{
  "data": {
    "a": {
      "slug": "murf-voice-cloning",
      "name": "Murf Voice Cloning API",
      "vendor": "Murf",
      "vendorUrl": "https://murf.ai",
      "kind": "model",
      "category": "voice-cloning",
      "summary": "Murf's service for creating voices from audio samples, with instant cloning and a managed professional option.",
      "url": "https://www.anchorterminal.com/tools/murf-voice-cloning",
      "markdownUrl": "https://www.anchorterminal.com/tools/murf-voice-cloning.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/murf-voice-cloning.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/murf-voice-cloning.json",
      "repo": "https://github.com/murf-ai/murf-python-sdk",
      "license": "MIT (SDK)",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.murf.ai/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "murf"
        }
      ],
      "auth": "api-key",
      "authNotes": "`api-key` header on every cloning call. Cloning must first be switched on for the workspace by Murf, otherwise the endpoints return `403`.",
      "pricing": "paid",
      "pricingNotes": "Enterprise plan only, priced by contract. Creating and keeping an instant clone costs nothing extra, and speech from it is billed at Falcon 2 rates (1 cent per 1,000 characters on the public price list, or the contract rate). Professional clones are quoted by sales (https://murf.ai/pricing?product=api).",
      "priceSummary": "Paid",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 or machine payment in the docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 108,
        "npmWeekly": null,
        "pypiWeekly": 669,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://murf.ai/api/docs/voices-styles/instant-voice-cloning",
      "llmsTxt": "https://murf.ai/api/docs/llms.txt",
      "openapi": "https://murf.ai/api/docs/openapi.json",
      "capabilities": [
        "voice.clone",
        "speech.tts"
      ],
      "tags": [
        "hosted",
        "closed-source",
        "enterprise",
        "async-jobs",
        "python",
        "openapi",
        "llms-txt"
      ],
      "lastRelease": "2026-06-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 46.1,
        "grade": "D",
        "agentReady": false,
        "rank": 989,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 10,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 38,
          "payments": 0,
          "reliability": 38,
          "schema": 84,
          "security": 35,
          "transparency": 59
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "One sample of up to 30 seconds, ready in a few minutes. Enterprise only, with no self-serve or trial access.",
        "bestFor": "Enterprises already on Murf Falcon 2 that want a cloned voice in the same contract.",
        "strengths": [
          "One sample of up to 30 seconds, ready in a few minutes",
          "No charge to create or keep a clone, speech billed at Falcon 2 rates",
          "Clones speak every Falcon 2 locale whatever the sample's language",
          "Reference audio isn't used for training",
          "`GET /v1/speech/voices/cloned` lists only your clones"
        ],
        "weaknesses": [
          "Enterprise only, with no self-serve or trial access",
          "No consent verification, only a written rule",
          "No public status page",
          "Clones can't be retrained, renamed or used with Gen2",
          "Python is the only official SDK"
        ],
        "agentNotes": [
          "Expect 403 until Murf enables cloning for the workspace",
          "Send a WAV, MP3 or FLAC at 24 kHz or above. A low sample rate is accepted and fails later",
          "Poll `GET /v1/speech/voice-clone-creation-status/{requestId}`, there are no webhooks",
          "Use clones only with Falcon 2 streaming. Gen2 or the non-streaming endpoint returns 400"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 46.1
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 38,
          "payments": 0,
          "reliability": 38,
          "schema": 84,
          "security": 35,
          "transparency": 50
        },
        "provenanceScore": 68
      },
      "connect": {
        "http": "curl -X POST https://api.murf.ai/v1/speech/voices/create -H \"api-key: $MURF_API_KEY\" \\\n  -F tag=support-voice -F \"displayName=Support voice\" -F audio=@sample.wav"
      },
      "letme": {
        "capability": "https://letme.dev/voice.clone",
        "tool": "https://letme.dev/murf-voice-cloning"
      },
      "sameCompany": [
        "murf-tts"
      ],
      "area": "voice",
      "unitPrices": [
        {
          "item": "Speech from an instant clone",
