| name | openless-voice-input |
| description | OpenLess open-source voice input for macOS & Windows — press a hotkey, speak, get AI-polished text inserted at your cursor in any app. |
| triggers | ["set up OpenLess voice input","configure OpenLess hotkey dictation","build OpenLess from source","add OpenLess voice input to my app","OpenLess ASR credentials setup","OpenLess dictionary and vocab","OpenLess polish modes explained","troubleshoot OpenLess not inserting text"] |
OpenLess Voice Input
Skill by ara.so — Daily 2026 Skills collection.
OpenLess is a cross-platform (macOS 12+, Windows 10+) voice-input app built with Tauri 2 + Rust + React/TypeScript. Press a global hotkey, speak, release — the app records audio, transcribes via Volcengine streaming ASR or Whisper, polishes the transcript with an LLM, and inserts the result at the active cursor in any app. It is a fully open-source alternative to Typeless, Wispr Flow, and Superwhisper.
Installation (End Users)
macOS
- Download
OpenLess_<version>_aarch64.dmg from Releases.
- Open the DMG, drag
OpenLess.app to /Applications.
- Launch, grant Microphone and Accessibility permissions when prompted.
- Quit and reopen — Accessibility only takes effect after a restart.
- Open Settings → fill in ASR + LLM credentials.
Windows
- Download
OpenLess_<version>_x64-setup.exe from Releases.
- Run the installer.
- Grant Microphone access when prompted.
- Open Settings → Permissions → verify the global hotkey listener is active.
- Fill in ASR + LLM credentials in Settings.
Build from Source (Developers)
Prerequisites
- Node.js 18+, npm
- Rust 1.77+ (
rustup)
- Tauri CLI v2 (
cargo install tauri-cli --version "^2")
- macOS: Xcode Command Line Tools
- Windows: MSVC build tools or MinGW (see
openless-all/README.md)
Steps
git clone https://github.com/appergb/openless.git
cd openless/openless-all/app
npm ci
npm run tauri dev
./scripts/build-mac.sh
INSTALL=0 ./scripts/build-mac.sh
cargo check --manifest-path src-tauri/Cargo.toml
npm run build
Log locations
- macOS:
~/Library/Logs/OpenLess/openless.log
- Windows:
%LOCALAPPDATA%\OpenLess\Logs\openless.log
Configuration & Credentials
Credentials are stored in the platform Keychain (service = com.openless.app). A plaintext fallback is written to ~/.openless/credentials.json (mode 0600) when Keychain is unavailable in dev mode.
Never commit API keys. Reference them via environment variables or enter them in the Settings UI.
Required credentials
| Key | Where to get it |
|---|
| Volcengine ASR APP ID | Volcengine console → Speech Recognition |
| Volcengine ASR Access Token | Same console |
| Volcengine ASR Resource ID | Same console |
| Ark/LLM API Key | Volcengine Ark console or any OpenAI-compatible provider |
| Ark Model ID | e.g. ep-XXXXXXXX or a DeepSeek model ID |
| Ark Endpoint | Default: https://ark.cn-beijing.volces.com/api/v3/chat/completions |
Setting credentials programmatically (Rust, for tests/CI)
use crate::types::Credentials;
let creds = Credentials {
asr_app_id: std::env::var("OPENLESS_ASR_APP_ID").unwrap(),
asr_token: std::env::var("OPENLESS_ASR_TOKEN").unwrap(),
asr_resource_id: std::env::var("OPENLESS_ASR_RESOURCE_ID").unwrap(),
ark_api_key: std::env::var("OPENLESS_ARK_API_KEY").unwrap(),
ark_model_id: std::env::var("OPENLESS_ARK_MODEL_ID").unwrap(),
ark_endpoint: std::env::var("OPENLESS_ARK_ENDPOINT")
.unwrap_or_else(|_| "https://ark.cn-beijing.volces.com/api/v3/chat/completions".to_string()),
};
Architecture Overview
openless-all/app/
├── src/ # React/TypeScript frontend
│ ├── pages/
│ │ ├── _atoms.tsx # Recoil global state atoms
│ │ ├── Home.tsx
│ │ ├── History.tsx
│ │ ├── Dictionary.tsx
│ │ └── Settings.tsx
│ └── lib/
│ └── ipc.ts # All Tauri invoke() calls (IPC surface)
└── src-tauri/src/ # Rust backend
├── types.rs # Value types: DictationSession, PolishMode, errors
├── hotkey.rs # CGEventTap (macOS) / WH_KEYBOARD_LL (Windows)
├── recorder.rs # Mic → 16 kHz mono Int16 PCM + RMS callback
├── asr/ # Volcengine WebSocket ASR + Whisper HTTP
├── polish.rs # OpenAI-compatible chat-completions
├── insertion.rs # AX focused-element → clipboard+paste → copy fallback
├── persistence.rs # History / prefs / vocab JSON + Keychain
├── permissions.rs # TCC checks
├── coordinator.rs # State machine: Idle→Starting→Listening→Processing
└── commands.rs # Tauri #[tauri::command] IPC surface
Dictation pipeline
hotkey DOWN
→ coordinator: Idle → Starting → Listening
→ recorder.start() + asr.open_session()
→ [audio frames streamed to ASR via WebSocket]
hotkey UP
→ recorder.stop() + asr.send_last_frame()
→ coordinator: Listening → Processing
→ polish(transcript, mode) → LLM API call
→ insertion.insert_at_cursor(polished_text)
├─ AX focused element write (macOS Accessibility API)
├─ clipboard + Cmd+V / Ctrl+V paste
└─ copy-only fallback (text in clipboard, user pastes manually)
→ history.save(session)
→ coordinator: Processing → Idle
Esc cancels at any phase including polish/insert.
