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Taste Skill
Developer & Coding AI

Taste Skill

Open-source SKILL.md framework that steers coding agents to ship non‑generic frontends. Taste Skill v2 reads briefs, infers design direction, maps to established design systems, enforces dark‑mode parity, and applies strict pre‑flight checks across Cursor, Claude Code, Codex, Gemini CLI, v0, Lovable, and more.

Developer & Coding AIAI Assistants & AgentsImage & Design AI
4.5Rating
1842Views
0Comments
Jul 30, 2026Updated
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Taste Skill: Anti-Slop Frontend Framework for AI Coding Agents
4.5

Overview

Install the skill, point your agent at the brief, and generate. The framework infers audience and layout family, maps to a suitable system, builds coherent blocks, checks dark‑mode and hierarchy parity, and runs a hard pre‑flight so agents don’t deliver placeholders, skipped sections, or mismatched components.

What v2 Delivers

Taste Skill is for engineers and agents owners who want non‑cookie‑cutter UI without hiring a design team. Ideal users include full‑stack developers, frontend leads, AI agent integrators, design‑system maintainers, and product engineers shipping internal consoles or public sites. It also suits auditors modernizing legacy apps that cannot adopt a heavy framework but need coherent tokens, components, and dark‑mode parity today.

  • Reads briefs to infer audience, layout family, motion depth, and design direction.
  • Maps requirements to Material, Fluent, Carbon, Polaris, Primer, or native CSS.
  • Enforces dual‑theme parity with consistent contrast, hierarchy, rhythm, and tokens.
  • Runs a strict pre‑flight checklist that blocks placeholders and incomplete sections.
  • Offers style, execution, image‑first, Stitch export, and redesign audit skills.
Agent pipeline using SKILL.md: brief ingestion, design‑system selection, dual‑theme checks, block library assembly, and pre‑flight validation before code emission, producing consistent, non‑templated UI across Cursor, Claude Code, Codex, Gemini CLI, v0, and Lovable.
Agent pipeline using SKILL.md: brief ingestion, design‑system selection, dual‑theme checks, block library assembly, and pre‑flight validation before code emission, producing consistent, non‑templated UI across Cursor, Claude Code, Codex, Gemini CLI, v0, and Lovable.

Current Skill Packs

Design‑system mapping for production‑grade component libraries.
Dual‑mode UI with strict contrast and hierarchy parity.
Image‑first flows that translate references into consistent implementations.
Pre‑flight checks preventing placeholders and skipped sections.

Who Uses It

Install via the skills CLI and select the default design‑taste‑frontend skill. For pinned legacy behavior, use design‑taste‑frontend‑v1. Pair the framework with your agent (Cursor, Claude Code, Codex, Gemini CLI, v0, Lovable, OpenCode) and supply a concise brief and constraints. For image‑driven work, start with image‑to‑code‑skill; for audits, use redesign‑skill; for completeness guarantees, enable output‑skill. Run generation, review the hard pre‑flight checklist, and iterate by extending the block library schema. Dual‑theme checks run automatically so dark and light modes ship together.

Less slop, designs pop—opinionated guardrails that make agents ship real UI.

SKILL.md FrameworkOpinionated rule files consumed by coding agents. Encodes brief inference, system selection, dark‑mode parity, and pre‑flight checks so outputs are consistent without hard‑coding one library or stack.
Design‑System MapGuides agents to adopt Material, Fluent, Carbon, Polaris, Primer, GOV.UK, USWDS, Bootstrap, Radix, shadcn, or clean native CSS based on project brief and constraints.
Style PacksMinimalist, soft, or brutalist directions codify composition, spacing, and motion choices. Keep variability high without devolving into generic templates, while preserving coherent tokens and component rules.
Pre‑Flight GateBlocks shipping when outputs contain placeholders, skipped sections, broken contrast, inconsistent naming, or missing components. Ensures agents deliver complete, auditable frontends that withstand iterative updates.
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Getting Started

Taste Skill replaces vague prompts with enforceable taste and structure for agent frontends. By centering the brief, mapping to proven systems, and gating outputs with a hard checklist, it delivers interfaces that look intentional, not generated. Style packs, image‑first workflows, Stitch export, and an audit‑first path cover varied projects without locking teams to a single library or runtime. Results stay consistent across iterations and themes.

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Related Tags

agent skill packai agent frameworkagent development toolsai design systemdesign system markdowndesign to codeopen source ai agentsopen source ai toolsclaude code agentscursor ai agentsgoogle ai studiogoogle stitchai code agentai design toolsweb designvisual development

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Tool Overview

CreatorLeon Lin
Rating4.5 / 5
Views1842
Comments0
PublishedJul 30, 2026

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Developer & Coding AIAI Assistants & AgentsImage & Design AI
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Taste Skill
Creator Profile

Taste Skill

Taste Skill is built by Leon Lin with contributions from blueemi and the open‑source community. The project focuses on making agent‑generated frontends production‑grade through strong design taste, rigorous checklists, and pragmatic system mapping, supported by individual sponsors and open‑source program partners.

Taste Skill is an open-source anti‑slop frontend framework for AI coding agents. Instead of templated scaffolds, it ships opinionated SKILL.md rules that guide tools like Cursor, Claude Code, Codex, Gemini CLI, v0, Lovable, and OpenCode to interpret a brief, choose a fitting design language, and implement it consistently. The v2 default emphasizes brief inference, design‑system selection (Material, Fluent, Carbon, Polaris, Primer, GOV.UK, USWDS, Bootstrap, Radix, shadcn, or native CSS), dual‑theme parity, and an audit‑first protocol for redesigns. A strict pre‑flight checklist blocks incomplete outputs. Specialized skills cover image‑first flows, visual styles (minimalist, soft, brutalist), execution guarantees, Google Stitch export, and premium web or mobile reference image generation. The project is open source and focused on practical, reproducible results: less slop, stronger hierarchy, dependable motion, and coherent component libraries across iterations. Works with any agent that supports SKILL.md directives.

www.tasteskill.dev/
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