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figma-to-ai-prompter

★ 34 Open GitHub ↗

Generate optimized prompts for Lovable, Figma Make, Pencil.dev, Paper.design and Google Stitch from your Figma designs

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# Figma Proto Prompt

```txt
███████╗██╗ ██████╗ ███╗   ███╗ █████╗
██╔════╝██║██╔════╝ ████╗ ████║██╔══██╗
█████╗  ██║██║  ███╗██╔████╔██║███████║
██╔══╝  ██║██║   ██║██║╚██╔╝██║██╔══██║
██║     ██║╚██████╔╝██║ ╚═╝ ██║██║  ██║
╚═╝     ╚═╝ ╚═════╝ ╚═╝     ╚═╝╚═╝  ╚═╝

██████╗ ██████╗  ██████╗ ████████╗ ██████╗
██╔══██╗██╔══██╗██╔═══██╗╚══██╔══╝██╔═══██╗
██████╔╝██████╔╝██║   ██║   ██║   ██║   ██║
██╔═══╝ ██╔══██╗██║   ██║   ██║   ██║   ██║
██║     ██║  ██║╚██████╔╝   ██║   ╚██████╔╝
╚═╝     ╚═╝  ╚═╝ ╚═════╝    ╚═╝    ╚═════╝

██████╗ ██████╗  ██████╗ ███╗   ███╗██████╗ ████████╗
██╔══██╗██╔══██╗██╔═══██╗████╗ ████║██╔══██╗╚══██╔══╝
██████╔╝██████╔╝██║   ██║██╔████╔██║██████╔╝   ██║
██╔═══╝ ██╔══██╗██║   ██║██║╚██╔╝██║██╔═══╝    ██║
██║     ██║  ██║╚██████╔╝██║ ╚═╝ ██║██║        ██║
╚═╝     ╚═╝  ╚═╝ ╚═════╝ ╚═╝     ╚═╝╚═╝        ╚═╝

⸻

🚀 Overview

Figma-to-AI Prompter is a tool that converts Figma designs into structured prompts
that can be used with AI tools to generate working prototypes.

It bridges the gap between design → prompt → prototype, enabling faster iteration
and reducing manual translation effort.

⸻

🧠 How it works
	1.	Extract design structure from Figma
	2.	Transform layout + components into structured prompts
	3.	Feed prompts into AI tools (Lovable, Figma Make, etc.)
	4.	Generate working prototypes automatically

⸻

🧰 Supported Tools

⸻

📂 Project Structure

figma-to-ai-prompter/
│
├── prompts/
│   ├── figma-to-lovable.md
│   ├── figma-to-figmamake.md
│   ├── figma-to-pencil.md
│   └── figma-to-paper.md
│
├── examples/
│   ├── input-figma.json
│   └── output-prompt.md
│
├── scripts/
│   └── transform.js
│
└── README.md

⸻

⚙️ Usage
	1.	Export your Figma design (JSON or structured data)
	2.	Select your target AI tool
	3.	Use the corresponding prompt template
	4.	Paste into your AI tool
	5.	Generate your prototype
	6.  Give to the AI the Figma Make published link to let the Ai validate the outcome
	7.  The Ai will give you an updated prompt if needed to make the prototype resemble more the Figma design

⸻

🎯 Goal

Enable designers and developers to:
	•	Reduce friction between design and development
	•	Prototype faster using AI
	•	Standardize prompt engineering for UI generation

⸻

⚡ Token Efficiency Benchmark

> 🔥 Up to 97% reduction in prompt size**  
>    18% reduction in execution cost**

⸻

📊 End-to-End Token Optimization

|        Layer          |      Before      |      After      |       Improvement      |
|-----------------------|------------------|-----------------|------------------------|
| 🧠 Skill Execution    |  ~40,782 tokens  |  ~33,508 tokens |        **↓ 18%**       |
| ✍️ Prompt Output      | 500–1,500 tokens |    ~45 tokens   |       **↓ 91–97%**     |

⸻

📉 Prompt Size Breakdown

```txt
Baseline (estimated)
████████████████████████████████████████████████████ 500–1500 tokens

Optimized (actual)
███ ~45 tokens

⸻

🧪 Real Measurement (Figma Make Flow)

Step	                   Tokens
Initial prompt	            ~45
Validation + corrections	~45
Total flow	                ~90

⸻

🔍 Why This Works

MCP Text Context Block vs Frame Attachment

Approach	            Token Cost	              Precision	           Behavior
Frame attachment 	 +300–500 hidden tokens	         Low	     Visual interpretation
MCP text context	   ~0 overhead	                 High	     Structured + explicit

⸻

🚀 Impact
	•	Eliminates hidden token overhead from Figma frames
	•	Produces smaller, more deterministic prompts
	•	Improves AI output consistency and control
	•	Enables scalable prompt pipelines for UI generation

⸻

🧩 Summary

Execution Cost   ██████████████████████████  -18%
Prompt Size      ███████████████████████████████████████████████████████████████████████████████  -91% to -97%

Result:
A highly optimized pipeline from Figma → Prompt → Prototype with dramatically lower cost and higher control.

⸻

🔥 Future Improvements
	•	Automated Figma plugin
	•	Prompt optimization layer
	•	Multi-framework output (React, Vue, HTML)
	•	AI-assisted design validation

⸻

👨‍💻 Author

Roy Villasana
Senior UX Designer | AI Product Builder
royvillasana@gmail.com

⸻

⭐ Contribute

Feel free to open issues or submit pull requests to improve prompts,
integrations, or workflows.

figma-to-ai-prompter

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