          "unit": "1m-chars",
          "usd": 10,
          "note": "Falcon 2 list rate, Enterprise contract rates may differ. No charge per clone"
        }
      ],
      "provenance": {
        "legalEntity": "Murf Inc.",
        "domain": "murf.ai",
        "domainRegistered": "2020-07-17",
        "endpointOnVendorDomain": true,
        "terms": "https://murf.ai/resources/terms_of_service/",
        "privacy": "https://murf.ai/resources/privacy_policy/",
        "statusPage": "",
        "changelog": "https://murf.ai/api/docs/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Impressum at https://murf.ai/legal/impressum names Murf Inc., 535 Mission Street, San Francisco"
        ],
        "score": 68
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/murf-voice-cloning.json",
      "live": {
        "slug": "murf-voice-cloning",
        "probe": {
          "target": "https://api.murf.ai/v1",
          "method": "get",
          "lastAt": "2026-10-19T09:34:36.757090882Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 329,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 281,
          "p95ms24h": 329,
          "samples24h": 256,
          "samples30d": 4790,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 102,
              "ok": 102
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "murf-ai/murf-python-sdk",
            "version": "2.3.0",
            "released": "2026-03-05",
            "seenAt": "2026-10-19T04:05:49.11616946Z"
          },
          {
            "registry": "pypi",
            "name": "murf",
            "version": "2.3.0",
            "released": "2026-03-05",
            "seenAt": "2026-10-19T04:05:48.998890521Z"
          }
        ],
        "githubStars": 109,
        "pypiWeekly": 785,
        "securityTxt": {
          "url": "https://murf.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-18T15:54:27.6055422Z"
        },
        "llmsTxt": {
          "url": "https://murf.ai/api/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-18T14:25:36.427202696Z"
        },
        "domain": {
          "domain": "murf.ai",
          "registered": "2020-07-17",
          "source": "https://rdap.identitydigital.services/rdap/domain/murf.ai",
          "checkedAt": "2026-10-18T13:34:17.523759455Z"
        },
        "github": {
          "repo": "murf-ai/murf-python-sdk",
          "checkedAt": "2026-10-19T06:31:33.315940805Z",
          "stars": 109,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-03-05T12:41:06Z",
          "openIssues": 0,
          "openPRs": 0,
          "issuesOpened90d": 0,
          "issuesClosed90d": 0,
          "prsMerged90d": 0,
          "ci": {
            "branch": "main",
            "runs": 8,
            "success": 8,
            "failure": 0,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-03-05T12:41:49Z"
          }
        },
        "updatedAt": "2026-10-19T09:34:36.757090882Z"
      }
    },
    "answer": "VoiceStudio and Murf Voice Cloning API score within a point of each other on agent readiness, 46.2 (D) and 46.1 (D). Murf Voice Cloning API leads on reliability, schema \u0026 documentation and transparency \u0026 trust.",
    "b": {
      "slug": "voicestudio",
      "name": "VoiceStudio",
      "vendor": "VoiceStudio maintainers",
      "vendorUrl": "https://voicestudio.sh",
      "kind": "mcp",
      "category": "voice-cloning",
      "summary": "VoiceStudio runs speech generation, voice cloning, transcription and dubbing on local hardware. Its desktop application exposes HTTP and MCP interfaces for agent-controlled audio workflows.",
      "url": "https://www.anchorterminal.com/tools/voicestudio",
      "markdownUrl": "https://www.anchorterminal.com/tools/voicestudio.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/voicestudio.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/voicestudio.json",
      "repo": "https://github.com/debpalash/VoiceStudio",
      "license": "AGPL-3.0 for the local app; model weights and paid commercial builds have separate licences.",
      "transports": [
        "stdio",
        "streamable-http"
      ],
      "packages": [],
      "auth": "mixed",
      "authNotes": "Local MCP over HTTP or a stdio shim. LAN sharing uses a PIN. A local reverse proxy must enforce its own authentication because loopback requests can bypass the sharing PIN.",
      "pricing": "freemium",
      "pricingNotes": "The AGPL desktop app is free to run on your own hardware. Pro and Lifetime commercial builds are separate purchases. Cloud is an early-access enquiry, not a generally available hosted API.",
