Atelier's Sovereign AI Quality Platform

Quality for all AI Code

Building the sovereign quality architecture for AI-generated software. Fine-tuned models, gradeable critic rulesets, and native IDE agents built in India for the world.

Try Live Playground IDE Setup Matrix

npx -y atelier-quality-gate install

DEVELOPERS & AGENTS BUILD WITH ATELIER

CURSOR

WINDSURF

CLAUDE CODE

ANTIGRAVITY

GITHUB COPILOT

NEXT.JS

N8N

APPLE MLX

Interactive AST Critic

Try the Live Quality Gate in Your Browser

Paste your component or backend handler below, or select a failure preset to see the mechanical AST rule engine detect violations and generate concrete repairs.

source_snippet.tsx

AST Parser: Compiler API v2.0.0Type directly to test your own code

Quality Gate Result

Score: 65/100REJECTED

Violations

Spacing Scale FAIL

Focus Indicators OK

Secret Leak Protection OK

Schema Validation OK

BASE-UI-101CRITICAL

Arbitrary 8px Spacing Grid Violation

Values 19px and 13px violate the 4px/8px design system harmonic token scale.

Fix: Snap 19px to 20px (p-5) and 13px to 12px (m-3) or 16px (m-4).

BASE-UI-105WARNING

Decorative Ceiling Policy Exceeded

Multiple nested rainbow gradient fills and heavy drop shadows create cognitive clutter.

Fix: Replace multi-stop gradients with solid refined surfaces (e.g. bg-zinc-900 border border-zinc-800).

Universal IDE Compatibility

1-Click Setup Across Any AI Editor

Select your preferred development environment to copy the exact configuration or run the single automated installation command.

Cursor IDE Configuration

Connect Atelier MCP server over stdio and bind cursor rules with automatic project-level overrides.

~/.cursor/mcp.json & .cursorrules

1-Liner Terminal Install

npx -y atelier-quality-gate install cursor

Config File Contents

{
  "mcpServers": {
    "atelier": {
      "command": "npx",
      "args": ["-y", "atelier-quality-gate", "serve"],
      "env": {
        "ATELIER_LLM_PROVIDER": "heuristic"
      }
    }
  }
}

ARCHITECTURAL POSITIONING

Why Code Minimalism Rules Alone Are Not Enough

Existing tools enforce brevity only. Atelier establishes an end-to-end quality critic that grades design precision and backend soundness before code reaches production.

DIMENSION	GENERIC / STATIC RULES	ATELIER TWO-AGENT GATE
Scope of Quality Gate	✕Code minimalism & token reduction only	✓Two-Agent Critic: UI/UX Quality Gate + Backend Architecture Guard
Rule Verification Method	✕Subjective text instructions with non-deterministic compliance	✓36 mechanically gradeable checks (AST parsing, Regex, Schema validation)
Execution Model	✕Static prompt injected into context window	✓Self-hostable fine-tuned Qwen 1.5B/7B + MCP Stdio Server + Frontier fallback
Design & UX Enforcement	✕None (ignores spacing scale, contrast, focus states, and cliches)	✓Rigorous 8px grid, WCAG AA contrast, focus rings, and decorative ceiling bounds
Backend & Systems Soundness	✕None (ignores hardcoded secrets, rate limits, and orphan paths)	✓Prevents plain-text tokens, unhandled HTTP retries, and missing catch branches
Automated Remediation	✕Manual developer intervention	✓1-click automated fix engine via `atelier fix` and MCP `generate_fix`

SYSTEM ARCHITECTURE

How the Two-Agent Quality Gate Operates

Every file generated by your AI coding assistant is intercepted, evaluated across two specialized critic layers, and graded against 36 rule signatures.

UI/UX Aesthetic Layer

Backend Soundness Layer

Remediation Diff Generator

INTERACTIVE CRITIQUE INSPECTION

Real-World Before / Critique / After

Witness how Atelier evaluates flawed vibe-coded snippets, extracts mechanical rule violations, and yields unified remediation diffs.

FLAWED INPUT

3 VIOLATIONS

1: export const AnalyticsCard = ({ title, count }) => {
2:   return (
3:     <div className="p-[19px] bg-gradient-to-r from-purple-500 to-indigo-600 rounded-lg shadow-2xl">
4:       <h3 className="text-white text-lg font-bold">{title}</h3>
5:       <p className="text-gray-300 text-2xl">{count}</p>
6:       <button className="mt-4 px-4 py-2 bg-black text-white hover:opacity-80">
7:         Inspect Metric
8:       </button>
9:     </div>
10:  );
11: };

INPUT: Next.js / Tailwind UI Component

ATELIER CRITIC

GRADE: 40/100

BASE-UI-101CRITICAL (L3)

Arbitrary 8px Spacing Grid Violation

Value `p-[19px]` is not aligned to the 4px/8px design system token scale.

Fix: Replace `p-[19px]` with standard Tailwind scale token `p-5` (20px).

BASE-UI-106WARNING (L3)

Forbidden Rainbow Gradient Cliché

Using multi-hue saturated color transitions (`from-purple-500 to-indigo-600`) without semantic basis.

Fix: Replace with disciplined surface color `bg-[#0a1017] border border-[#182430]`.

NEXT-UI-105WARNING (L6)

Missing Focus-Visible Outline Indicator

Interactive button lacks explicit keyboard focus-visible styling.

Fix: Add `focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-[#00e5ff]`.

AUTO-REMEDIATION READY VIA `ATELIER FIX`

REMEDIATED OUTPUT

1: export const AnalyticsCard = ({ title, count }) => {
2:   return (
3:     <div className="p-5 bg-white border border-gray-200 rounded-2xl shadow-sm">
4:       <h3 className="text-gray-900 text-base font-semibold">{title}</h3>
5:       <p className="text-gray-500 text-2xl font-mono mt-1">{count}</p>
6:       <button className="mt-4 px-4 py-2 rounded-full border border-gray-200 bg-gray-50 text-gray-900 hover:bg-gray-100 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-gray-900 transition-colors font-sans text-xs font-medium">
7:         Inspect Metric
8:       </button>
9:     </div>
10:  );
11: };

SCORE: 100/100 PASSZERO REGRESSIONS

CANONICAL RULE SPECIFICATION

36 Mechanically Gradeable Quality Checks

Every rule is defined in skills/atelier/SKILL.md with exact pass/fail signatures, AST labeling checks, and automated fixes.

BASE-UI-101UI / UX

Arbitrary 8px Spacing Grid

Forbids ad-hoc pixel margins/paddings (`p-[19px]`, `gap-[13px]`). Enforces strict 4px/8px modular scale.