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On your machine.","maintainers":[{"name":"drakulavich","email":"drakulavich@gmail.com"}],"readme":"<p align=\"center\">\n  <img src=\"https://github.com/drakulavich/kesha-voice-kit/raw/main/docs/assets/logo.png\" alt=\"Kesha Voice Kit\" width=\"200\">\n</p>\n\n<h1 align=\"center\">Kesha Voice Kit</h1>\n\n<p align=\"center\">\n  <a href=\"https://flakiness.io/Laputa/kesha-voice-kit\"><img src=\"https://img.shields.io/endpoint?url=https%3A%2F%2Fflakiness.io%2Fapi%2Fbadge%3Finput%3D%257B%2522badgeToken%2522%253A%2522badge-2IKMRRqUxh9P3w8Ym3Szf0%2522%257D\" alt=\"Tests\"></a>\n  <a href=\"https://www.npmjs.com/package/@drakulavich/kesha-voice-kit\"><img src=\"https://img.shields.io/npm/v/@drakulavich/kesha-voice-kit\" alt=\"npm version\"></a>\n  <a href=\"https://opensource.org/licenses/MIT\"><img src=\"https://img.shields.io/badge/License-MIT-blue.svg\" alt=\"License: MIT\"></a>\n  <a href=\"https://bun.sh\"><img src=\"https://img.shields.io/badge/runtime-Bun-f9f1e1?logo=bun\" alt=\"Bun\"></a>\n</p>\n\n<p align=\"center\"><b>Give your local tools and LLM agents a voice.</b><br>Fast speech-to-text, text-to-speech, voice-activity detection, and language detection in one local-first CLI — CoreML on Apple Silicon, ONNX on Linux and Windows.</p>\n\n- **Transcribe locally** — [25 languages](docs/languages.md#speech-to-text-25), up to ~19x faster than Whisper on Apple Silicon, ~2.5x on CPU\n- **Speak back** — text-to-speech in [9 languages](docs/languages.md#text-to-speech)\n- **Plug into agents** — ship voice workflows as CLI commands, an MCP server, an <a href=\"docs/openclaw.md\">OpenClaw</a> skill, or a <a href=\"docs/hermes.md\">Hermes</a> agent\n- **Small Rust engine** — single ~65MB binary, no ffmpeg, no Python, no native Node addons\n\n<p align=\"center\">\n  <img src=\"https://github.com/drakulavich/kesha-voice-kit/raw/main/docs/assets/demo.webp\" alt=\"kesha demo: an English voice message transcribed, a Russian one as JSON with automatic language detection, then text-to-speech into a wav\" width=\"800\">\n</p>\n\n## Quick Start\n\nRuntime: **[Bun](https://bun.sh)** >= 1.3.0.\n\n```bash\n# 1. Install Bun (skip if you have it)\ncurl -fsSL https://bun.sh/install | bash        # macOS/Linux — or: brew install oven-sh/bun/bun\npowershell -c \"irm bun.sh/install.ps1 | iex\"    # Windows\n\n# 2. Install Kesha\nbun add -g @drakulavich/kesha-voice-kit\nkesha --version                                 # confirms `kesha` resolved on PATH\n\n# 3. Download the engine and models — pick one path\nkesha init                                      # guided: TTS languages and optional VAD / diarization\nkesha install --plan && kesha install           # manual: preview the sizes, then download\n\n# 4. Transcribe\nkesha audio.ogg                                 # transcript to stdout\n```\n\n`kesha install` pulls ~2.5 GB on Linux/Windows and ~0.6 GB on Apple Silicon, whose CoreML engine reads a smaller model set. It is always explicit — nothing downloads behind your back — and reports download progress on stderr. If `bun --version` fails right after step 1, reload your PATH: `exec $SHELL -l`.\n\nPrefer Homebrew or Docker? See [Other install methods](#other-install-methods).\nAir-gapped or behind a corporate mirror? See [docs/model-mirror.md](docs/model-mirror.md).\n\n### Platform support\n\nAll three targets transcribe, detect the spoken language, run VAD, and speak. The macOS-only rows need Apple frameworks — they are not a missing port. Windows is a tested path rather than a published binary nobody ran: CI does a cold `kesha install` on `windows-latest`, transcribes a fixture, and round-trips a synthesis ([#216](https://github.com/drakulavich/kesha-voice-kit/issues/216), [#667](https://github.com/drakulavich/kesha-voice-kit/pull/667)).