model-perf-engineer

A coding agent for on-device model inference on Apple Silicon, Apple's processors used in newer Macs. It covers speech recognition, language models, and related model libraries.

In plain words
What is it for?
Use it to tune or debug Whisper speech recognition, live audio recognition, local language models, embeddings, and model memory or residency.
Why use it?
It helps investigate model speed, memory use, cache behavior, audio settings, quantization, and model loading problems.

Agent for Claude Code

Install

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.

agentmods
npx agentmods add agents/murmur-io/murmur/model-perf-engineer
Clone the repo
git clone --depth 1 https://github.com/murmur-io/murmur

Made for: Claude Code.

Per session 244 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 4,681 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. Scan, not verified.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00244 $0.04681
Opus 5 $0.00122 $0.02341
Sonnet 5 $0.00049 $0.00936
Haiku 4.5 $0.00024 $0.00468

Measured 2d ago against content hash ee43bd44dad1, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade B, and why

model-perf-engineer scanned grade B 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 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.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

and sample `sudo powermetrics --samplers cpu_power,gpu_power,thermal -i 1000` alongside; read
.claude/agents/model-perf-engineer.md · 221 lines

The source is not reproduced here

Licensed AGPL-3.0

The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Changes

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.

  1. 2d ago First seen · 221 lines · 244 tokens per session scan B ee43bd44dad1

Subscribe to this mod's changes

model-perf-engineer is an agent published in the GitHub repository murmur-io/murmur (9 stars, last pushed today), licensed AGPL-3.0. It adds 244 tokens to every session and 4,681 once invoked, about $0.0012 per session on Opus 5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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