prototype SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 7 indexed copies. Same content hash, so the same checks give both the same grade.

prototype from pengqianhan/ai-human-research-os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pengqianhan/ai-human-research-os/prototype@git:20260824.62ed86b

Pins git:20260824.62ed86b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pengqianhan/ai-human-research-os
Path
research-skills-hub/mattpocock-skills/engineering/prototype/SKILL.md
Versions recorded
4
Latest version
git:20260824.62ed86b, committed Aug 24, 2026
First version recorded
Jul 15, 2026
Size
2,931 bytes
Repository stars
3
License
MIT

Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Prototype

A prototype is **throwaway code that answers a question**. The question decides the shape.

## Pick a branch

Identify which question is being answered, using the user's prompt, the surrounding code, or by asking if the user is around:

- **"Does this logic / state model feel right?"** → [LOGIC.md](LOGIC.md). Build a single shareable HTML file (free-play buttons plus tabbed guided walkthroughs) that pushes the state machine through cases that are hard to reason about on paper, and that a non-developer can drive.
- **"What should this look like?"** → [UI.md](UI.md). Generate several radically different UI variations on a single route, switchable via a URL search param and a floating bottom bar.

The two branches produce very different artifacts, so getting this wrong wastes the whole prototype. If the question is genuinely ambiguous and the user isn't reachable, default to whichever branch better matches the surrounding code (a backend module → logic; a page or component → UI) and state the assumption at the top of the prototype.

## Rules that apply to both
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pengqianhan/ai-human-research-os/prototype@sha256:714de632d116bb73

The line at the top of this page pins the label git:20260824.62ed86b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5gn5s5jzawd3ns22.svg)](https://markdownregistry.com/a/art_5gn5s5jzawd3ns22)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Jul 15, 2026 and Aug 24, 2026, about one every 13 days.

versioncommittedcommitsizeaudit
git:20260824.62ed86b latest2026-08-24 62ed86b 2,931 BA view · diff
git:20260810.1a72f302026-08-10 1a72f30 2,954 BA view · diff
git:20260717.c0c2b062026-07-17 c0c2b06 2,799 BA view · diff
git:20260715.38d79be2026-07-15 38d79be 3,002 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2931 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

pengqianhan/ai-human-research-os · 3 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5gn5s5jzawd3ns22
GET https://markdownregistry.com/api/v1/resolve?ref=pengqianhan/ai-human-research-os/prototype
GET https://markdownregistry.com/api/v1/blob/714de632d116bb73f65cdb5a882db15b9369a6713b9a47c0fad827848f0bfbe3

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from pengqianhan/ai-human-research-os

AGENTS.md AGENTS.md file
pengqianhan/ai-human-research-os · AGENTS.md
git:20260930.4bad615 · audit A · 3 stars
DESIGN.md@os-ui DESIGN.md file
pengqianhan/ai-human-research-os · os-ui/DESIGN.md
git:20261010.e6ff292 · audit A · 3 stars
DESIGN.md@os-ui/client DESIGN.md file
pengqianhan/ai-human-research-os · os-ui/client/DESIGN.md
git:20261010.365f7eb · audit B · 3 stars
AGENTS.md@projects-folder/nanochat_cpu AGENTS.md file
pengqianhan/ai-human-research-os · projects-folder/nanochat_cpu/AGENTS.md
git:20260928.63ead0b · audit A · 3 stars
AGENTS.md@projects-folder/templates/ai_research_template AGENTS.md file
pengqianhan/ai-human-research-os · projects-folder/templates/ai_research_template/AGENTS.md
git:20260928.c3acde4 · audit A · 3 stars
algorithmic-art SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/algorithmic-art/SKILL.md · Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users…
git:20260715.38d79be · audit B · 3 stars
alphafold2 SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/alphafold2/SKILL.md · Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022…
git:20260715.38d79be · audit A · 3 stars
boltz SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/boltz/SKILL.md · Structure prediction for protein, nucleic-acid, and small-molecule complexes with Boltz-2 (Passaro & Wohlwend et al…
git:20260715.38d79be · audit A · 3 stars
borzoi SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/borzoi/SKILL.md · Predict genome-wide functional tracks (RNA-seq, CAGE, DNase, ChIP) from DNA sequence with Borzoi. Use this skill when…
git:20260715.38d79be · audit A · 3 stars
chai1 SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/chai1/SKILL.md · Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai…
git:20260715.38d79be · audit A · 3 stars
compute-env-setup SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/compute-env-setup/SKILL.md · Set up a compute environment on a remote provider so Claude Science jobs can run there. Covers direct SSH/conda hosts…
git:20260715.38d79be · audit A · 3 stars
customize SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/customize/SKILL.md · Create, configure, and maintain custom agent profiles and author new skills via the `repl` tool. Use when the user…
git:20260715.38d79be · audit B · 3 stars

Every file in pengqianhan/ai-human-research-os

Other files named prototype

prototype SKILL.md skill
emilkowalski/skills · skills/prototype/SKILL.md · Build multiple genuinely different versions of a UI piece you describe, rendered behind a visual picker so you can flip…
git:20260915.85e8e23 · audit A · 47,883 stars
prototype SKILL.md skill
vinvcn/mattpocock-skills-zh-cn · skills/engineering/prototype/SKILL.md · 构建一次性原型来回答一个设计问题。适用于用户想验证某个 state model 或 logic 是否感觉对,或探索 UI 应该长什么样时。
git:20261008.5be0dc1 · audit A · 5,110 stars
prototype SKILL.md skill
plugin87/ux-ui-agent-skills · .claude/skills/prototype/SKILL.md · Move an idea up the fidelity ladder (content-first → wireframe → low-fi → high-fi → code) with a validation plan at…
git:20261006.5751441 · audit A · 2,665 stars
prototype SKILL.md skill
mxyhi/ok-skills · prototype/SKILL.md · Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model…
git:20260831.e7f2564 · audit A · 504 stars
prototype SKILL.md skill
tobihagemann/turbo · claude/skills/prototype/SKILL.md · Build a self-contained local prototype at .turbo/prototypes/<slug>.html, drive it, and hand it to the user to settle…
git:20261013.4ae0dab · audit A · 414 stars
prototype SKILL.md skill
tobihagemann/turbo · codex/skills/prototype/SKILL.md · Build a self-contained local prototype at .turbo/prototypes/<slug>.html, drive it, and hand it to the user to settle…
git:20261013.4ae0dab · audit A · 414 stars
prototype SKILL.md skill
asymmetric-al/core · .agents/skills/prototype/SKILL.md · Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model…
git:20260709.5ee8b28 · audit A · 379 stars
prototype SKILL.md skill
swingerman/engineer · engineer/skills/prototype/SKILL.md · Use to rough out a working thing fast, zero ceremony, before committing to the pipeline — the prototype IS the spec…
git:20260826.e7447cd · audit A · 157 stars

Browse by kind, by grade A, or by owner.