\n\n| | macOS arm64 | Linux x64 | Windows x64 |\n|---|:---:|:---:|:---:|\n| Transcribe · audio language ID · [VAD](docs/vad.md) | CoreML / ANE | ONNX CPU | ONNX CPU |\n| TTS — `en` `ru` `es` `fr` `it` `pt` | ✅ | ✅ | ✅ |\n| TTS — `hi` `ja` `zh` and macOS system voices | ✅ | — | — |\n| Mic capture and live dictation (`kesha record`) | ✅ | — | — |\n| Speaker diarization (`--speakers`) | ✅ | — | — |\n| Word-level timestamps (`words` in `--json`) | ✅ | ✅ | ✅ |\n| Voice auto-routing from the text's language | ✅ | pass `--lang` | pass `--lang` |\n\nIntel Macs get no published engine binary. Full matrix with maturity labels: [docs/product-positioning.md](docs/product-positioning.md#platform-matrix).\n\n## Speech-to-text\n\n```bash\nkesha audio.ogg                            # transcribe (plain text)\nkesha --format transcript audio.ogg        # text + language/confidence\nkesha --format json audio.ogg              # full JSON with lang fields\nkesha --json --timestamps audio.ogg        # JSON with timestamped segments\nkesha --itn audio.ogg                      # spelled-out numbers -> digits\nkesha --toon audio.ogg                     # compact LLM-friendly TOON\nkesha status                               # show installed backend info\nkesha status --disk                        # + recursive cache disk usage\nkesha status --json                        # machine-readable, for scripts\n```\n\nMultiple files get `head`-style headers; stdout is the transcript, stderr is errors — pipe-friendly:\n\n```bash\n$ kesha freedom.ogg tahiti.ogg\n=== freedom.ogg ===\nСвободу попугаям! Свободу!\n\n=== tahiti.ogg ===\nТаити, Таити! Не были мы ни в какой Таити! Нас и тут неплохо кормят.\n```\n\n- **Record from the mic (macOS):** `kesha record --out hello.wav` writes microphone audio to a WAV file (`kesha hello.wav` transcribes it). macOS prompts for microphone access on first use — grant it under System Settings → Privacy & Security → Microphone if it was denied. On Linux/Windows or headless boxes, pass any existing audio file straight to `kesha` instead.\n- **Dictate straight to text (darwin-arm64):** `kesha record --live` transcribes the mic as it captures and prints the transcript to stdout — no WAV in between, so it pipes (`kesha record --live | pbcopy`). To end after trailing silence, explicitly install VAD then opt in: `kesha install --vad && kesha record --live --auto-stop`. The defaults are 1,000 ms of silence after 250 ms of speech; tune them with `--auto-stop-silence-ms`, `--auto-stop-min-speech-ms`, and `--auto-stop-threshold`. Progress goes to stderr. Linux and Windows do not capture the microphone; pass an existing audio file to `kesha` to transcribe it. An interruption is recoverable: Ctrl-C (or SIGTERM) stops the session, still prints what you dictated, and exits 130/143, and the audio is spilled to a recovery WAV under `~/.cache/kesha/recordings/` — named on stderr when the session starts, deleted once the transcript has actually been delivered, kept if anything — a signal, a crash, a closed terminal, a dead pipe — got in the way first ([#962](https://github.com/drakulavich/kesha-voice-kit/issues/962)).\n- **Long / silence-heavy audio:** install VAD (`kesha install --vad`); Kesha auto-uses it past 120 s. Without VAD, long audio falls back to fixed ASR chunks. See [docs/vad.md](docs/vad.md).\n- **Speaker diarization** (darwin-arm64): `kesha install --diarize` (which installs VAD too), then `kesha --json --speakers meeting.m4a` stamps each segment with a `speaker` id. `--speakers` engages VAD windowing itself at any duration, so it cannot be combined with `--no-vad`. Linux/Windows return a clear \"darwin-arm64 only\" error ([#199](https://github.com/drakulavich/kesha-voice-kit/issues/199)).\n- **Word-level timestamps** (every platform): `kesha --json --timestamps audio.ogg` adds a `words` array to each segment — `{ \"word\": \"email\", \"start\": 0.72, \"end\": 1.12 }` — on the same file-relative clock as the segment, so a word always lies inside the segment carrying it. Read them off the decoder's own frame grid, so: times are quantised to 0.08 s, consecutive spans may overlap (each `end` is a per-word duration prediction, not the next word's `start`), `end >= start` rather than strictly greater, and punctuation stays attached to its word. The key is simply absent where a segment has none — any segment `--itn` rewrote, for one — so check the `transcribe.words` capability rather than expecting an empty array ([#720](https://github.com/drakulavich/kesha-voice-kit/issues/720)).