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)
AI-only ad scoring for Claude: score image, video or text ads on 13 dimensions before you spend.
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.
ADTEST_API_KEY, ADTEST_API_BASE, ADTEST_POLL_TIMEOUT_MSValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"adtest": {
"command": "npx",
"args": [
"-y",
"adtest-mcp"
],
"env": {
"ADTEST_API_KEY": "your-value",
"ADTEST_API_BASE": "your-value",
"ADTEST_POLL_TIMEOUT_MS": "your-value"
}
}
}
}Run this in your terminal
claude mcp add adtest --env ADTEST_API_KEY=your-value --env ADTEST_API_BASE=your-value --env ADTEST_POLL_TIMEOUT_MS=your-value -- npx -y adtest-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"adtest": {
"command": "npx",
"args": [
"-y",
"adtest-mcp"
],
"env": {
"ADTEST_API_KEY": "your-value",
"ADTEST_API_BASE": "your-value",
"ADTEST_POLL_TIMEOUT_MS": "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": {
"adtest": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"adtest-mcp"
],
"env": {
"ADTEST_API_KEY": "your-value",
"ADTEST_API_BASE": "your-value",
"ADTEST_POLL_TIMEOUT_MS": "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 one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
ADTEST_API_BASE envADTEST_POLL_TIMEOUT_MS envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 6, 2026
The registry name was verified against the domain adtest.ai (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
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.
You need to fill in: ADTEST_API_KEY
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.1.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
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.
· Registry name: ai.adtest/adtest-mcp · License: MIT
Adds a single `analyze_advert` tool to Claude (Desktop, Code, or any MCP client) that runs AdTest.AI's AI-only 13-dimension analysis of an advert — image, video, or text — and returns a detailed scoring report. (Human-panel validation is available in the web app only, not through this server.)
Quick add for Claude Code:
claude mcp add adtest -e ADTEST_API_KEY=adk_your_key_here -- npx -y adtest-mcp
claude_desktop_config.json; Claude Code: .mcp.json): {
"mcpServers": { "adtest": { "command": "npx", "args": ["-y", "adtest-mcp"], "env": { "ADTEST_API_KEY": "adk_your_key_here" } } } }
Or run it from a local checkout (after npm install in this folder):
{
"mcpServers": { "adtest": { "command": "node", "args": ["/absolute/path/to/mcp-server/index.js"], "env": { "ADTEST_API_KEY": "adk_your_key_here" } } } }
analyze_advert — provide one of:
| arg | meaning |
|---|---|
url | public URL of an image or video advert (we download it) |
file_path | local image/video file to upload |
text | ad copy to analyze |
brand_url *(optional)* | advertiser website — improves brand/logo detection |
Returns the AI analysis text plus the amount charged and your remaining balance.
The server submits the job to POST /developer/ai-analysis/jobs, gets a job_id back immediately, then polls GET /developer/ai-analysis/jobs/{job_id} every few seconds until it's complete or failed. This is why video works: a single synchronous request would be cut off by the CDN edge timeout (~100s), but video analysis can take several minutes. You're charged once, on success, when the job completes — a failed job is never billed.
ai.adtest/adtest-mcp.x-api-key header, set from ADTEST_API_KEY.https://app.adtest.ai/adtest-api; override with ADTEST_API_BASE for staging.ADTEST_POLL_TIMEOUT_MS (milliseconds) for very long video.invalid_api_key, insufficient_funds, no_creative, invalid_url, unsupported_media_type, too_many_requests, analysis_failed (the last is not charged).MIT — see LICENSE.