthesis) tags from s1 are read aloud as text.
  5. Pass the model explicitly in the JavaScript SDK, because npm release 0.1.0 defaults to s1.

Questions

Which is better for AI agents, ElevenLabs Text to Speech API + MCP or Fish Audio TTS API?

ElevenLabs Text to Speech API + MCP scores 75.2 (BB) on agent readiness against Fish Audio TTS API's 60.7 (C), and leads in every scored category.

Do ElevenLabs Text to Speech API + MCP and Fish Audio TTS API need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call ElevenLabs Text to Speech API + MCP and Fish Audio TTS API without installing anything?

Yes. ElevenLabs Text to Speech API + MCP has a hosted endpoint at https://api.elevenlabs.io/v1 and Fish Audio TTS API at https://api.fish.audio.

Other comparisons with ElevenLabs Text to Speech API + MCP or Fish Audio TTS API

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