Borrowing it
Nothing to install: this file belongs to murmur-io/murmur. 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/murmur-io/murmur/murmur/.agents/skills/ondevice-model-perf/SKILL.mdgit clone --depth 1 https://github.com/murmur-io/murmurWrote 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/skills/murmur-io/murmur/ondevice-model-perf)<a href="https://agentmods.dev/skills/murmur-io/murmur/ondevice-model-perf"><img src="https://agentmods.dev/badge/skills/murmur-io/murmur/ondevice-model-perf.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 5.1 | $0.00170 | $0.02269 |
| Opus 5 | $0.00085 | $0.01135 |
| Sonnet 5 | $0.00034 | $0.00454 |
| Haiku 4.5 | $0.00017 | $0.00227 |
Grade B, and why
ondevice-model-perf 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 7d 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.
- **watts** → `sudo powermetrics --samplers cpu_power,gpu_power,thermal -i 1000` alongside the app 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.
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 7d ago First seen · 119 lines · 170 tokens per session scan B 4a671f32a47b
ondevice-model-perf is a skill published in the GitHub repository murmur-io/murmur (11 stars, last pushed today), licensed AGPL-3.0. It adds 170 tokens to every session and 2,269 once invoked, about $0.0009 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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