Which integrations are available for this server?

Creates brand shoot entries and production briefs in Notion workspaces, allowing generated assets and notes to be organized into Notion pages. Syncs editorial product imagery and generated assets directly into Shopify product listings, supporting ecommerce product content workflows. Supports TikTok-oriented content workflows by generating viral captions and hashtag strategies, and by exporting creative assets to social channels.

How do I use PhotoForge MCP Server?

1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@PhotoForge MCP Server Generate a studio fashion photo of a model wearing a red dress" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

PhotoForge MCP Server

by TraGGERy

Overview Schema Source Related Servers Discussions Admin

JavaScript

Hybrid

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

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).

Related MCP server: ecommerce-3d-mcp

🛠️ 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.

Available Tools

28 tools

change_backgroundC

Swap or generate a new studio background for an existing image.

Inputs: imageUrl (required), backgroundPrompt (required), lightingMatch.

combine_videosC

Stitch and combine multiple video clips into a scene sequence.

Inputs: videoUrls (required), transitionType.

create_identityC

Create a new digital twin identity profile.

Inputs: name (required), faceImageUrl (required).

delete_generationC

Delete an image generation from the studio gallery.

Inputs: generationId (required).

delete_identityC

Delete a digital twin identity.

Inputs: identityId (required).

export_to_fanvueC

Export and publish AI creator assets to Fanvue.

Inputs: imageUrl (required), caption, isPaywalled.

export_to_notionB

Create a fashion shoot log or marketing brief in Notion.

Inputs: assetUrl (required), pageTitle (required), notes.

export_to_shopifyB

Export AI fashion and product photos directly to Shopify product listings.

Inputs: imageUrl (required), productTitle (required), description.

export_to_socialC

Export and schedule photos and videos to social platforms.

Inputs: assetUrl (required), caption, channels.

favorite_generationC

Toggle favorite status or rename an image generation.

Inputs: generationId (required), name, isFavorite.

film_studio_skillsB

List camera kinematics, motion capture specs, and lens simulations.

Inputs: no named parameters.

generate_captionB

Generate viral captions and hashtags tailored for Instagram, TikTok, or LinkedIn.

Inputs: imageDescription (required), platform.

generate_content_calendarB

Generate an editorial photo and video publishing calendar with prompt briefs.

Inputs: niche (required), month, frequency.

generate_photoC

Generate a high-quality realistic AI photo. Consumes 3 credits.

Inputs: prompt (required), pose, style, quality, +4 more.

generate_production_scriptC

Generate a full commercial video production script and storyboard sequence.

Inputs: concept (required), targetAudience, durationSeconds.

generate_videoC

Generate AI mocap or cinematic video from prompt or dance/runway reference.

Inputs: prompt (required), modelEngine, durationSeconds, referenceVideoUrl.

improve_promptC

Improve a basic user prompt into a high-converting, marketing-grade AI prompt.

Inputs: userPrompt (required), style.

list_generationsC

Retrieve recent AI generations created in the studio.

Inputs: limit, offset.

list_identitiesB

List user digital twins and facial identity profiles.

Inputs: no named parameters.

list_photo_packsA

List all available photo packs, categories, prices, and visual prompts.

Inputs: category.

recommend_photo_packB

Recommend the best photo packs for a given user objective or niche.

Inputs: goal (required), industry.

remaining_creditsB

Retrieve the users current remaining credit balance.

Inputs: no named parameters.

remove_backgroundA

Remove background from an image leaving transparent alpha channel.

Inputs: imageUrl (required).

resize_image_for_platformB

Resize and re-crop an image for specific social media aspect ratios.

Inputs: imageUrl (required), platform (required).

search_photo_packsC

Search for photo packs matching a query string.

Inputs: query (required).

subscription_statusA

Retrieve the active subscription status and renewal date for the user.

Inputs: no named parameters.

suggest_stylesC

Suggest popular visual styles and rendering qualities for a prompt type.

Inputs: category (required).

upscale_photoB

AI-upscale photo to 4K resolution with micro-texture restoration.

Inputs: imageUrl (required), scaleFactor.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

B3.1/5.0

Scored 2026-10-24 23:30 across 28 tools

Disambiguation4/5

Most tools target distinct resources or actions, such as generation vs. background editing vs. exporting. A few areas could still be confused, especially recommend_photo_pack versus list_photo_packs/search_photo_packs and the multiple prompt/content helpers, but descriptions generally clarify boundaries.

Naming Consistency4/5

The set is mostly consistent snake_case with verb_noun or verb_to_noun patterns like generate_photo, change_background, and export_to_shopify. Deviations such as remaining_credits, subscription_status, and film_studio_skills are minor but noticeable.

Tool Count2/5

At 28 tools, the surface exceeds the 25+ threshold for being too many under the rubric. The server has broad scope across generation, editing, exports, identities, photo packs, and account management, but the count still feels heavy for an agent to navigate efficiently.

Completeness4/5

Core workflows are well covered: prompt improvement, photo/video generation, image editing, exports, credits/subscription, identities, and photo packs. Minor lifecycle gaps remain, such as no explicit get/update for identities and limited retrieval/update coverage for generations and videos.

Maintenance

ActivityMaintained

ResponsivenessNo recent community issues

Resources

Related MCP Connectors

Caimera
ai.caimera
Build and run AI product photography workflows: on-model shots, catalog images, prints and edits.
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1
https://app.caimera.ai/api/mcp
GridShot — AI Fashion Photography
com.grid-shot
Virtual try-on and on-model AI fashion photography: catalog search, try-on grids, HD delivery.
Image & Video Processing AI & Machine Learning E-commerce & Retail
1
https://mcp.grid-shot.com/mcp
Fotogenic AI
ai.fotogenic
Create product photos, on-model images, ad visuals and short videos from one product photo.
AI & Machine Learning Image & Video Processing Marketing
1
https://mcp.fotogenic.ai/mcp
Creative Claw
co.creativeclaw
On-brand creative studio for AI agents: images, video, audio, and 3D.
Image & Video Processing Multimedia Processing Design Tools
26
https://app.creativeclaw.co/mcp

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

⚡ Quick Start

1. Claude Desktop Configuration

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

3. Remote SSE Transport (No Local Install Required)

🛠️ Complete MCP Tools Catalog (28 Tools)

📦 MCP Resources & Prompts

Resources

Prompts

🧪 Testing with MCP Inspector

📄 License

Available Tools

Tool Schema Changelog

TDQS

Maintenance

Resources

Related MCP Connectors

Related MCP Servers

Meshy MCP Serverofficial

ecommerce-3d-mcp

vritti

fashio-mcpofficial

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