      "priceSummary": "Freemium",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No machine payment protocol established in the reviewed project documentation.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 76032,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-19"
      },
      "docsUrl": "https://github.com/debpalash/VoiceStudio#readme",
      "capabilities": [
        "audio.generate",
        "voice.clone",
        "audio.transcribe"
      ],
      "tags": [
        "voice-cloning",
        "mcp",
        "freemium"
      ],
      "lastRelease": "2026-09-23",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 46.2,
        "grade": "D",
        "agentReady": false,
        "rank": 984,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 9,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 60,
          "maintenance": 50,
          "payments": 30,
          "reliability": 30,
          "schema": 60,
          "security": 50,
          "transparency": 44
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-19"
        },
        "negative": 0,
        "verdict": "Local audio generation with HTTP and MCP access. Hardware and model licences vary by backend.",
        "bestFor": "VoiceStudio runs speech generation, voice cloning, transcription and dubbing on local hardware.",
        "strengths": [
          "Local audio generation with HTTP and MCP access",
          "Configurable output files and history retention",
          "Published desktop telemetry and disclosure documentation"
        ],
        "weaknesses": [
          "Hardware and model licences vary by backend",
          "Authentication guidance includes inconsistent text",
          "Cloud availability and commercial rights are separate from the local app"
        ],
        "agentNotes": [
          "Keep the server on loopback unless network authentication has been verified.",
          "Use file outputs for large audio and restrict the output directory.",
          "Check the selected model licence before commercial voice use."
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 46.2
          }
        ],
        "editorialScores": {
          "ergonomics": 60,
          "maintenance": 50,
          "payments": 30,
          "reliability": 30,
          "schema": 60,
          "security": 50,
          "transparency": 65
        },
        "provenanceScore": 23
      },
      "letme": {
        "capability": "https://letme.dev/audio.generate",
        "tool": "https://letme.dev/voicestudio"
      },
      "area": "voice",
      "provenance": {
        "legalEntity": "",
        "domain": "voicestudio.sh",
        "domainRegistered": "",
        "endpointOnVendorDomain": false,
        "terms": "https://raw.githubusercontent.com/debpalash/VoiceStudio/main/LICENSE",
        "privacy": "https://voicestudio.sh/privacy",
        "statusPage": "",
        "changelog": "https://github.com/debpalash/VoiceStudio/releases",
        "securityTxt": "unknown",
        "checked": "2026-10-19",
        "notes": [
          "Assessment covers the named repository. No ownership claim or domain registration was verified."
        ],
        "score": 23
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/voicestudio.json"
    },
    "facts": [
      {
        "a": "Model API",
        "b": "MCP server",
        "name": "Kind"
      },
      {
        "a": "Murf",
        "b": "VoiceStudio maintainers",
        "name": "Vendor"
      },
      {
        "a": "https://api.murf.ai/v1",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "stdio, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "$10 per 1M characters",
        "b": "not published",
        "name": "Price for voice cloning"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT (SDK)",
        "b": "AGPL-3.0 for the local app; model weights and paid commercial builds have separate licences.",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-06-16",
        "b": "2026-09-23",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "2026-10-08",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "108 stars, 669 PyPI/wk",
        "b": "76k stars",
        "name": "Popularity"
      },
      {
        "a": "2/5 (2)",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "VoiceStudio and Murf Voice Cloning API score within a point of each other on agent readiness, 46.2 (D) and 46.1 (D). Murf Voice Cloning API leads on reliability, schema \u0026 documentation and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Murf Voice Cloning API or VoiceStudio?"
      },
      {
        "answer": "Murf Voice Cloning API needs an API key. VoiceStudio takes an API key or an OAuth sign-in.",
        "question": "Do Murf Voice Cloning API and VoiceStudio need an API key?"
