Borrowing it
Nothing to install: this file belongs to obvirm/ComfyUI-WhisperCPP. 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/obvirm/ComfyUI-WhisperCPP/main/AGENTS.mdgit clone --depth 1 https://github.com/obvirm/ComfyUI-WhisperCPPWrote 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/obvirm/comfyui-whispercpp/agents-md)<a href="https://agentmods.dev/instructions/obvirm/comfyui-whispercpp/agents-md"><img src="https://agentmods.dev/badge/instructions/obvirm/comfyui-whispercpp/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/obvirm/comfyui-whispercpp/agents-md"><img src="https://agentmods.dev/badge/instructions/obvirm/comfyui-whispercpp/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 | $0.02028 | $0.02028 |
| Opus 5.5 | $0.00811 | $0.00811 |
| Sonnet 5.5 | $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 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.
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.
- 2mo 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 (14 stars, last pushed 9d ago), licensed Apache-2.0. It adds 2,028 tokens to every session, about $0.0081 per session on Opus 5.5. 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.
ComfyUI-WhisperCPP AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ComfyUI-WhisperCPP AGENTS.mdobvirm/ComfyUI-WhisperCPP | Instructions file | 14 | 9d ago | Apache-2.0 | A | 2,028 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| 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 ai-customization.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 1,907 | GitHub Copilot |