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/appsinacup/godot-whisper/copilot-instructionsgit clone --depth 1 https://github.com/appsinacup/godot-whisperWrote 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/appsinacup/godot-whisper/copilot-instructions)<a href="https://agentmods.dev/instructions/appsinacup/godot-whisper/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/appsinacup/godot-whisper/copilot-instructions.svg" alt="Measured on agentmods" 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 | $0.01402 | $0.01402 |
| Opus 5 | $0.00701 | $0.00701 |
| Sonnet 5 | $0.00280 | $0.00280 |
| Haiku 4.5 | $0.00140 | $0.00140 |
Grade A, and why
godot-whisper copilot-instructions.md scanned grade A with 0 findings 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 3d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 95 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Copilot Instructions — Godot Whisper
Project Overview
Godot Whisper is a GDExtension plugin that integrates whisper.cpp into the Godot Engine for real-time and offline speech-to-text transcription. It targets Godot 4.2+ via godot-cpp.
Architecture
- Build system: SCons (
SConstructat root). No CMake for the plugin itself. - Language: C++ (godot-cpp style). Source files live in
src/. - Third-party deps are git submodules under
thirdparty/:whisper.cpp(v1.8.4, ggml-org/whisper.cpp) — the ML inference enginegodot-cpp(branch 4.2) — Godot C++ bindingsopencl_headers,opencl_icd_loader— OpenCL support (headers & ICD loader)libsamplerate(0.1.9) — audio resampling
- After cloning, run
git submodule update --init --recursive.
Key Source Files
| File | Purpose |
|---|---|
src/speech_to_text.h/.cpp |
Main SpeechToText node — transcription, VAD, resampling |
src/resource_whisper.h/.cpp |
ResourceWhisper — wraps a whisper model binary |
src/resource_loader_whisper.h/.cpp |
Custom ResourceLoader for .bin model files |
src/register_types.h/.cpp |
GDExtension entry point — class registration |
SConstruct |
Build script (all platforms) |
include/config.h, include/build_config.h |
Build-time configuration |
whisper.cpp v1.8.4 Layout
The submodule has a new directory structure (changed from the old monolithic layout):
include/whisper.h— public API headersrc/whisper.cpp— whisper implementationggml/include/— ggml public headers (ggml.h, ggml-cpu.h, ggml-metal.h, ggml-backend.h, …)ggml/src/— ggml core (ggml.c, ggml.cpp, ggml-backend.cpp, ggml-alloc.c, …)ggml/src/ggml-cpu/— CPU backend (+ arch/ subdirs for arm, x86, wasm, …)ggml/src/ggml-metal/— Metal backend (multiple .cpp/.m files)ggml/src/ggml-opencl/— OpenCL backend (self-contained, embedded kernels)ggml/src/ggml-vulkan/— Vulkan backend (auto-detected whenglslcavailable)ggml/src/ggml-webgpu/— WebGPU backend (opt-in, requires Emscripten 4.0.10+)
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.
- 3d ago First seen · 95 lines · 1,402 tokens per session scan A cc122f31250f
godot-whisper copilot-instructions.md is an instructions file published in the GitHub repository appsinacup/godot-whisper (130 stars, last pushed 1mo ago), licensed MIT. It adds 1,402 tokens to every session, about $0.0070 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-01.
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