Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/obvirm/comfyui-whispercpp/agents-mdgit clone --depth 1 https://github.com/obvirm/ComfyUI-WhisperCPPWhat 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 | $0.02028 | $0.02028 |
| Opus 5 | $0.01014 | $0.01014 |
| Sonnet 5 | $0.00406 | $0.00406 |
| Haiku 4.5 | $0.00203 | $0.00203 |
Grade A, and why
ComfyUI-WhisperCPP 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 2d 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.
Runs shell commandslowCapability
Expected in a hook, worth knowing in a rule or an instructions file.
grep -rn "os.system\|subprocess" --include="*.py" How it starts
The opening of the file, as written. The whole thing — 185 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — ComfyUI-WhisperCPP
Tujuan
Custom node ComfyUI untuk transkripsi audio pakai whisper.cpp (C API via ctypes), tanpa whisperx.
Full pipeline: ASR (whisper.cpp native) → Alignment opsional (torchaudio wav2vec2) → Diarization opsional (pyannote.audio).
Aturan Main
1. GAK BOLEH NGE-GAS TANPA VERIFIKASI
- Setiap perubahan: test dulu. Jangan ngarep "mungkin work".
- End-to-end: bikin workflow ComfyUI beneran, inject prompt, verifikasi output.
- Jangan pernah nebak properti API tanpa riset dulu.
2. Struktur Folder
ComfyUI-WhisperCPP/
├── __init__.py # register node, NODE_CLASS_MAPPINGS
├── whispercpp_node.py # class WhisperCPPNode (ComfyUI node)
├── whispercpp/
│ ├── __init__.py
│ ├── whisper_lib.py # ctypes binding ke whisper.cpp (C struct, load, transcribe)
│ ├── model.py # download manager (GGML_MODEL_KEYS, progress bar)
│ └── audio.py # audio loader / preprocessor
│ └── ext/
│ ├── __init__.py
│ ├── uvr.py # vocal separation via audio-separator (UVR MDX-Net)
│ ├── alignment.py # forced alignment via torchaudio wav2vec2 (opsional)
│ └── diarization.py # speaker diarization via pyannote (opsional)
├── js/
│ └── whispercpp_node.js # frontend toggle (show_advance_cpp, show_advance_ext)
├── whispercpp.json # model config
└── MEMD.md # project memory
3. Output WAJIB lewat Node Connection
filename_prefixdanoutput_formatDILARANG — output cuma lewat 7 socket:text,segments_json,srt,vtt,tsv,aud,json_result- Semua format generate di memory (
_make_outputs), gak ada file I/O.
4. JS Toggle (Frontend)
- Dua toggle independent:
show_advance_cppdanshow_advance_ext. - Approach: grab widget reference di
onNodeCreated, simpen di closure. - Show/Hide: JANGAN pakai
widget.hidden(belum tentu real). - JANGAN main-main
this.widgetsdengan cara yang bikin reference ilang. - Selalu
setTimeoutbiar widget kebentuk dulu.
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.
- 2d ago First seen · 185 lines · 2,028 tokens per session scan A 217fdf12ad5d
ComfyUI-WhisperCPP AGENTS.md is an instructions file published in the GitHub repository obvirm/ComfyUI-WhisperCPP (10 stars, last pushed 24d ago), licensed Apache-2.0. It adds 2,028 tokens to every session, about $0.0101 per session on Opus 5. A static security scan graded it A with 1 finding (runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
Diction AGENTS.md
Instructions for DictionLabs/Diction, covering diction gateway -- agent reference, routes, get /health, get /v1/models and post /v1/trial.
localvoxtral AGENTS.md
Instructions for T0mSIlver/localvoxtral, covering localvoxtral — agent guide, build & test — read this first on a non-mac dev box, proof culture — non-negotiable, test tiers — the short version and ci / shipping.
video-clip-agent CLAUDE.md
Instructions for neopen/video-clip-agent, covering penclip — 视频混剪智能体, 当前状态, 分层架构（依赖方向：外层 → 内层，内层禁止反向依赖）, bridge 层（向后兼容转发，勿在此改逻辑） and 关键入口.
OpenSuperMLX AGENTS.md
Instructions for axot/OpenSuperMLX, covering agents.md — opensupermlx, agent behavioral guidelines, 1. think before coding, 2. simplicity first and 3. surgical changes.
vox CLAUDE.md
Instructions for rtk-ai/vox, covering voice feedback (vox), runtime: bun, roadmap: mode conversationnel (inspiré personaplex/moshi), architecture cible and phases d'implémentation.
sayna CLAUDE.md
Instructions for SaynaAI/sayna, covering claude.md, project overview, development commands, feature flags and high-level architecture.