\n- **Text-language detection:** JSON and TOON results include `textLanguage` with a language code, confidence, and its `source`. On macOS Kesha uses Apple `NLLanguageRecognizer`; elsewhere it uses the bundled `tinyld` fallback, whose confidence scale is different. This is separate from `audioLanguage`, which identifies the spoken audio when available.\n- **Written-form numbers:** `--itn` rewrites what the model spells out — `\"two hundred thirty two\"` → `\"232\"`, `\"five dollars and fifty cents\"` → `\"$5.50\"`. Opt-in, every platform, timestamps untouched. English-only in practice; Russian and the rest pass through unchanged. Spoken punctuation names stay words (`\"dot\"`, `\"comma\"`, `\"the period of growth\"`) because Kesha transcribes speech rather than dictation — so `\"example dot com\"` keeps its words too ([#822](https://github.com/drakulavich/kesha-voice-kit/issues/822)). A sentence `\"and\"` survives the number that follows it (`\"cats and three dogs\"` → `\"cats and 3 dogs\"`), while an `\"and\"` the number owns still joins it (`\"three hundred and five\"` → `\"305\"`) ([#1000](https://github.com/drakulavich/kesha-voice-kit/issues/1000)) — and no longer splits the number around it (`\"two hundred and thirty two\"` → `\"232\"`, not `\"230 2\"`) ([#1006](https://github.com/drakulavich/kesha-voice-kit/issues/1006)). A hyphenated number reads the same as the spaced form (`\"twenty-five apples\"` → `\"25 apples\"`), while a hyphen between ordinary words is left alone (`\"well-known\"`, `\"state-of-the-art\"`, `\"twenty-something\"`) ([#1004](https://github.com/drakulavich/kesha-voice-kit/issues/1004)).\n\n## Text-to-speech\n\nKesha speaks back in [9 languages](docs/languages.md#text-to-speech). Kokoro runs natively through FluidAudio CoreML/ANE on Apple Silicon and through ONNX on Linux and Windows; Russian uses Vosk-TTS, while `macos-*` system voices need no model download. On macOS Kesha picks the voice from the text's own language; on Linux and Windows, state the language with `--lang <code>` (or the voice with `--voice <id>`) — otherwise the engine default speaks.\n\n```bash\nkesha install --tts                              # English voices; sizes differ per platform — preview: kesha install --plan\nkesha install --tts en ru                        # + Russian (+~890 MB, Vosk)\nkesha say \"Hello, world\" > hello.wav\nkesha say \"Привет, мир\" > privet.wav             # auto-routes by language (macOS)\nkesha say --lang ru \"Привет, мир\" > privet.wav   # explicit — the Linux/Windows path\nkesha say --voice ru-vosk-m02 \"Голос в текст.\" > ru.wav\n```\n\n**Output formats** (`--format`, or inferred from the `--out` extension):\n\n```bash\nkesha say \"Hello\" --out hi.wav                    # WAV (default, uncompressed)\nkesha say \"Hello\" --format ogg-opus --out hi.ogg  # OGG/Opus — messenger voice notes\nkesha say \"Hello\" --format flac --out hi.flac     # FLAC — lossless, plays in every browser incl. Safari/iOS\n```\n\n`kesha say --list-voices` lists what's installed. Voices, the full catalogue, macOS system voices, SSML, speaking rate (`--rate`, `<prosody>`), Russian word stress, and Russian/English abbreviation handling are all in **[docs/tts.md](docs/tts.md)**.\n\n## Languages\n\n**Speech-to-text** spans 25 languages and **text-to-speech** 9 — full tables with codes, flags, and per-platform availability in **[docs/languages.md](docs/languages.md)**. Audio language detection identifies [107 languages](https://huggingface.co/speechbrain/lang-id-voxlingua107-ecapa).\n\n## Performance\n\n> **Up to ~19x faster than Whisper** on Apple Silicon (M2), **~2.5x faster** on CPU\n\nCompared against Whisper `large-v3-turbo`, all engines auto-detecting language:\n\n![Benchmark: openai-whisper vs faster-whisper vs Kesha Voice Kit](https://github.com/drakulavich/kesha-voice-kit/raw/main/docs/assets/benchmark.svg)\n\nFull per-file breakdown (Russian + English): [BENCHMARK.md](BENCHMARK.md). The CPU figure is the ONNX engine on an M2's CPU cores; no x86 numbers are published yet.