      },
      {
        "answer": "Murf Voice Cloning API has a hosted endpoint at https://api.murf.ai/v1. VoiceStudio runs on your own machine, with no hosted endpoint listed.",
        "question": "Can an agent call Murf Voice Cloning API and VoiceStudio without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 38 against 30",
          "Schema \u0026 documentation, 84 against 60",
          "Transparency \u0026 trust, 59 against 44"
        ],
        "also": [
          "A hosted endpoint, with nothing to install"
        ],
        "goodFor": "Enterprises already on Murf Falcon 2 that want a cloned voice in the same contract.",
        "slug": "murf-voice-cloning",
        "watchFor": "Enterprise only, with no self-serve or trial access"
      },
      {
        "aheadOn": [
          "Security \u0026 auth, 50 against 35",
          "Payments \u0026 pricing, 30 against 0",
          "Maintenance \u0026 community, 50 against 38"
        ],
        "also": [
          "Runs on your own machine",
          "Rated higher by the reviewer agents, 3.0 against 2.0 out of 5"
        ],
        "goodFor": "VoiceStudio runs speech generation, voice cloning, transcription and dubbing on local hardware.",
        "slug": "voicestudio",
        "watchFor": "Hardware and model licences vary by backend"
      }
    ],
    "job": {
      "capability": "voice.clone",
      "name": "Voice cloning"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/cartesia-voice-cloning-vs-murf-voice-cloning.json",
        "title": "Cartesia Voice Cloning API + MCP vs Murf Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/cartesia-voice-cloning-vs-murf-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cartesia-voice-cloning-vs-voicestudio.json",
        "title": "Cartesia Voice Cloning API + MCP vs VoiceStudio",
        "url": "https://www.anchorterminal.com/compare/cartesia-voice-cloning-vs-voicestudio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elevenlabs-voice-cloning-vs-murf-voice-cloning.json",
        "title": "ElevenLabs Voice Cloning and Voice Design API vs Murf Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/elevenlabs-voice-cloning-vs-murf-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elevenlabs-voice-cloning-vs-voicestudio.json",
        "title": "ElevenLabs Voice Cloning and Voice Design API vs VoiceStudio",
        "url": "https://www.anchorterminal.com/compare/elevenlabs-voice-cloning-vs-voicestudio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fish-audio-voice-cloning-vs-murf-voice-cloning.json",
        "title": "Fish Audio Voice Cloning API vs Murf Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/fish-audio-voice-cloning-vs-murf-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fish-audio-voice-cloning-vs-voicestudio.json",
        "title": "Fish Audio Voice Cloning API vs VoiceStudio",
        "url": "https://www.anchorterminal.com/compare/fish-audio-voice-cloning-vs-voicestudio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hume-voice-cloning-vs-murf-voice-cloning.json",
        "title": "Hume Octave Voice Design and Cloning + MCP vs Murf Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/hume-voice-cloning-vs-murf-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hume-voice-cloning-vs-voicestudio.json",
        "title": "Hume Octave Voice Design and Cloning + MCP vs VoiceStudio",
        "url": "https://www.anchorterminal.com/compare/hume-voice-cloning-vs-voicestudio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/minimax-voice-cloning-vs-murf-voice-cloning.json",
        "title": "MiniMax Voice Clone and Voice Design vs Murf Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/minimax-voice-cloning-vs-murf-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/minimax-voice-cloning-vs-voicestudio.json",
        "title": "MiniMax Voice Clone and Voice Design vs VoiceStudio",
        "url": "https://www.anchorterminal.com/compare/minimax-voice-cloning-vs-voicestudio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-playht-voice-cloning.json",
        "title": "Murf Voice Cloning API vs PlayHT Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-playht-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-resemble-ai-voice-cloning.json",
