MCP.Market

VisualSpec MCP server

by utkarshx27·io.github.utkarshx27/visualspec·v0.1.0

Structured, constraint-aware visual generation and deterministic layout for AI agents

B83/100grade B
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Safety scan
B83/100

full report

Adoption
Growing

0 stars38 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

VisualSpec tools (7, 2 write)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • visual_brief_to_spec

    Convert a natural-language creative brief or user request into a structured VisualSpec specification

  • visual_check_qawrite action

    Run automated visual QA checks (safe margins, max lines, exact copy, slot compliance, output dimensions)

  • visual_generatewrite action

    Run the full visual generation pipeline (model adapter + deterministic typography overlay + QA)

  • visual_list_resources

    List all available platform packs (Instagram, LinkedIn, etc.) and structural templates (Product Launch, Quote Card, Stat Card)

  • visual_render

    Render deterministic typography, layout, and styling to a PNG asset without requiring an AI image API key

  • visual_repair

    Diagnose QA failures and automatically formulate & apply localized repairs without full regeneration

  • visual_validate_spec

    Validate a VisualSpec YAML or JSON against the schema

Public scan report

scanner v0.1.10 · 2026-10-02 · same rubric, same numbers if you re-run it

no findings
  • Code scan79 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitystatic API keys via environment variables6/15
  • Maintenancelast push 22 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 83/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How VisualSpec compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
83/100
higher than 65% of 48,243 servers
Tools
7
the typical server has 7
Tools that change things
29%
typical: 0%. Fewer write tools means less an agent can break
Downloads a week
38
more than 28% of 12,306 servers with a package

What its tools let an agent do: 5 read · 2 change

Install VisualSpec in Claude Code, Cursor or VS Code

Runs npx -y @utkarshx27/visualspec on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add visualspec -- npx -y @utkarshx27/visualspec
Add to Cursor

What the publisher says

From the VisualSpec repository's README, as published. We do not edit it. Read it on GitHub

VisualSpec

Deterministic visual generation for AI agents.

AI creates the imagery. VisualSpec guarantees the typography and layout.

# Instant workspace setup (no clone required)
npx @utkarshx27/visualspec init

# Launch local MCP Server for Cursor, Claude Desktop, or Antigravity
npx @utkarshx27/visualspec mcp

The Core Problem

Most image-generation workflows fail for social and marketing graphics because a single natural-language prompt is expected to handle too many concerns at once:

  • subject & background
  • exact typography & wording
  • platform dimensions & safe margins
  • visual hierarchy & negative space
  • brand color rules & constraints

Image models frequently hallucinate gibberish text, truncate words, or disregard composition rules.

The Solution: Layer Separation

VisualSpec separates generative concerns from deterministic concerns:

  1. Generative Layers (AI Models): Photography, 3D subjects, atmospheric backgrounds, textures, lighting.
  2. Deterministic Layers (Code & SVG Engine): Exact headlines, subtitles, badges, logos, metrics, safe margins, and layout rules.
  3. Structured Visual Spec: A machine-readable YAML specification that acts as the single contract.
  4. Visual QA & Targeted Repair: Verifies geometry, margins, and exact copy invariants, synthesizing localized repairs without regenerating entire scenes.
User Brief / Intent
       │
       ▼
   Visual Spec (spec.yaml)
       │
   ┌───┴──────────────┐
   ▼                  ▼
Platform Pack    Template Pack
   │                  │
   └───┬──────────────┘
       ▼
   Spec Resolver
       │
   ┌───┴───────────────────────┐
   ▼                           ▼
Model Adapter           Deterministic Layout
(Generative Base)       (SVG Typography / Overlay)
   │                           │
   └───┬───────────────────────┘
       ▼
  Compositor (Sharp)
       │
       ▼
   Visual QA (Constraints, Safe Margins, Exact Copy)
       │
       ├── PASS ──► Final Asset Bundle
       │
       └── FAIL ──► Targeted Repair Planner

Documentation

  • Architecture & Design Principles
  • VisualSpec Schema & Contract
  • MCP Server Setup (Cursor, Claude, Antigravity)
  • Adding a New Image Model Provider
  • Contributing Guidelines

Quickstart

Instant Run (No Install Required)

# Initialize a new VisualSpec workspace
npx @utkarshx27/visualspec init

# Launch local MCP Server for Cursor, Claude, or Antigravity IDE
npx @utkarshx27/visualspec mcp

Or Install Globally

npm install -g @utkarshx27/visualspec

# Use CLI commands directly
visual init
visual mcp

Or Build from Source

git clone https://github.com/utkarshx27/visualspec.git
cd visualspec
npm install
npm run build

1. Initialize a Project

npx @utkarshx27/visualspec init

2. Validate a Visual Spec

npx @utkarshx27/visualspec validate examples/product-launch/spec.yaml

3. Inspect the Compiled Generation Prompt

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

VisualSpec: common questions

Is VisualSpec MCP server safe?
Mostly: it is graded B (83/100). Read the VisualSpec safety report
How do I install VisualSpec?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does VisualSpec need an API key?
Yes. The registry entry asks for OPENAI_API_KEY, GEMINI_API_KEY.
Is VisualSpec maintained?
The last commit was 56 days ago (2026-09-10). The latest release is v0.1.0.
How does VisualSpec compare with other MCP servers?
safety score 83/100 (higher than 65% of 48,243 servers); tools 7 (the typical server has 7); tools that change things 29% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.