Polish Modes
| Mode | Tauri enum | Behaviour |
|---|
| Raw | PolishMode::Raw | Transcript verbatim, no LLM call |
| Light | PolishMode::Light | Remove filler words, fix punctuation |
| Structured | PolishMode::Structured | AI-prompt mode — reshapes speech into a structured, context-rich prompt |
| Formal | PolishMode::Formal | Formal prose, fixes grammar, organises paragraphs |
Structured mode — what it does
Input (spoken): "uh so I want ChatGPT to write me a SQL query from the orders table get last month's orders group by customer sort by amount desc top ten"
Output inserted at cursor:
Please write a SQL query that:
- Pulls orders from last month from the `orders` table.
- Groups by customer.
- Sorts by total amount, descending.
- Returns the top 10 rows only.
Key invariant: the LLM only reshapes your text. It does not answer questions or execute commands. If you say "what features are missing?", the output is What features are missing? — not a feature list.
IPC Surface (Frontend → Backend)
All calls go through src/lib/ipc.ts using Tauri's invoke().
import { invoke } from "@tauri-apps/api/core";
import type { DictationSession, PolishMode, HotkeyBinding } from "./types";
export async function saveCredentials(creds: {
asrAppId: string;
asrToken: string;
asrResourceId: string;
arkApiKey: string;
arkModelId: string;
arkEndpoint: string;
}): Promise<void> {
return invoke("save_credentials", { creds });
}
export async function loadCredentials(): Promise<typeof creds | null> {
return invoke("load_credentials");
}
export async function getHistory(): Promise<DictationSession[]> {
return invoke("get_history");
}
export async function setPolishMode(mode: PolishMode): Promise<void> {
return invoke("set_polish_mode", { mode });
}
export async function setHotkey(binding: HotkeyBinding): Promise<void> {
return invoke("set_hotkey", { binding });
}
export async function checkPermissions(): Promise<{
microphone: boolean;
accessibility: boolean;
}> {
return invoke("check_permissions");
}
export async function addVocabEntry(entry: {
word: string;
category: string;
notes: string;
}): Promise<void> {
return invoke("add_vocab_entry", { entry });
}
Recoil State Atoms
import { atom, selector } from "recoil";
import type { DictationSession, PolishMode } from "../lib/types";
export const polishModeAtom = atom<PolishMode>({
key: "polishMode",
default: "Structured",
});
export const historyAtom = atom<DictationSession[]>({
key: "history",
default: [],
});
export const recordingStateAtom = atom<
"idle" | "starting" | "listening" | "processing"
>({
key: "recordingState",
default: "idle",
});
export const rmsLevelAtom = atom<number>({
key: "rmsLevel",
default: 0,
});
Adding a Custom Polish Mode (Rust)
#[derive(Debug, Clone, serde::Serialize, serde::Deserialize)]
pub enum PolishMode {
Raw,
Light,
Structured,
Formal,
Technical,
}
fn build_system_prompt(mode: &PolishMode) -> &'static str {
match mode {
PolishMode::Raw => "",
PolishMode::Light => LIGHT_PROMPT,
PolishMode::Structured => STRUCTURED_PROMPT,
PolishMode::Formal => FORMAL_PROMPT,
PolishMode::Technical => {
"You are a technical writer. Convert the spoken transcript into \
precise technical documentation prose. Use correct terminology. \
Do not answer questions — output the cleaned text only, no preamble."
}
}
}
Dictionary / Vocabulary
Dictionary entries are sent as Volcengine ASR context.hotwords (improving transcription accuracy) and injected into the polish prompt (the LLM applies context-aware substitution).
Adding entries via UI
Settings → Dictionary tab → New button → fill Word, Category, Notes → Save.
