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PhotoForge AI Fashion & Video MCP Server

MCP✓ SPEC VERIFIED

Enables AI agents to generate studio-grade fashion photography and 4K motion-captured video, perform garment try-ons and background edits, and export creative assets to commerce, productivity, and social platforms.

@TraGGERy · v0.2.0 · MIT License · updated today

SECURITY

A

SCORE

80

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PLUG IN

claude mcp add photoforge-ai-fashion-video-mcp-server -- npx -y photoforge-mcp

README

🤖 PhotoForge MCP Server — AI Fashion Studio, 4K Mocap Video & Creative Tools

MCP License: MIT Tools Claude Desktop Cursor

Official Model Context Protocol (MCP) server for PhotoForge AI (https://photoforge.ai).

Enables AI agents (Claude Desktop, Cursor, Antigravity, Windsurf, Poe, etc.) to direct studio-grade fashion photoshoots, execute on-model garment try-ons, animate 4K kinematic video motion capture, perform background swaps, and publish directly to Shopify, Notion, and social channels.


⚡ Quick Start

1. Claude Desktop Configuration

Add the server definition to your claude_desktop_config.json:

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
  • Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "photoforge": {
      "command": "npx",
      "args": ["-y", "photoforge-mcp"],
      "env": {
        "PHOTOFORGE_MCP_API_KEY": "YOUR_PHOTOFORGE_API_KEY",
        "PHOTOFORGE_SERVER_URL": "https://photoforge.ai"
      }
    }
  }
}

Or connect directly via local clone:

{
  "mcpServers": {
    "photoforge": {
      "command": "node",
      "args": ["/path/to/photoforge-mcp/index.js"],
      "env": {
        "PHOTOFORGE_MCP_API_KEY": "YOUR_PHOTOFORGE_API_KEY"
      }
    }
  }
}

2. Cursor Configuration (~/.cursor/mcp.json or Project Settings)

{
  "mcpServers": {
    "photoforge": {
      "command": "node",
      "args": ["/path/to/photoforge-mcp/index.js"],
      "env": {
        "PHOTOFORGE_MCP_API_KEY": "YOUR_PHOTOFORGE_API_KEY"
      }
    }
  }
}

3. Remote SSE Transport (No Local Install Required)

Connect your MCP client directly to the hosted Server-Sent Events endpoint:

  • Server URL: https://photoforge.ai/api/mcp
  • Authentication: Bearer YOUR_API_KEY (or ?apiKey=user_...)

Get your API key at photoforge.ai/mcp (or use your Clerk User ID).


🛠️ Complete MCP Tools Catalog (28 Tools)

Tool Category Description Key Parameters
generate_photo Generation Generates ultra-photorealistic studio fashion photography and portraits. prompt, userImage, style, lighting, pose, background, quality
change_background Editing Replaces or synthesizes a new studio environment or scene backdrop. imageUrl, backgroundPrompt, lightingMatch
remove_background Editing Extracts subjects cleanly with transparent alpha masking. imageUrl
upscale_photo Editing Restores micro-textures and enhances resolution to 4K studio quality. imageUrl, scaleFactor
generate_video Video Generates motion-captured 4K vertical runway and dance videos. prompt, referenceVideoUrl, modelEngine, durationSeconds
combine_videos Video Stitches multi-angle takes into commercial campaign sequences. videoUrls, transitionType
generate_production_script Video Directs storyboard scenes, kinematic camera paths, and scripts. concept, targetAudience, durationSeconds
film_studio_skills Video Introspects camera kinematics, sensor specs, and lens simulations. (none)
list_identities Identity Lists registered AI model digital twins and facial profiles. (none)
create_identity Identity Enrolls a new facial likeness profile for consistent model generation. name, faceImageUrl
delete_identity Identity Removes an AI identity profile. identityId
list_photo_packs Packs Catalogs 160+ curated photoshoot style packs. category
search_photo_packs Packs Searches style recipes by aesthetic keywords or themes. query
recommend_photo_pack Packs Matches optimal photography packs to target industry or niche. goal, industry
improve_prompt Prompts Converts rough concepts into studio-calibrated prompt directives. userPrompt, style
suggest_styles Prompts Recommends high-converting visual styles for target platforms. category
generate_content_calendar Planning Formulates editorial publishing calendars with photo/video briefs. niche, frequency, month
generate_caption Assets Synthesizes viral captions and hashtag strategies for TikTok, IG, LinkedIn. imageDescription, platform
resize_image_for_platform Assets Re-crops and frames assets for 9:16 vertical, 1:1 square, or 16:9 banner. imageUrl, platform
export_to_shopify Connectors Syncs editorial product imagery directly into Shopify product listings. imageUrl, productTitle, description
export_to_social Connectors Schedules or pushes creative assets to social platforms. assetUrl, caption, channels
export_to_notion Connectors Creates brand shoot entries and production briefs in Notion workspaces. assetUrl, pageTitle, notes
export_to_fanvue Connectors Uploads and manages creator gallery drops on Fanvue. imageUrl, caption, isPaywalled
remaining_credits Account Checks remaining generation credits and quota. (none)
subscription_status Account Returns active plan tier, licensing permissions, and renewal dates. (none)
list_generations Workspace Fetches historical generated assets and studio shoot metadata. limit, offset
delete_generation Workspace Deletes an asset from the studio gallery. generationId
favorite_generation Workspace Favorites, stars, or renames gallery assets. generationId, name, isFavorite

📦 MCP Resources & Prompts

Resources

  • photoforge://packs — Complete catalog of 160+ photoshoot packs with prompts and categories.
  • photoforge://styles — Studio lighting presets (Softbox, Golden Hour, Moody, Flash).
  • photoforge://user/history — Authenticated user's recent studio generations and metadata.
  • photoforge://user/identities — Registered facial likeness models and digital twins.

Prompts

  • linkedin_executive_headshot — 85mm f/1.4 studio portrait for executive profiles.
  • luxury_travel_editorial — High-fashion travel and destination photography.
  • swaptok_video_clone — Dynamic 9:16 vertical video motion clone.
  • ecommerce_product_shoot — Commercial product advertising photography.

🧪 Testing with MCP Inspector

Test the server locally in seconds:

npx @modelcontextprotocol/inspector node ./index.js

📄 License

MIT License. See LICENSE for details.

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