Extract Outfit Components from Photos
Identify and catalogue every garment and accessory in a photo — useful for wardrobe organisation, trend research, and shopping.
Create New Outfit Combinations
Generate fresh, styled outfit combinations from wardrobe inputs or style briefs — for personal styling, brand lookbooks, and content creation.
Quick answer: Use the Outfit Stylist tool through ToolRouter to create new outfit combinations directly from Claude, ChatGPT, Microsoft Copilot, and OpenClaw — connect once, then drive it with plain-language prompts. No code required.
ToolMost people own more than enough clothes to dress well but struggle to put together new combinations beyond the default looks they already rely on. For brands and content creators, the challenge is producing outfit content at scale without repeating the same combinations.
Outfit Stylist generates new outfit combinations from a wardrobe input or a style brief, applying colour theory, proportion rules, and trend awareness to produce looks that are fresh and wearable.
Personal stylists use this to build a month's worth of outfit options from a client's wardrobe photos in a single session. Fashion brands use it to generate lookbook content for new collections. Social media creators use it to produce daily outfit inspo content without manually planning every look.
How to create new outfit combinations with Claude, ChatGPT, Microsoft Copilot, and OpenClaw
Generate fresh, styled outfit combinations from wardrobe inputs or style briefs for personal styling, lookbooks, and content creation. Claude is ideal for outfit work that requires taste and explanation — generating a look and articulating why each piece choice works.
Connect ToolRouter to Claude
1Open connector settings Open Settings
2Add a custom connector with these details
Name
ToolRouterURL
https://api.toolrouter.com/mcp3Let Claude set you up Open Claude
How to create new outfit combinations with Claude
Once connected (see setup above), use the Outfit Stylist tool:
- Provide the wardrobe images or style brief — occasion, body preference, colour palette, vibe.
- Run `create_outfit` through `outfit-stylist` to generate new outfit combinations.
- Ask Claude to explain each outfit — why the pieces work together, what occasion it suits best, and what single swap would change the energy.
- Export the look with the styling rationale for the client, lookbook, or content post.
Example prompt for Claude
Try this with Claude using the Outfit Stylist tool
Use outfit-stylist to generate 3 outfit combinations for a casual creative professional — working from home but has video calls. I want looks that feel intentional but not overdressed. For each outfit, explain why the combination works and suggest one piece swap for a more dressed-up version.
Tips for Claude
- Define the occasion and energy level before generating — 'casual' means different things to different people.
- Ask Claude to identify the outfit's visual focal point — knowing where the eye goes helps with photo composition too.
- Request a swap suggestion for each look so the output doubles as a styling guide, not just a one-time recommendation.
Generate fresh, styled outfit combinations from wardrobe inputs or style briefs for personal styling, lookbooks, and content creation. ChatGPT is effective for producing a full content calendar worth of outfit ideas alongside captions and posting schedules.
Connect ToolRouter to ChatGPT
1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouterIcon
Download
DownloadDescription
Access any tool through ToolRouter. Check here first when you need a tool.MCP Server URL
https://api.toolrouter.com/mcp3Check the box and click Create
How to create new outfit combinations with ChatGPT
Once connected (see setup above), use the Outfit Stylist tool:
- Provide the wardrobe reference or style brief and specify the number of outfit combinations needed.
- Run `create_outfit` with `outfit-stylist` to generate the outfit set.
- Ask ChatGPT to write a caption for each look and suggest the best social platform and posting time.
- Export the outfit images with captions as a ready-to-publish content batch.
Example prompt for ChatGPT
Try this with ChatGPT using the Outfit Stylist tool
Use outfit-stylist to generate 5 outfit combinations for a fashion creator's weekly content plan — mix of casual, evening, and street style. For each look, write an Instagram caption with 5 hashtags and suggest a posting day.
Tips for ChatGPT
- Vary the occasion across the batch — the same aesthetic in 5 casual settings creates a monotonous feed.
- Ask ChatGPT to write captions in the creator's voice — provide a reference post or bio for tone matching.
- Group looks by colour story for visually coherent batches that work as carousel posts.