Adding entries via IPC (programmatically)
import { addVocabEntry } from "../lib/ipc";
await addVocabEntry({
word: "OpenLess",
category: "product",
notes: "Open-source voice input app, not 'open list' or 'open less'",
});
How hotword injection works (Rust)
async fn open_session(
&self,
vocab: &[VocabEntry],
config: &AsrConfig,
) -> Result<AsrSession> {
let hotwords: Vec<String> = vocab
.iter()
.filter(|e| e.enabled)
.map(|e| e.word.clone())
.collect();
let payload = serde_json::json!({
"app": { "appid": config.app_id, "token": config.token },
"audio": { "format": "pcm", "sample_rate": 16000, "bits": 16, "channel": 1 },
"request": {
"model_name": config.resource_id,
"context": { "hotwords": hotwords }
}
});
}
Hotkey Configuration
Recording modes
- Push-to-talk: hold hotkey → recording → release → process
- Toggle: press once to start, press again to stop
Changing the hotkey (TypeScript)
import { setHotkey } from "../lib/ipc";
import type { HotkeyBinding } from "../lib/types";
const binding: HotkeyBinding = {
key: "AltRight",
modifiers: [],
mode: "PushToTalk",
};
await setHotkey(binding);
Platform hotkey internals (Rust)
#[cfg(target_os = "macos")]
pub fn register_global_hotkey(
binding: HotkeyBinding,
on_press: impl Fn() + Send + 'static,
on_release: impl Fn() + Send + 'static,
) -> Result<HotkeyHandle> {
todo!("see hotkey.rs for full implementation")
}
#[cfg(target_os = "windows")]
pub fn register_global_hotkey() -> Result<HotkeyHandle> {
todo!("see hotkey.rs for full implementation")
}
Coordinator State Machine
#[derive(Debug, Clone, PartialEq)]
pub enum RecordingState {
Idle,
Starting,
Listening,
Processing,
}
Listen for state changes on the frontend:
import { listen } from "@tauri-apps/api/event";
import { useSetRecoilState } from "recoil";
import { recordingStateAtom } from "./_atoms";
const setRecordingState = useSetRecoilState(recordingStateAtom);
useEffect(() => {
const unlisten = listen<string>("recording-state-changed", (event) => {
setRecordingState(event.payload as any);
});
return () => { unlisten.then(fn => fn()); };
}, []);
Troubleshooting
Text not being inserted at cursor
- macOS: Accessibility permission not granted or not restarted after granting.
- System Settings → Privacy & Security → Accessibility → enable OpenLess → quit and reopen.
- Windows: Some apps (e.g. UWP, sandboxed Electron) block synthetic input — OpenLess falls back to clipboard copy. Check the tray notification.
- Verify insertion fallback chain: AX write → clipboard+paste → copy-only.
Hotkey not responding
- macOS: Ensure Accessibility permission is active. CGEventTap silently fails without it.
- Windows: Another app may have grabbed the same key combo. Change the hotkey in Settings.
- Only one OpenLess instance can run (single-instance lock). Check Activity Monitor / Task Manager.
ASR returns empty / garbled transcript
- Verify Volcengine ASR credentials: APP ID, Access Token, Resource ID all correct.
- Check microphone sample rate — OpenLess records at 16 kHz mono Int16 PCM. Some USB mics need explicit configuration.
- Check
openless.log for WebSocket errors.
LLM polish not working / timeout
- Verify Ark API Key and Model ID.
- Confirm endpoint is reachable:
curl -s $OPENLESS_ARK_ENDPOINT (should return 401, not timeout).
- DeepSeek / OpenAI-compatible endpoints work — set the endpoint URL in Settings.
Build fails on macOS: codesign error
CODESIGN_IDENTITY="" INSTALL=0 ./scripts/build-mac.sh
Cargo check errors after pulling
cd openless-all/app
cargo check --manifest-path src-tauri/Cargo.toml
Key Files Reference
| File | Purpose |
|---|
src-tauri/src/coordinator.rs | Master state machine — start here to understand the flow |
src-tauri/src/commands.rs | All #[tauri::command] IPC endpoints |
src-tauri/src/polish.rs | LLM prompt construction and API calls |
src-tauri/src/asr/ | Volcengine WebSocket ASR + Whisper HTTP |
src-tauri/src/insertion.rs | Cursor insertion + clipboard fallback |
src/lib/ipc.ts | Frontend IPC surface — all invoke() calls |
src/pages/_atoms.tsx | Recoil global state |
CLAUDE.md | Module-wiring invariants for AI coding agents |
docs/polish-reference-corpus.md | Polish example corpus design |
USAGE.md | Full end-user walkthrough |