\n\n## Other install methods\n\nAll of these install the Bun CLI wrapper; engine + models still download explicitly via `kesha install`. (Nix is the exception — it currently builds only the engine from source; see below.)\n\n- **Homebrew** — `brew install drakulavich/tap/kesha-voice-kit` · [docs/distribution.md](docs/distribution.md#homebrew)\n- **Linux packages** (`.deb`/`.rpm`, x64) — published on stable releases, see [docs/distribution.md](docs/distribution.md#linux-packages)\n- **Docker** (GHCR image) — [docs/docker.md](docs/docker.md)\n- **Nix** (`aarch64-darwin` / `x86_64-linux`) — builds the engine from source (`nix build github:drakulavich/kesha-voice-kit#kesha-engine`). The full `kesha` CLI via `nix run` / `nix profile install` is **not yet available** — it needs a maintainer with Nix to populate a build hash ([#946](https://github.com/drakulavich/kesha-voice-kit/issues/946)). · [docs/distribution.md](docs/distribution.md#nix)\n- **Shell completions + manpage** — `kesha completions bash|zsh|fish` and `kesha manpage` print the packaged files to install wherever your shell expects them.\n\n## Integrations\n\n- **MCP server** — `kesha mcp` exposes transcribe/synthesize/list tools to any MCP client (Claude, Cursor, Codex, Gemini). Setup: [docs/mcp.md](docs/mcp.md).\n- **OpenClaw** — give your LLM agent ears. Install & config: [docs/openclaw.md](docs/openclaw.md).\n- **Hermes Agent** — local STT/TTS through Hermes command providers. Setup: [docs/hermes.md](docs/hermes.md).\n- **Raycast** (macOS) — offline microphone dictation from the launcher: *Dictate to Clipboard* records with a live signal meter, auto-stops on silence, transcribes locally, and copies the text. [Install from the Raycast Store](https://www.raycast.com/drakulavich/kesha-voice-kit) · source: [`raycast/`](raycast/).\n- **Programmatic API** — `@drakulavich/kesha-voice-kit/core` for use inside a Bun program. See [docs/api.md](docs/api.md).\n\n## More\n\n- [Architecture](docs/architecture.md) — runtime data flow, the models that ship, the CLI ↔ Rust engine boundary, model pinning, and where tests live.\n- [Use cases](docs/use-cases.md) — copy-paste recipes (transcribe a meeting, speak from OpenClaw, run offline, move the cache).\n- [Product positioning](docs/product-positioning.md) — supported workflows, non-goals, maturity labels, platform matrix.\n- [Changelog](CHANGELOG.md) — every release, with the behaviour changes spelled out.\n- **Diagnostics:** `kesha doctor`, `kesha support-bundle` (redacted `.tar.gz` for issues), and `kesha logs` produce local, content-free diagnostics — see [docs/diagnostic-logs.md](docs/diagnostic-logs.md). One variable, `KESHA_HOME`, moves everything Kesha writes (models, logs, stats) into a directory of your choice — see [where Kesha keeps its files](docs/diagnostic-logs.md#where-kesha-keeps-its-files). Every failure prints a stable `error [CODE]: …` line and a documented [process exit code](docs/errors.md#process-exit-codes).\n- **Scripting & CI:** `--json` (or `--toon`) for machine-readable output, `--include-errors` (with either) to get per-file failures on stdout alongside the results, `--quiet`/`-q` to silence progress, and `--no-color` (or `NO_COLOR=1`) for plain logs. Colors switch off automatically when `CI=true`.\n- **Privacy / Local Stats:** Stats are **off by default** and fully local. Opt in with `kesha stats enable` to record content-free operational metrics in a local SQLite database — never networked, never storing audio, transcripts, text, or paths. Full commands & lifecycle: [docs/local-stats.md](docs/local-stats.md).\n\n## Contributing\n\nSee [CONTRIBUTING.md](CONTRIBUTING.md), the [Roadmap](ROADMAP.md) (Now / Next / Later), and the [Decision log](docs/decision-log.md) (why platform/model choices were made — and reversed). Dev setup: `just dev-setup` (Bun, Rust, nextest, platform libs).\n\n## License\n\nMade with 💛🩵 and 🥤 energy under MIT License\n","readmeFilename":"README.md"}