Agent skill

Deterministic Design

by sickn33 in sickn33/agentic-awesome-skills

Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen…

MITAuto-check passedFrontend & Design

Install Deterministic Design

skills CLI
$ npx skills add sickn33/agentic-awesome-skills --skill deterministic-design -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install sickn33/agentic-awesome-skills deterministic-design --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/deterministic-design .claude/skills/deterministic-design && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
deterministic-design
GitHub stars
47k
Used in
1 other repo
Token cost
~736 tokens
SKILL.md length
268 words
Files
1
Skills in repo
1,394
Repo updated
First seen
Licence
MIT

At a glance

Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen…

  • Tasks that involve UX design
  • SKILL.md covers When to Use, Example and Limitations
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Deterministic Design is an agent skill from sickn33/agentic-awesome-skills. Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen usability audit by a separate fresh-eyes judge. The measurement layer taste-only design skills lack.

Its SKILL.md is about 740 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Frontend & Design, covering UX design. The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is MIT.

When your agent uses it

  • Tasks that involve UX design

Example prompts

  • “/deterministic-design”

What it can do on your machine

Read from SKILL.md and the folder at commit 1e53ce2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Deterministic Design loads about 736 tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 268 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~80
When it runs · the whole SKILL.md, loaded when a task matches
~736

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from sickn33/agentic-awesome-skills at commit 1e53ce2, republished under its MIT licence (© sickn33). 268 words, ~736 tokens.

Download SKILL.mdSave it as .claude/skills/deterministic-design/SKILL.md (or your agent's skills folder).
name
deterministic-design
description
Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen usability audit by a separate fresh-eyes judge. The measurement layer taste-only design skills lack.
risk
safe
source
community
source_type
community
source_repo
connerkward/deterministic-design-skill
date_added
2026-06-16
author
Conner K Ward
license
MIT
tags
design, layout, usability, audit, verification, vision
tools
claude-code, antigravity, cursor, gemini-cli, codex-cli

When to Use

Use to catch AI-generated UI that "looks off", is misaligned or centered-mush, or fails usability — when you need to PROVE a layout is balanced and usable instead of trusting the model's eye. Compose it with any taste/token design skill before reporting design "done".

Source: connerkward/deterministic-design-skill (MIT).

deterministic-design

Thesis: determinism beats AI randomness. A model can't trust its own eye on layout — so don't. Render the UI and measure it.

Two sub-skills (load as needed):

  • design-spatial — deterministic layout audit: explicit grid
    • 8-pt spacing, and layout-audit.js computes centroid / optical-center / pixel-oracle balance and draws an annotated screenshot. Numbers, not vibes. Plus a render-then- critique vision loop.
  • design-ux — usability audit: scores the rendered UI against Nielsen's 10 + interaction heuristics via a SEPARATE fresh-eyes judge → prioritized fix list.

This improves existing design skills (including the default Anthropic one) by adding the layer they lack — it doesn't just advise on taste, it renders, measures, and judges the output. Composable with any design skill.

In central this lives as a subdir of ckw-design; it publishes separately as deterministic-design-skill (its own distribution) via publish-skill. One of the two flagship narratives — the determinism one; its sibling is human-in-the-loop (lookdev).

Example

User request:

Review this interface with @deterministic-design, identify the highest-impact design problems, and propose an implementation-ready improvement.

Limitations

  • Layout metrics and vision-judged audits catch many spatial and usability failures, but they are not a substitute for product judgment or user testing.
  • The workflow requires a rendered UI or screenshot; it cannot validate components that have not been built or captured.
  • Automated scoring can miss brand nuance, copy tone, accessibility needs, and domain-specific user expectations.

© sickn33, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/deterministic-design of sickn33/agentic-awesome-skills.

Open the folder on GitHubat commit 1e53ce2

Used in 1 other repository

We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Deterministic Design next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Deterministic Design compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Deterministic Design this skillsickn33/agentic-awesome-skills47k1 repos~736Automated safety check: PassMIT
Impeccablebestofjs/bestofjs3.1k27 repos~2.6kAutomated safety check: PassMIT
Interface Design for Dashboards and Appsholaboss-ai/holaOS11k3 repos~6kAutomated safety check: PassMIT
Animategrowupanand/ConvoForm1016 repos~1.9kAutomated safety check: PassApache-2.0
Migrate Content Iadocker/docs4.7k—~5.1kAutomated safety check: PassApache-2.0
UX WalkthroughXiaoMi/hiui877—~1.3kAutomated safety check: PassMIT

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Questions about Deterministic Design

What does Deterministic Design do?

Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen…. Deterministic Design is an agent skill from sickn33/agentic-awesome-skills. Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen usability audit by a separate fresh-eyes judge.

When should I use Deterministic Design?

Deterministic Design fits situations like: tasks that involve UX design.

How do I install Deterministic Design in Claude Code?

Run `npx skills add sickn33/agentic-awesome-skills --skill deterministic-design -a claude-code`. Or copy the skill folder (skills/deterministic-design in sickn33/agentic-awesome-skills) into .claude/skills/deterministic-design in your project. Claude Code loads it when a task matches its description.

How do I install Deterministic Design in Codex?

Run `npx skills add sickn33/agentic-awesome-skills --skill deterministic-design -a codex`. Or copy the skill folder (skills/deterministic-design in sickn33/agentic-awesome-skills) into .agents/skills/deterministic-design in your project. Codex loads it when a task matches its description.

Can I use Deterministic Design in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sickn33/agentic-awesome-skills --skill deterministic-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/deterministic-design, .gemini/skills/deterministic-design, .github/skills/deterministic-design and .opencode/skills/deterministic-design in your project.

What does Deterministic Design need to run?

SKILL.md names no scripts, command-line tools or credentials: Deterministic Design is instructions for the agent only.

Does Deterministic Design access the network?

SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.

Is Deterministic Design safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Deterministic Design use?

Deterministic Design is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Deterministic Design use?

About 736 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Deterministic Design?

Skills that share tags, products or a category with Deterministic Design: Impeccable (bestofjs/bestofjs, 3.1k stars), Interface Design for Dashboards and Apps (holaboss-ai/holaOS, 11k stars), Animate (growupanand/ConvoForm, 101 stars) and Migrate Content Ia (docker/docs, 4.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Deterministic Design?

sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,304 GitHub stars. The repository holds 1,394 skills in this directory. The repository was last updated on October 6, 2026.

Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.