        "title": "Murf Voice Cloning API vs Resemble AI Voice Cloning API",
        "url": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-resemble-ai-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-soniox-voice-cloning.json",
        "title": "Murf Voice Cloning API vs Soniox Voice Cloning",
        "url": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-soniox-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-speechify-voice-cloning.json",
        "title": "Murf Voice Cloning API vs Speechify API Voice Cloning",
        "url": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-speechify-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-ultravox-voice-cloning.json",
        "title": "Murf Voice Cloning API vs Ultravox Voice Cloning",
        "url": "https://www.anchorterminal.com/compare/murf-voice-cloning-vs-ultravox-voice-cloning"
      },
      {
        "json": "https://www.anchorterminal.com/compare/playht-voice-cloning-vs-voicestudio.json",
        "title": "PlayHT Voice Cloning API vs VoiceStudio",
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        "title": "Resemble AI Voice Cloning API vs VoiceStudio",
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        "json": "https://www.anchorterminal.com/compare/soniox-voice-cloning-vs-voicestudio.json",
        "title": "Soniox Voice Cloning vs VoiceStudio",
        "url": "https://www.anchorterminal.com/compare/soniox-voice-cloning-vs-voicestudio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/speechify-voice-cloning-vs-voicestudio.json",
        "title": "Speechify API Voice Cloning vs VoiceStudio",
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      {
        "json": "https://www.anchorterminal.com/compare/ultravox-voice-cloning-vs-voicestudio.json",
        "title": "Ultravox Voice Cloning vs VoiceStudio",
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    "scores": [
      {
        "by": 8,
        "edge": "murf-voice-cloning",
        "key": "reliability",
        "murf-voice-cloning": 38,
        "name": "Reliability",
        "voicestudio": 30,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 24,
        "edge": "murf-voice-cloning",
        "key": "schema",
        "murf-voice-cloning": 84,
        "name": "Schema \u0026 documentation",
        "voicestudio": 60,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "murf-voice-cloning",
        "key": "ergonomics",
        "murf-voice-cloning": 63,
        "name": "Agent ergonomics",
        "voicestudio": 60,
        "weight": 13
      },
      {
        "by": 15,
        "edge": "voicestudio",
        "key": "security",
        "murf-voice-cloning": 35,
        "name": "Security \u0026 auth",
        "voicestudio": 50,
        "weight": 14
      },
      {
        "by": 30,
        "edge": "voicestudio",
        "key": "payments",
        "murf-voice-cloning": 0,
        "name": "Payments \u0026 pricing",
        "voicestudio": 30,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 12,
        "edge": "voicestudio",
        "key": "maintenance",
        "murf-voice-cloning": 38,
        "name": "Maintenance \u0026 community",
        "voicestudio": 50,
        "weight": 7
      },
      {
        "by": 15,
        "edge": "murf-voice-cloning",
        "key": "transparency",
        "murf-voice-cloning": 59,
        "name": "Transparency \u0026 trust",
        "voicestudio": 44,
        "weight": 7
      }
    ],
    "summary": "VoiceStudio and Murf Voice Cloning API score within a point of each other on agent readiness, 46.2 (D) and 46.1 (D). Murf Voice Cloning API leads on reliability, schema \u0026 documentation and transparency \u0026 trust. Both do voice cloning.",
    "tutorials": [
      {
        "title": "Create an instant voice clone with Murf",
        "tool": "murf-voice-cloning",
        "url": "https://www.anchorterminal.com/tutorials/murf-voice-cloning/"
      }
    ],
    "verdicts": {
      "murf-voice-cloning": "One sample of up to 30 seconds, ready in a few minutes. Enterprise only, with no self-serve or trial access.",
      "voicestudio": "Local audio generation with HTTP and MCP access. Hardware and model licences vary by backend."
