Borrowing it
Nothing to install: this file belongs to soniqo/speech-studio. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/soniqo/speech-studio/main/AGENTS.mdgit clone --depth 1 https://github.com/soniqo/speech-studioWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/soniqo/speech-studio/agents-md)<a href="https://agentmods.dev/instructions/soniqo/speech-studio/agents-md"><img src="https://agentmods.dev/badge/instructions/soniqo/speech-studio/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/soniqo/speech-studio/agents-md"><img src="https://agentmods.dev/badge/instructions/soniqo/speech-studio/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.04490 | $0.04490 |
| Opus 5.5 | $0.01796 | $0.01796 |
| Sonnet 5.5 | $0.00898 | $0.00898 |
| Haiku 4.5 | $0.00449 | $0.00449 |
Grade A, and why
speech-studio AGENTS.md scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- A built `speech-core` checkout with LiteRT **and** the model downloader: `-DSPEECH_CORE_WITH_LITERT=ON -DLITERT_DIR=... -DSPEECH_CORE_WITH_HF_DOWNLOAD=ON`. The download feature needs libcurl (`find_package(CURL)`) — sy How it starts
The opening of the file, as written. The whole thing — 188 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Instructions
This file is for any AI coding agent working in this repo (Claude, Codex, Cursor, Aider, etc.).
Project
speech-studio — Speech Studio, a Soniqo project. Open-source desktop app for content creators.
MVP scope. Voice cloning + adjusting a cloned voice over a video timeline + emotional markers (style / prosody tags on the synthesized speech). The first end-to-end story:
- Drop a short reference clip → clone the speaker.
- Drop a video → extract / line up the existing dialogue.
- Rewrite or re-record lines in the cloned voice, with inline emotion markers (e.g.
<whisper>,<excited>,<sad>). - Preview against the video; export muxed output.
Status: the clone → script → synthesize → export pipeline works end to end. macOS runs the MLX engines — CosyVoice3 by default, with VoxCPM2, Qwen3-TTS, Chatterbox, OmniVoice, Indic-Mio, and Fish Audio S2 Pro selectable from the toolbar; Windows/Linux run VoxCPM2 and Indic-Mio through speech-core's LiteRT backend.
Stack
Tauri (Rust shell + web frontend) wrapping the Soniqo speech engines.
- Rust process — Tauri app, owns the window, menu, file pickers, IPC, model lifecycle, file I/O. Talks to a voice-cloning TTS backend through a sidecar chosen at compile time per OS:
- macOS (Apple Silicon) —
speech-swift(Swift / MLX) via theswift-sidecar/binary.CosyVoice3is the default cloning engine;VoxCPM2,Qwen3-TTS,Chatterbox,OmniVoice,Indic-Mio, andFish Audio S2 Proare also selectable (all MLX). - Windows / Linux (x86_64) —
speech-core(C++) via thecore-sidecar/binary, cloning + cloned-voice TTS with theVoxCPM2andIndic-MioLiteRT models through the C ABIs ininclude/speech_core/voxcpm2_c.handinclude/speech_core/indic_mio_c.h. - v1+ —
speech-core's broader C ABI (speech_core_c.h) for STT (Parakeet), VAD (Silero), noise suppression (DeepFilterNet3), audio utilities.
- macOS (Apple Silicon) —
- Web frontend — React + Vite, rendered into the OS WebView (WKWebView on macOS, WebView2 on Windows, WebKitGTK on Linux). Owns the video timeline, voice-clone manager, script editor with emotion markers, and waveform views. Talks to Rust via Tauri
invoke()commands and events. - Bridge mechanism — a stateful sidecar binary bundled with the app. Tauri spawns it; Rust talks to it over stdin/stdout using an NDJSON protocol (one JSON object per line each way). The sidecar loads the model once and keeps it resident across calls, so per-line synthesis after warmup is fast. The protocol (
ping/init_model/ per-enginesynthesize_*) is implemented by both sidecars — the Swift sidecar handles every macOS engine (synthesize_voxcpm2/_cosyvoice/_chatterbox/_icl/_indic_mio), and the C++ sidecar handlessynthesize_voxcpm2andsynthesize_indic_mio— soSidecarManager(src-tauri/src/lib.rs) only varies the binary path per OS.init_modelcarries the selected engine. Code:swift-sidecar/(Swift package, macOS) andcore-sidecar/(CMake C++, Windows/Linux).
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 188 lines · 4,490 tokens per session scan A c7a323a7df19
speech-studio AGENTS.md is an instructions file published in the GitHub repository soniqo/speech-studio (81 stars, last pushed 14d ago), licensed Apache-2.0. It adds 4,490 tokens to every session, about $0.0180 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
speech-studio AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| speech-studio AGENTS.mdsoniqo/speech-studio | Instructions file | 81 | 14d ago | Apache-2.0 | A | 4,490 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |