# Furniture Fit Checker AI Agent Connect > Furniture Fit Checker MCP calculates whether furniture can pass through specific openings. It analyzes dimensions, tests different rotation angles, and identifies exactly where a piece might get stuck. You can connect it to your AI client to run quick spatial checks before you buy or move heavy items. ## Overview - **Category:** utility - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_Aqyr5T1AvPC18QqPDNz0aR4I73BkCR3XA6O8ehUw/ai-agent-connect - **Tags:** furniture, dimensions, doorway, fit-check, spatial-reasoning ## Description Moving furniture is a headache if you don't know if it will actually clear the frame. This MCP solves that by treating your doorway and furniture as 3D objects in space. Instead of just looking at width, it evaluates how rotating an item on its side or end changes its clearance. You can feed your AI client the dimensions of a new wardrobe or couch and get an immediate answer on whether it will clear the entrance. It handles the math of finding the best orientation so you don't have to manually calculate every possible angle. If a piece is too large, the tool points out the specific measurement bottleneck causing the issue. It's a practical way to prevent delivery failures and wasted trips. ## Tools ### compare_clearance This tool compares furniture dimensions against doorway limits to find specific measurement bottlenecks. ### find_optimal_orientation This tool identifies the best way to rotate and position furniture to maximize the chance of it fitting through an opening. ### get_fit_status This tool provides a quick yes or no answer regarding whether a piece of furniture can pass through a specific doorway. ### validate_dimensions This tool checks that all provided measurements are physically plausible and logically consistent before running calculations. ## Prompt Examples **Prompt:** ``` Will a sofa that is 200cm long, 90cm wide, and 80cm high fit through a door that is 85cm wide and 200cm high? ``` **Response:** ``` Yes, the sofa will fit through the doorway if it is oriented on its side or end. ``` **Prompt:** ``` Can a wardrobe with dimensions 100x60x210 cm pass through a door that is 55cm wide and 200cm high? ``` **Response:** ``` No, the wardrobe will not fit because its smallest dimensions still exceed the doorway width. ``` **Prompt:** ``` What is the best way to move a table that is 120cm long, 70cm wide, and 75cm high through a door that is 75cm wide and 200cm high? ``` **Response:** ``` The best way to orient the table is to pass it through with the 70cm width facing the doorway width. ``` ## Capabilities ### Spatial Orientation Your agent uses this to find the best angle to rotate an object through a tight space. ### Bottleneck Identification The AI uses this to pinpoint which specific dimension is preventing a successful fit. ### Dimension Validation Your client uses this to ensure the measurements you provided actually make sense. ### Quick Fit Checks The agent uses this to give you a fast yes or no answer for simple clearance questions. ## Use Cases ### Pre-purchase Verification Check if a couch you found online will actually fit through your front door before you click buy. ### Moving Day Planning Determine if a large wardrobe can be maneuvered through narrow hallways or doors. ### Space Optimization Find the best way to tilt or turn an object to get it into a tight room. ### Delivery Logistics Verify if a delivery team will be able to get a heavy item inside a building. ## Benefits - Calculates rotation angles to find the best fit. - Identifies specific measurement conflicts. - Validates input data for physical consistency. - Provides immediate clearance answers. ## How It Works Get spatial clearance answers by connecting the MCP to your preferred AI client. 1. Connect the MCP to Claude, Cursor, or Windsurf via Vinkius. 2. Provide the dimensions of your furniture and the doorway. 3. The AI uses the tools to calculate fit and orientation. 4. Receive a clear answer on whether the item fits and how to move it. ## Frequently Asked Questions **How does the MCP determine if furniture fits?** It evaluates the dimensions of the object against the doorway limits and tests different orientations to find a path through. **Can I use this with Claude or Cursor?** Yes, you can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf. **What happens if my measurements are impossible?** The validate_dimensions tool will check your inputs to ensure they are physically plausible before performing calculations. **Does it suggest how to turn the furniture?** Yes, the find_optimal_orientation tool specifically identifies the best way to rotate an item to maximize clearance. **Will it tell me why a piece won't fit?** Yes, the compare_clearance tool identifies the specific measurement bottlenecks that prevent the item from passing through. **How does the tool determine if the furniture fits?** The tool uses `get_fit_status` to check all possible orientations (upright, on its side, or on its end) to see if any combination of dimensions is less than or equal to the doorway's width and height. **Can I use different units of measurement?** Yes, as long as all dimensions provided for both the furniture and the doorway use the same unit (e.g., all in centimeters or all in inches). **What happens if the furniture is too large?** If the furniture cannot fit, the tool identifies the limiting dimension and provides a reason why it failed to pass through the opening.