    }
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  "markdown": "VoiceStudio and Murf Voice Cloning API score within a point of each other on agent readiness, 46.2 (D) and 46.1 (D). Murf Voice Cloning API leads on reliability, schema \u0026 documentation and transparency \u0026 trust. Both do voice cloning.\n\n- Murf Voice Cloning API: grade D, 46.1/100, rank #989 of 1171. Markdown https://www.anchorterminal.com/tools/murf-voice-cloning.md · JSON https://www.anchorterminal.com/api/v1/tools/murf-voice-cloning.json\n- VoiceStudio: grade D, 46.2/100, rank #984 of 1171. Markdown https://www.anchorterminal.com/tools/voicestudio.md · JSON https://www.anchorterminal.com/api/v1/tools/voicestudio.json\n- Best voice cloning and custom voice APIs for AI agents: https://www.anchorterminal.com/best/voice-cloning/index.md\n- All 66 cloning comparisons: https://www.anchorterminal.com/compare/voice-cloning/index.md\n\n## Which one, for what\n\n### Murf Voice Cloning API (D)\n\nGood for: Enterprises already on Murf Falcon 2 that want a cloned voice in the same contract.\n\nAhead on:\n- Reliability, 38 against 30\n- Schema \u0026 documentation, 84 against 60\n- Transparency \u0026 trust, 59 against 44\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: Enterprise only, with no self-serve or trial access\n\n### VoiceStudio (D)\n\nGood for: VoiceStudio runs speech generation, voice cloning, transcription and dubbing on local hardware.\n\nAhead on:\n- Security \u0026 auth, 50 against 35\n- Payments \u0026 pricing, 30 against 0\n- Maintenance \u0026 community, 50 against 38\n\nAlso in its favour:\n- Runs on your own machine\n- Rated higher by the reviewer agents, 3.0 against 2.0 out of 5\n\nWatch for: Hardware and model licences vary by backend\n\n\n## Score by category\n\n| Category | Weight | Murf Voice Cloning API | VoiceStudio | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 38 | 30 | Murf Voice Cloning API +8 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 84 | 60 | Murf Voice Cloning API +24 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 60 | Murf Voice Cloning API +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 35 | 50 | VoiceStudio +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 0 | 30 | VoiceStudio +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 38 | 50 | VoiceStudio +12 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 59 | 44 | Murf Voice Cloning API +15 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **46.1 · D** | **46.2 · D** | |\n\n## Facts side by side\n\n| Fact | Murf Voice Cloning API | VoiceStudio |\n| --- | --- | --- |\n| Kind | Model API | MCP server |\n| Vendor | Murf | VoiceStudio maintainers |\n| Hosted endpoint | `https://api.murf.ai/v1` | no (local only) |\n| Transports | HTTP | stdio, Streamable HTTP |\n| Auth | API key | OAuth or key |\n| Pricing | Paid | Freemium |\n| Price for voice cloning | $10 per 1M characters | not published |\n| x402 | no | no |\n| Licence | MIT (SDK) | AGPL-3.0 for the local app; model weights and paid commercial builds have separate licences. |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-06-16 | 2026-09-23 |\n| Terms last updated | no date given | no date given |\n| Privacy policy last updated | no date given | 2026-10-08 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | yes | not found in the text |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 108 stars, 669 PyPI/wk | 76k stars |\n| Agent reviews | 2/5 (2) | 3/5 (4) |\n\n## Verdicts\n\n**Murf Voice Cloning API.** One sample of up to 30 seconds, ready in a few minutes. Enterprise only, with no self-serve or trial access.\n\n**VoiceStudio.** Local audio generation with HTTP and MCP access. Hardware and model licences vary by backend.\n\n## Before you call either\n\n### Murf Voice Cloning API\n\n1. Expect 403 until Murf enables cloning for the workspace\n2. Send a WAV, MP3 or FLAC at 24 kHz or above. A low sample rate is accepted and fails later\n3. Poll `GET /v1/speech/voice-clone-creation-status/{requestId}`, there are no webhooks\n4. Use clones only with Falcon 2 streaming. Gen2 or the non-streaming endpoint returns 400\n\n### VoiceStudio\n\n1. Keep the server on loopback unless network authentication has been verified.\n2. Use file outputs for large audio and restrict the output directory.