Figma Context MCP
Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.
Description from the maker (original English)
Image & PDF tools for AI agents: compress, convert, resize, PDF, AI vision, pipeline.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Works in Claude on the web, desktop and mobile:
https://www.sammapix.com/api/mcpRun this in your terminal
claude mcp add --transport http sammapix https://www.sammapix.com/api/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"sammapix": {
"url": "https://www.sammapix.com/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"sammapix": {
"type": "http",
"url": "https://www.sammapix.com/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://www.sammapix.com/api/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account samma1997, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Figma Context MCP, Claude Real Video, Figma MCP Server
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.
Let any LLM watch a video locally — and search everything it has ever watched.
Figma’s official server gives AI your design data so it can turn designs into code or describe them accurately. Connects to Figma’s cloud.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
SammaPix 35 free browser-based image tools — compress, convert, rename with AI, and more.
SammaPix is a free, open-source image optimization platform that runs entirely in the browser. No uploads. No account required. No watermarks. Your images never leave your device.
Built for content creators, developers, and anyone who works with images at scale.
Key features:
SammaPix is also a remote MCP server so AI agents (Claude, Cursor, and any MCP-compatible client) can run real image & PDF processing directly — no local install.
https://www.sammapix.com/api/mcp (Streamable HTTP)Add it to your agent:
{
"mcpServers": { "sammapix": { "url": "https://www.sammapix.com/api/mcp" } } }
Full docs, benefits, and REST examples: [sammapix.com/for-ai-agents](https://www.sammapix.com/for-ai-agents)
| Tool | Description |
|---|---|
| Compress | Reduce file size without visible quality loss |
| WebP Converter | Convert JPG/PNG to WebP for faster web delivery |
| HEIC Converter | Convert iPhone HEIC photos to JPG or PNG |
| Batch Resize | Resize multiple images by pixel dimensions or percentage |
| Crop & Ratio | Crop to standard aspect ratios or custom dimensions |
| PDF to Image | Extract pages from PDF as high-quality images |
| Tool | Description |
|---|---|
| AI Organize | Drop 100+ photos — AI sorts them into named folders |
| AI Rename | Generate descriptive, SEO-friendly filenames automatically |
| AI Alt Text | Generate accessibility alt text for any image |
| AI Photo Sort | Sort photos by subject, scene, or custom criteria |
| Web Optimize | AI-assisted optimization for web performance |
| Transcribe | Extract text from images (OCR) |
| Tool | Description |
|---|---|
| Film Filters | Apply 14 analog film presets (Kodak, Fuji, Polaroid, etc.) |
| Watermark | Add text or image watermarks with custom positioning |
| Tool | Description |
|---|---|
| EXIF Viewer | Inspect full metadata — GPS, camera, exposure, timestamps |
| EXIF Remover | Strip GPS and privacy data before sharing |
| Find Duplicates | Detect duplicate images by visual similarity |
| Batch Rename | Rename files in bulk with custom patterns and sequences |
| Cull | Quickly review and select keepers from a shoot |
| Sort by Location | Group photos by GPS coordinates on an interactive map |
| Photo Map | Visualize where your photos were taken |
| Layer | Technology |
|---|---|
| Framework | Next.js 15 (App Router) |
| Language | TypeScript 5 |
| Styling | Tailwind CSS |
| State | Zustand + Immer |
| Auth | NextAuth.js v4 (Google, GitHub, Magic Link) |
| Database | Neon (PostgreSQL) via Drizzle ORM |
| AI | Google Gemini 1.5 Flash |
| Payments | Stripe |
| Resend | |
| Compression | browser-image-compression |
| HEIC | heic-convert / heic2any |
| Batch download | JSZip + file-saver |
| Testing | Playwright (E2E) |
Dashboard
AI Organize
git clone https://github.com/samma1997/sammapix.git
cd sammapix npm install cp .env.local.example .env.local # fill in your keys npm run dev
Open http://localhost:3000.
Most tools work without any API keys — only AI features require a GEMINI_API_KEY.
# Auth
NEXTAUTH_SECRET= GOOGLE_CLIENT_ID= GOOGLE_CLIENT_SECRET=
DATABASE_URL= # Neon PostgreSQL connection string
GEMINI_API_KEY=
STRIPE_SECRET_KEY= STRIPE_WEBHOOK_SECRET= NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY= STRIPE_PRO_PRICE_ID=
NEXT_PUBLIC_APP_URL=http://localhost:3000
All image processing tools run entirely in your browser using the Canvas API, WebAssembly, and client-side JavaScript libraries. Your images are never uploaded to any server.
For AI tools (AI Rename, AI Alt Text, AI Organize), a small thumbnail is sent to Google Gemini for analysis. Full-resolution originals never leave your device and are never stored anywhere.
Contributions are welcome. Please open an issue before submitting a pull request for significant changes.
git checkout -b feature/your-feature)For bug reports and feature requests, use GitHub Issues.
MIT — see LICENSE for details.
Built by Luca Sammarco · Live at sammapix.com