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, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance.
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.
AuthorizationValues 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 …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http avots https://mcp.avots.ai/ --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"avots": {
"url": "https://mcp.avots.ai/",
"headers": {
"Authorization": "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": {
"avots": {
"type": "http",
"url": "https://mcp.avots.ai/",
"headers": {
"Authorization": "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.
Authorization secret required HTTP headerThese 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 avotsai, 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.
You need to fill in: Authorization
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 5 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.
Official MCP (Model Context Protocol) server for [avots.ai](https://avots.ai) - a multi-provider AI platform.
One connection gives you:
The server lives at `https://mcp.avots.ai/` and speaks the MCP 2025-06-18 spec over Streamable HTTP. Tools are billed per call against your avots balance (same balance you'd see on the web app or the Telegram bot).
av_mcp_<48hex>).| Client | Guide | Auth model |
|---|---|---|
| Claude.ai web | docs/claude-web.md | OAuth - paste URL, click Connect, sign in (no token copy-paste) |
| Claude Desktop | docs/claude-desktop.md | Bearer token via mcp-remote |
| Claude Code (CLI) | docs/claude-code.md | Bearer token via claude mcp add |
| Cursor | docs/cursor.md | Bearer token via mcp-remote |
| Cline | docs/cline.md | Bearer token via mcp-remote |
| Any other MCP client | docs/tools.md - endpoint + tool list | Bearer header Authorization: Bearer av_mcp_… |
Ready-to-paste mcp.json snippets live under examples/.
Nineteen tools, all documented in docs/tools.md:
| Tool | Cost | What it does |
|---|---|---|
check_balance | free | Current tokens, subscription tier and the full pricing catalog. |
list_models | free | All active models with per-call cost (filter by chat, image, video, audio). |
list_avatars | free | The user's saved reusable face identities. |
list_trends | free | The avots Studio catalog of viral templates (face-swap videos, ads, animations). |
check_job | free | Poll any async job by job_id. |
chat | ~10-1000 ⚡ | Send a prompt to any chat model. Useful for delegating to GPT, DeepSeek, Sonar, etc. |
generate_image | ~200-500 ⚡ | Sync image gen AND photo editing (image_urls). Recraft can return native vector SVG (format: "svg", 2x). |
generate_video | ~200-5000 ⚡ | Async video gen with two-step confirmation; supports i2v, multi-photo character refs and motion-reference clips. |
face_swap_video | ~500-2000 ⚡ | Swap the face in an existing video with a photo (or saved avatar). Two-step. |
edit_video | ~450 ⚡/sec | Scene edit of an existing clip by text prompt; person, motion and original audio preserved. Two-step. |
lipsync_video | ~300-600 ⚡ | Re-voice an existing talking video: new text (TTS) or a ready audio track. Two-step. |
create_avatar | free / ~200-500 ⚡ | Save a reusable face identity from a photo (free) or generate one from a description. |
generate_talking_avatar | ~600-2500 ⚡ | A portrait speaks your exact text: TTS + lip-sync, quality/fast tiers. Two-step. |
generate_vlog | preview shows price | Vertical AI-influencer clip for Shorts / TikTok: the server writes the line from your topic. Two-step. |
generate_audio | ~50-800 ⚡ | Music (ElevenLabs Music, ACE-Step, Stable Audio) or TTS narration incl. cloned voices. Async. |
create_montage | ~200 ⚡ | Slideshow reel from 4-25 photos: Ken Burns + crossfades + music. |
create_travel_poster | ~200-500 ⚡ | Face photo → vintage travel poster of any country. Synchronous. |
recreate_trend | per trend | Put the user's face into a viral template from list_trends. |
create_calendar_event | ~5 ⚡ | Natural language → event in the linked Apple/Google calendar (or an .ics download). |
About the two-step video flow. Video is the most expensive tool. To avoid surprise spend,
generate_videoreturns a preview card the first time it's called (no submit, no reserve). The client (e.g. Claude) shows the cost + alternative models with prices and asks the user. The user confirms, the client re-calls with the chosenmodel+confirmed: true, and only then does the job get submitted. On submit error the server returns the same alternatives card - it never silently swaps to a pricier model.
A few things this is actually useful for. Each one chains two or more tools through one connection and one balance.
Each of these flows is written out as a runnable script — exact prompt, tool sequence, model picks, cost — in docs/recipes.md.
Cost ranges from ~200⚡ for a single image to ~5000⚡ for a 10-second 1080p Kling Pro clip — run list_models (free) at any time for live per-call prices.
All tool calls bill against your avots balance, just like the web app and Telegram bot. No separate metering. Daily USD cap (set in Settings) and per-key rate limits apply.
See pricing.avots.ai for token packs and subscriptions.
Common cross-client issues (401s, daily caps, two-step video flow, image rendering, npx PATH gotchas) are collected in docs/troubleshooting.md. For client-specific setup, see the per-client guide linked in the table above.
Open an issue here, or write to hello@avots.ai. For platform questions (billing, models, web app) the Telegram bot @AvotsAIbot is the fastest channel.
MIT - feel free to fork the docs, the examples, and anything else here.