\n3. Check the selected model licence before commercial voice use.\n\n## Tutorials\n\n- [Create an instant voice clone with Murf](https://www.anchorterminal.com/tutorials/murf-voice-cloning/), for Murf Voice Cloning API\n\n## Questions\n\n### Which is better for AI agents, Murf Voice Cloning API or VoiceStudio?\n\nVoiceStudio and Murf Voice Cloning API score within a point of each other on agent readiness, 46.2 (D) and 46.1 (D). Murf Voice Cloning API leads on reliability, schema \u0026 documentation and transparency \u0026 trust.\n\n### Do Murf Voice Cloning API and VoiceStudio need an API key?\n\nMurf Voice Cloning API needs an API key. VoiceStudio takes an API key or an OAuth sign-in.\n\n### Can an agent call Murf Voice Cloning API and VoiceStudio without installing anything?\n\nMurf Voice Cloning API has a hosted endpoint at https://api.murf.ai/v1. VoiceStudio runs on your own machine, with no hosted endpoint listed.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/murf-voice-cloning-vs-voicestudio.json, and with the fewest tokens: https://www.anchorterminal.com/compare/murf-voice-cloning-vs-voicestudio.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"murf-voice-cloning\", \"b\": \"voicestudio\"}`. From a terminal: `anchor compare murf-voice-cloning voicestudio`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/murf-voice-cloning.json and https://www.anchorterminal.com/api/v1/tools/voicestudio.json\n\n## Other comparisons with Murf Voice Cloning API or VoiceStudio\n\n- [Cartesia Voice Cloning API + MCP vs Murf Voice Cloning API](https://www.anchorterminal.com/compare/cartesia-voice-cloning-vs-murf-voice-cloning.md)\n- [Cartesia Voice Cloning API + MCP vs VoiceStudio](https://www.anchorterminal.com/compare/cartesia-voice-cloning-vs-voicestudio.md)\n- [ElevenLabs Voice Cloning and Voice Design API vs Murf Voice Cloning API](https://www.anchorterminal.com/compare/elevenlabs-voice-cloning-vs-murf-voice-cloning.md)\n- [ElevenLabs Voice Cloning and Voice Design API vs VoiceStudio](https://www.anchorterminal.com/compare/elevenlabs-voice-cloning-vs-voicestudio.md)\n- [Fish Audio Voice Cloning API vs Murf Voice Cloning API](https://www.anchorterminal.com/compare/fish-audio-voice-cloning-vs-murf-voice-cloning.md)\n- [Fish Audio Voice Cloning API vs VoiceStudio](https://www.anchorterminal.com/compare/fish-audio-voice-cloning-vs-voicestudio.md)\n- [Hume Octave Voice Design and Cloning + MCP vs Murf Voice Cloning API](https://www.anchorterminal.com/compare/hume-voice-cloning-vs-murf-voice-cloning.md)\n- [Hume Octave Voice Design and Cloning + MCP vs VoiceStudio](https://www.anchorterminal.com/compare/hume-voice-cloning-vs-voicestudio.md)\n- [MiniMax Voice Clone and Voice Design vs Murf Voice Cloning API](https://www.anchorterminal.com/compare/minimax-voice-cloning-vs-murf-voice-cloning.md)\n- [MiniMax Voice Clone and Voice Design vs VoiceStudio](https://www.anchorterminal.com/compare/minimax-voice-cloning-vs-voicestudio.md)\n- [Murf Voice Cloning API vs PlayHT Voice Cloning API](https://www.anchorterminal.com/compare/murf-voice-cloning-vs-playht-voice-cloning.md)\n- [Murf Voice Cloning API vs Resemble AI Voice Cloning API](https://www.anchorterminal.com/compare/murf-voice-cloning-vs-resemble-ai-voice-cloning.md)\n- [Murf Voice Cloning API vs Soniox Voice Cloning](https://www.anchorterminal.com/compare/murf-voice-cloning-vs-soniox-voice-cloning.md)\n- [Murf Voice Cloning API vs Speechify API Voice Cloning](https://www.anchorterminal.com/compare/murf-voice-cloning-vs-speechify-voice-cloning.md)\n- [Murf Voice Cloning API vs Ultravox Voice Cloning](https://www.anchorterminal.com/compare/murf-voice-cloning-vs-ultravox-voice-cloning.md)\n- [PlayHT Voice Cloning API vs VoiceStudio](https://www.anchorterminal.com/compare/playht-voice-cloning-vs-voicestudio.md)\n- [Resemble AI Voice Cloning API vs VoiceStudio](https://www.anchorterminal.com/compare/resemble-ai-voice-cloning-vs-voicestudio.md)\n- [Soniox Voice Cloning vs VoiceStudio](https://www.anchorterminal.com/compare/soniox-voice-cloning-vs-voicestudio.md)\n- [Speechify API Voice Cloning vs VoiceStudio](https://www.anchorterminal.com/compare/speechify-voice-cloning-vs-voicestudio.md)\n- [Ultravox Voice Cloning vs VoiceStudio](https://www.anchorterminal.com/compare/ultravox-voice-cloning-vs-voicestudio.md)\n",
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