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/fluidinference/fluidaudio/copilot-instructionsgit clone --depth 1 https://github.com/FluidInference/FluidAudioWhat 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 | $0.00552 | $0.00552 |
| Opus 5 | $0.00276 | $0.00276 |
| Sonnet 5 | $0.00110 | $0.00110 |
| Haiku 4.5 | $0.00055 | $0.00055 |
Grade A, and why
FluidAudio 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 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.
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.
Copies of this mod
1 near-identical copy found in the catalogue:
- FluidAudio AGENTS.md — 100% identical, 2 lines differ
How it starts
The opening of the file, as written. The whole thing — 48 lines — stays where its author put it; the contents beside it link to each section on GitHub.
FluidAudio - Agent Development Guide
Build & Test Commands
swift build # Build project
swift build -c release # Release build
swift test # Run all tests
swift test --filter CITests # Run single test class
swift test --filter CITests.testPackageImports # Run single test method
swift format --in-place --recursive --configuration .swift-format Sources/ Tests/
Architecture
- FluidAudio/: Main library (ASR/, Diarizer/, VAD/, Shared/ modules)
- FluidAudioCLI/: CLI tool with benchmarking and processing commands
- Tests/FluidAudioTests/: Comprehensive test suite
- Models: Auto-downloaded from HuggingFace with CoreML compilation
- Processing Pipeline: Audio → VAD → Diarization → ASR → Timestamped transcripts
Critical Rules
- NEVER use
@unchecked Sendable- implement proper thread safety with actors/MainActor - NEVER create dummy/mock models or synthetic audio data - use real models only
- NEVER create simplified versions - implement full solutions or consult first
- NEVER run
git pushunless explicitly requested by user - Add unit tests when writing new code
Code Style (swift-format config)
- Line length: 120 chars, 4-space indentation
- Import order: Alphabetical preferred (
import CoreML,import Foundation,import OSLog), but OrderedImports rule is disabled due to Swift 6.1 (GitHub Actions CI) vs 6.3 (local) formatter incompatibility - Naming: lowerCamelCase for variables/functions, UpperCamelCase for types
- Error handling: Use proper Swift error handling, no force unwrapping in production
- Documentation: Triple-slash comments (
///) for public APIs - Thread safety: Use actors,
@MainActor, or proper locking - never@unchecked Sendable - Control flow: Prefer flattened if statements with early returns/continues over nested if statements. Use guard statements and inverted conditions to exit early. Nested if statements should be absolutely avoided.
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 · 48 lines · 552 tokens per session scan A be497bd2303f
FluidAudio copilot-instructions.md is an instructions file published in the GitHub repository FluidInference/FluidAudio (2,722 stars, last pushed yesterday), licensed Apache-2.0. It adds 552 tokens to every session, about $0.0028 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 2026-08-30.
Other instructions, from other repositories
speech-swift AGENTS.md
Instructions for soniqo/speech-swift, covering agent instructions, communication style, workflow, running tests and benchmarks — sequential and memory-aware and git conventions.
speech-swift copilot-instructions.md
Instructions for soniqo/speech-swift, a project described as: AI speech toolkit for Apple Silicon — ASR, TTS, speech-to-speech, VAD, and diarization powered by MLX and CoreML.
speech-swift CLAUDE.md
Instructions for soniqo/speech-swift, a project described as: AI speech toolkit for Apple Silicon — ASR, TTS, speech-to-speech, VAD, and diarization powered by MLX and CoreML.
outline-apps AGENTS.md
AGENTS.md instructions for OutlineFoundation/outline-apps, covering welcome to the outline monorepo!, repository structure, the npm run action command, common actions and other useful commands.
outline-apps CLAUDE.md
Claude Code instructions for OutlineFoundation/outline-apps: This project uses AGENTS.md instead of CLAUDE.md.
apple-browsers AGENTS.md
AGENTS.md instructions for duckduckgo/apple-browsers, covering mandatory rules and opening a pr with snapshot changes.