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/claude-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/claude-md)<a href="https://agentmods.dev/instructions/fluidinference/fluidaudio/claude-md"><img src="https://agentmods.dev/badge/instructions/fluidinference/fluidaudio/claude-md.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 | $0.02543 | $0.02543 |
| Opus 5 | $0.01272 | $0.01272 |
| Sonnet 5 | $0.00509 | $0.00509 |
| Haiku 4.5 | $0.00254 | $0.00254 |
Grade A, and why
FluidAudio CLAUDE.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 4d 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 — 201 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Project Overview
FluidAudio is a Swift framework for local, low-latency audio processing on Apple platforms. It provides speaker diarization, automatic speech recognition (ASR), and voice activity detection (VAD) through open-source models converted to Core ML.
Critical Development Rules
NEVER USE @unchecked Sendable
- Always implement thread-safe code with proper synchronization
- Use actors,
@MainActor, or proper locking mechanisms instead - If you encounter Sendable conformance issues, fix them properly
NEVER CREATE DUMMY MODELS OR SYNTHETIC DATA
- Do not create dummy, mock, or fake models for testing or development
- Do not generate synthetic audio data for testing
- Always use the actual models required by the code
- If model authentication is required, inform the user rather than creating dummy versions
HUGGINGFACE UPLOADS
- Uploading models, datasets, and files to HuggingFace is allowed
- Creating HuggingFace repos is allowed
- Confirm the target repo with the user before uploading
MODEL OPERATIONS - CONSULT BEFORE IMPLEMENTING
- When asked to merge, convert, or modify models:
- If it seems impossible or there are significant objections, consult the user first
- If they say proceed, do it immediately without further objections
- Do not create placeholder models or implement alternatives without asking
User Preferences
- Never start responses with positive re-affirming text ("You're absolutely right!", "Good change!", etc.)
- Get straight to the point with technical facts
- For debugging, use print statements and delete them at the end when instructed
- Never create fallbacks or simplified solutions that don't actually solve the problem
- When asked to implement something specific, do it first before explaining why it might not be optimal
- Don't over-do things that aren't asked
Development Guidelines
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.
- 4d ago First seen · 201 lines · 2,543 tokens per session scan A 029c5322c0b9
FluidAudio CLAUDE.md is an instructions file published in the GitHub repository FluidInference/FluidAudio (2,722 stars, last pushed 3d ago), licensed Apache-2.0. It adds 2,543 tokens to every session, about $0.0127 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
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
Copilot 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
Claude Code 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.