prototype

prototype is a skill for Claude Code from wangmiaozero/pi-harness. It costs 48 tokens per session (1,699 once invoked), scanned A, original, AGPL-3.0.

A guide for building a temporary software prototype to explore a design question, such as whether an interaction or state model makes sense.

In plain words
What is it for?
It helps check application logic, interaction flows, and possible user-interface designs.
Why use it?
It lets a developer test an idea quickly before committing to a complete implementation.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Good fit It helps check application logic, interaction flows, and possible user-interface designs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wangmiaozero/pi-harness/prototype
About the project

Pi-Harness is a desktop workspace for the Pi Coding Agent, a software agent that helps with coding tasks, adding management of sessions, projects, files, Git, models, and skills. It provides tools for observing and controlling runs, recovering work, evaluating results, and coordinating multiple agents across macOS, Windows, and Linux. The catalogue entries are skills and instructions for its agent workflow.

wangmiaozero/pi-harness · 159 stars · on GitHub · wangmiaozero.github.io

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.

Any agent
npx skills add wangmiaozero/pi-harness --skill prototype
Clone the repo
git clone --depth 1 https://github.com/wangmiaozero/pi-harness

Made for: Claude Code.

Wrote 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.

agentmods badge for prototype

README.md
[![agentmods](https://agentmods.dev/badge/skills/wangmiaozero/pi-harness/prototype/github.svg)](https://agentmods.dev/skills/wangmiaozero/pi-harness/prototype)
Your own site
<a href="https://agentmods.dev/skills/wangmiaozero/pi-harness/prototype"><img src="https://agentmods.dev/badge/skills/wangmiaozero/pi-harness/prototype/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.

agentmods 80×15 button for prototype

Your own site · 80×15
<a href="https://agentmods.dev/skills/wangmiaozero/pi-harness/prototype"><img src="https://agentmods.dev/badge/skills/wangmiaozero/pi-harness/prototype.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 48 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,699 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00048 $0.01699
Opus 5.5 $0.00019 $0.00680
Sonnet 5.5 $0.00010 $0.00340
Haiku 4.5 $0.00005 $0.00170

Measured today against content hash bba39c955eb1, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prototype 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 today.

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.

resources/builtin-skills/emilkowalski/skills/engineering/prototype/SKILL.md · 99 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

Files

What ships with it

1 file 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.

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. today Changed · +8 lines bba39c955eb1
  2. 1mo ago Changed · +64 lines · +9 tokens per session 2ad8401c4dea
  3. 1mo ago First seen · 27 lines · 39 tokens per session scan A 714de632d116

Subscribe to this mod's changes

prototype is a skill published in the GitHub repository wangmiaozero/pi-harness (159 stars, last pushed today), licensed AGPL-3.0. It adds 48 tokens to every session and 1,699 once invoked, about $0.0002 per session on Opus 5.5. 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.

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