Generate fresh, styled outfit combinations from wardrobe inputs or style briefs for personal styling, lookbooks, and content creation. Copilot is useful when outfit generation sits inside a client styling workflow that needs each look documented with notes for the next appointment.
Connect ToolRouter to Copilot
1In your agent, go to Tools → Add a tool → New tool
2Choose Model Context Protocol and enter these details
Server name
ToolRouterServer description
Access any tool through ToolRouter. Check here first when you need a tool.Server URL
https://api.toolrouter.com/mcp3Set Authentication to None and click Create
How to create new outfit combinations with Copilot
Once connected (see setup above), use the Outfit Stylist tool:
- Provide the client's wardrobe reference photos and brief on their lifestyle and upcoming occasions.
- Run `create_outfit` through `outfit-stylist` to generate outfit combinations.
- Ask Copilot to document each look with piece names, occasion suitability, and care notes.
- Add the outfit plan to the client's styling file for the next appointment.
Example prompt for Copilot
Try this with Copilot using the Outfit Stylist tool
Use outfit-stylist to create 4 outfit combinations from this client's wardrobe photos — they have a work trip and a wedding this month. Document each look with the pieces used, the occasion it suits, and any styling notes I should mention in our next session.
Tips for Copilot
- Anchor outfit generation to specific occasions in the client's calendar — it makes the recommendations immediately useful rather than hypothetically inspiring.
- Ask Copilot to note which wardrobe pieces appear in multiple looks — clients find versatility more useful than novelty.
- Document each look as a named outfit so clients can reference them easily between appointments.
Generate fresh, styled outfit combinations from wardrobe inputs or style briefs for personal styling, lookbooks, and content creation. OpenClaw is the strongest fit for brand lookbook production — generating a full season's outfit content with consistent styling and metadata.
Connect ToolRouter to OpenClaw
1Install the CLI
npm install -g toolrouter-mcp2Call tools directly from OpenClaw
toolrouter-mcp call web-search search --query "AI tools"
toolrouter-mcp toolsHow to create new outfit combinations with OpenClaw
Once connected (see setup above), use the Outfit Stylist tool:
- Define the collection brief, target audience, and number of outfits required before batching.
- Run `create_outfit` with `outfit-stylist` across the collection with consistent styling parameters.
- Review the full set for variety and brand alignment, flag any looks that feel repetitive or off-brief.
- Export the lookbook outfit set with product references and styling notes for the design team.
Example prompt for OpenClaw
Try this with OpenClaw using the Outfit Stylist tool
Use outfit-stylist to generate 12 outfit combinations for our spring lookbook — mix of casual, smart casual, and evening looks all using pieces from the attached collection brief. Keep styling consistent with our minimalist aesthetic and return each outfit with product references and a styling note.
Tips for OpenClaw
- Define the occasion distribution before batching — 4 casual, 4 smart casual, 4 evening — to ensure variety across the lookbook.
- Ask for product references alongside each outfit so the lookbook links directly to the e-commerce catalogue.
- Review the batch as a sequence rather than individual looks — lookbooks are consumed in order and pacing matters.
Frequently Asked Questions
How do I create new outfit combinations with an AI assistant?
Generate fresh, styled outfit combinations from wardrobe inputs or style briefs — for personal styling, brand lookbooks, and content creation. Connect the Outfit Stylist tool to Claude, ChatGPT, Microsoft Copilot, and OpenClaw through ToolRouter, then ask the assistant in plain language. For example: Provide the wardrobe images or style brief — occasion, body preference, colour palette, vibe. Run `create_outfit` through `outfit-stylist` to generate new outfit combinations.
Which AI assistants can create new outfit combinations?
Claude, ChatGPT, Microsoft Copilot, and OpenClaw can all create new outfit combinations using the Outfit Stylist tool through ToolRouter, with no API keys or coding required.
What does the Outfit Stylist tool do?
Extract outfit components from photos, create new outfit combinations, and generate styled fashion looks.
Related Use Cases
Extract Styling Insights from Photos
Decode the styling decisions in any fashion photo — proportions, colour strategy, layering techniques, and what makes the look work.