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 risk, EXIF/IPTC/XMP, reverse-image backlinks, content, watermark, OCR via PicDefense.io.
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.
PICDEFENSE_API_TOKEN, X-API-TokenValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"picdefenseio": {
"command": "npx",
"args": [
"-y",
"@picdefenseio/mcp-server"
],
"env": {
"PICDEFENSE_API_TOKEN": "your-value"
}
}
}
}Run this in your terminal
claude mcp add --transport http picdefenseio https://mcp.picdefense.io/mcp --header 'X-API-Token: your-value'claude mcp add picdefenseio --env PICDEFENSE_API_TOKEN=your-value -- npx -y @picdefenseio/mcp-serverFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"picdefenseio": {
"url": "https://mcp.picdefense.io/mcp",
"headers": {
"X-API-Token": "your-value"
}
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"picdefenseio": {
"command": "npx",
"args": [
"-y",
"@picdefenseio/mcp-server"
],
"env": {
"PICDEFENSE_API_TOKEN": "your-value"
}
}
}
}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": {
"picdefenseio": {
"type": "http",
"url": "https://mcp.picdefense.io/mcp",
"headers": {
"X-API-Token": "your-value"
}
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"picdefenseio": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@picdefenseio/mcp-server"
],
"env": {
"PICDEFENSE_API_TOKEN": "your-value"
}
}
}
}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.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
X-API-Token secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
The server asks you to sign in before it lists its tools.
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 9, 2026
The registry name was verified with the GitHub account rchanllc, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 146 ms (HTTP 401)
Needs a key or token that you copy and paste yourself
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 2 of 3 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.
You need to fill in: PICDEFENSE_API_TOKEN, X-API-Token
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (1.1.2) reached the registry 6 days 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:↓ Downloads per weeki★ 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.
A Model Context Protocol server for the PicDefense.io API — let AI agents run reverse-image risk analysis, EXIF/IPTC/XMP metadata extraction, image backlink discovery, and image content detection (face / landmark / logo / label / SafeSearch) on any image URL.
/mcp) and legacy SSE (/sse)/docs| Tool | Description |
|---|---|
picdefense_get_credits | Remaining account credit balance |
picdefense_check_image_risk | Reverse-image risk analysis + picrisk score (core tool) |
picdefense_extract_exif | Extract EXIF metadata (camera, timestamps, GPS) plus IPTC/XMP copyright, creator, credit and licensor fields |
picdefense_detect_face | Detect a human face in an image |
picdefense_detect_landmark | Detect a recognizable landmark |
picdefense_detect_logo | Detect a brand logo |
picdefense_safesearch | Content-safety (adult/violence/racy/…) assessment |
picdefense_find_backlinks | Find pages where an image appears |
picdefense_detect_labels | Detect descriptive labels for image contents |
picdefense_extract_text | Extract text from an image via OCR |
picdefense_detect_watermark | Detect a visible stock/photographer watermark (source + confidence) |
All image tools take a single url (a public http/https image URL). Most tools consume account credits per call — use picdefense_get_credits to check your balance.
Every request authenticates with your PicDefense API token, which is your user id and API key joined by a colon:
USERID:APIKEY
Find both in your PicDefense.io account settings: https://app.picdefense.io/?returnUrl=https://app.picdefense.io/dashboard/settings
The token is sent as the X-API-TOKEN header to the API (https://app.picdefense.io/api/v2).
The hosted server runs at https://mcp.picdefense.io. Add it to Claude Code:
# Streamable HTTP (recommended)
claude mcp add -t http picdefense "https://mcp.picdefense.io/mcp" \ --header "X-API-Token: USERID:APIKEY"
claude mcp add -t sse picdefense "https://mcp.picdefense.io/sse?token=USERID:APIKEY"
Quick HTTP smoke test:
curl -X POST https://mcp.picdefense.io/mcp \
-H "Content-Type: application/json" \ -H "X-API-Token: USERID:APIKEY" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'
Claude Desktop launches MCP servers as local commands, so reach the hosted server through the mcp-remote bridge (requires Node.js installed). See claude_desktop_config.example.json:
{
"mcpServers": { "picdefense": { "command": "npx", "args": [ "-y", "mcp-remote", "https://mcp.picdefense.io/sse?token=YOUR_USERID:YOUR_APIKEY" ] } } }
Edit your claude_desktop_config.json (Settings → Developer → Edit Config), add the mcpServers block above with your USERID:APIKEY, then fully quit and reopen Claude Desktop.
Testing against a plain-HTTP server (e.g.
http:// :6910) instead of HTTPS?
mcp-remoteblocks non-HTTPS origins unless the host islocalhost— append
"--allow-http"to theargsarray, or reach it over an SSH tunnel tolocalhost.
Run the published package directly. Requires Node.js installed.
{
"mcpServers": { "picdefense": { "command": "npx", "args": [ "-y", "@picdefenseio/mcp-server", "--api-token", "USERID:APIKEY" ] } } }
You can also pass the token via the PICDEFENSE_API_TOKEN env var instead of --api-token.
Clone and build, then point Claude Desktop at the built entry point:
git clone https://github.com/rchanllc/picdefenseio-mcp-server.git
cd picdefenseio-mcp-server npm install npm run build
Then use "command": "node" with "args": ["/absolute/path/to/dist/index.js", "--api-token", "USERID:APIKEY"].
| Variable | Default | Description |
|---|---|---|
PICDEFENSE_API_TOKEN | — | USERID:APIKEY (stdio only; hosted server reads it per-connection) |
PICDEFENSE_API_BASE_URL | https://app.picdefense.io/api/v2 | API base URL |
PORT | 6910 | Hosted server listen port |
npm run dev:sse # tsx watch, auto-reload
# via docker compose
docker compose up --build -d
./deploy.sh
The container is named picdefenseio_mcp and listens on port 6910.
| Method | Path | Purpose |
|---|---|---|
| GET | /health | Health check (used by Docker + CI) |
| GET | /api/info | Server + transport info |
| GET | /tools | List available tools |
| GET | /docs | Swagger UI for the underlying API |
| GET | /sse?token=USERID:APIKEY | Open an SSE MCP session |
| POST | /messages?sessionId= | SSE session message channel |
| POST | /mcp | Streamable HTTP MCP (header X-API-Token) |
There is no CI/CD in this repo — host it yourself. On your server:
git clone https://github.com/rchanllc/picdefenseio-mcp-server.git
cd picdefenseio-mcp-server docker compose up --build -d # or: ./deploy.sh
The container is named picdefenseio_mcp and listens on 6910. To update, git pull and re-run docker compose up --build -d.
Front it with nginx at https://mcp.picdefense.io → 127.0.0.1:6910 (proxy_buffering off and a long read timeout are recommended for the /sse path).
┌──────────────┐ ┌────────────────────────┐ ┌─────────────────────────┐
│ MCP Client │───▶│ PicDefense MCP Server │───▶│ PicDefense.io API v2 │ │ (Claude etc.)│ │ (port 6910) │ │ app.picdefense.io/api/v2│ └──────────────┘ └────────────────────────┘ └─────────────────────────┘ token (USERID:APIKEY) forwarded as X-API-TOKEN ───────────▶
Each connection builds its own API client + MCP server bound to the caller's token, so the service is multi-tenant and stateless with respect to credentials.
MIT — see LICENSE.