PhotoForge MCP Server
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| PHOTOFORGE_SERVER_URL | No | The PhotoForge server URL. Optional; defaults to https://photoforge.ai. | https://photoforge.ai |
| PHOTOFORGE_MCP_API_KEY | Yes | Your PhotoForge API key used to authenticate with the PhotoForge MCP server. |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {
"listChanged": false
} |
| logging | {} |
| prompts | {
"listChanged": false
} |
| resources | {
"subscribe": false,
"listChanged": false
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| generate_photoC | Generate a high-quality realistic AI photo. Consumes 3 credits. |
| change_backgroundC | Swap or generate a new studio background for an existing image. |
| remove_backgroundA | Remove background from an image leaving transparent alpha channel. |
| upscale_photoB | AI-upscale photo to 4K resolution with micro-texture restoration. |
| generate_videoC | Generate AI mocap or cinematic video from prompt or dance/runway reference. |
| combine_videosC | Stitch and combine multiple video clips into a scene sequence. |
| generate_production_scriptC | Generate a full commercial video production script and storyboard sequence. |
| film_studio_skillsB | List camera kinematics, motion capture specs, and lens simulations. |
| list_identitiesB | List user digital twins and facial identity profiles. |
| create_identityC | Create a new digital twin identity profile. |
| delete_identityC | Delete a digital twin identity. |
| list_photo_packsA | List all available photo packs, categories, prices, and visual prompts. |
| search_photo_packsC | Search for photo packs matching a query string. |
| recommend_photo_packB | Recommend the best photo packs for a given user objective or niche. |
| improve_promptC | Improve a basic user prompt into a high-converting, marketing-grade AI prompt. |
| suggest_stylesC | Suggest popular visual styles and rendering qualities for a prompt type. |
| generate_content_calendarB | Generate an editorial photo and video publishing calendar with prompt briefs. |
| generate_captionB | Generate viral captions and hashtags tailored for Instagram, TikTok, or LinkedIn. |
| resize_image_for_platformB | Resize and re-crop an image for specific social media aspect ratios. |
| export_to_shopifyB | Export AI fashion and product photos directly to Shopify product listings. |
| export_to_socialC | Export and schedule photos and videos to social platforms. |
| export_to_notionB | Create a fashion shoot log or marketing brief in Notion. |
| export_to_fanvueC | Export and publish AI creator assets to Fanvue. |
| remaining_creditsB | Retrieve the users current remaining credit balance. |
| subscription_statusA | Retrieve the active subscription status and renewal date for the user. |
| list_generationsC | Retrieve recent AI generations created in the studio. |
| delete_generationC | Delete an image generation from the studio gallery. |
| favorite_generationC | Toggle favorite status or rename an image generation. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
| linkedin_executive_headshot | Studio-calibrated executive headshot prompt |
| luxury_travel_editorial | High-fashion travel and destination photography |
| swaptok_video_clone | Dynamic vertical motion capture clone |
| ecommerce_product_shoot | Commercial product advertising photography |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
| PhotoForge Photo Packs Catalog | |
| Studio Style Presets |
TDQS
Scored across 28 tools
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.
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.
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.
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.