FluidAudio is a Swift SDK that runs local audio AI models on Apple devices for speech recognition, text-to-speech, voice activity detection, and identifying who is speaking. It is intended for developers building iOS and macOS apps with low-latency audio processing. The catalogue add-ons provide workflows for using the SDK.
Borrowing it
Nothing to install: this file belongs to FluidInference/FluidAudio. 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/FluidInference/FluidAudio/main/AGENTS.mdgit clone --depth 1 https://github.com/FluidInference/FluidAudioWrote 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/fluidinference/fluidaudio/agents-md)<a href="https://agentmods.dev/instructions/fluidinference/fluidaudio/agents-md"><img src="https://agentmods.dev/badge/instructions/fluidinference/fluidaudio/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/fluidinference/fluidaudio/agents-md"><img src="https://agentmods.dev/badge/instructions/fluidinference/fluidaudio/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 | $0.00551 | $0.00551 |
| Opus 5.5 | $0.00220 | $0.00220 |
| Sonnet 5.5 | $0.00110 | $0.00110 |
| Haiku 4.5 | $0.00055 | $0.00055 |
Grade A, and why
FluidAudio AGENTS.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 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.
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.
This is a copy
100% identical to FluidAudio copilot-instructions.md — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
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.
- 2mo ago First seen · 48 lines · 551 tokens per session scan A fce1db984c9a
FluidAudio AGENTS.md is an instructions file published in the GitHub repository FluidInference/FluidAudio (3,265 stars, last pushed 4d ago), licensed Apache-2.0. It adds 551 tokens to every session, about $0.0022 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to FluidAudio copilot-instructions.md, differing in 2 lines, and is treated as a copy.
FluidAudio AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| FluidAudio AGENTS.mdFluidInference/FluidAudio | Instructions file | 3.3k | 4d ago | Apache-2.0 | A | 551 | 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 |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |