Figma Context MCP
Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.
Stop burning credits on broken AI video: check every render before you pay for the next one.
Pick the AI app you use, then copy the settings.
Passed 3/4 checks · Runs on your computer
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No install path has passed yet. See the maker’s instructions or pick another server in this category · Maker’s install instructions · Others in this category
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B · Others in Design, images & audio that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
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STG_LICENSE_KEY secret required envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
mcpb: …/smart-token-guard-1.2.2.mcpbBased on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
GooseLM StudioMsty StudioCherry StudioVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
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GooseLM StudioMsty StudioCherry StudioVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
The server did not answer when we last checked, so we could not read 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 13, 2026
The registry name was verified with the GitHub account nwjnjjj, which owns the repo
Code last changed 2 months ago
Uses MIT
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 4 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, STG_LICENSE_KEY
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed 2 months ago, and the latest version (1.2.2) 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 on the web (full MCP on Business and above; Pro read-only).
In the same category: Figma Context MCP, AutoClip, Next AI Draw.io
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.
draw.io diagrams your AI agent draws on a live browser canvas that you can also edit by hand
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.
English · 简体中文
Stop burning credits on broken AI video.
Every black frame, frozen shot and off-model keyframe is money you already paid for. SmartTokenGuard checks each keyframe and clip from ComfyUI, Kling, Runway, Veo, Hailuo, Seedance or any other AI video tool the moment it renders, and tells your AI assistant whether it's worth paying for the next step: pass it, retry with exact fixes, switch models, or stop spending on that shot.
How much are broken renders costing you? Try the calculator: https://nwjnjjj.github.io/smart-token-guard/
| Tool | What it does |
|---|---|
stg_inspect_render | Measures an image or video: blur and soft focus, over/under-exposure, black frames, frozen segments, flicker, hard cuts, impacts and flashes, and colour/lighting drift against a reference image. Returns review frames so your assistant can check hands, faces and identity. |
stg_qa_gate | Turns measured issues + what the assistant saw into PASS / RETRY_SAME_MODEL / SWITCH_TO_FALLBACK / HALT / HALT_BUDGET, with concrete fixes (negative-prompt terms, lower motion, new seed). Keeps a spend ledger per project on your computer. |
stg_detect_events | Exact frames of impacts, flashes and cuts, for placing sound effects. |
stg_spend_report | What a project spent, attempts per passed shot, first-try pass rate, keyframes rejected before paying for video. |
stg_account, stg_pricing | License usage and plans. |
Check the keyframe first. A rejected still costs nothing. A rejected 5-second clip has already been paid for.
How verdicts work: measured checks run automatically, and your assistant reviews the returned frames for hands, faces and identity before a render can PASS, so nothing broken slips through to the next paid step.
| Plan | Monthly | Yearly | Checks per month |
|---|---|---|---|
| Starter | US$9 | US$99 | 300 |
| Pro | US$29 | US$290 | 3,000 |
Checks reset on the 1st of each month (UTC). One license per person; teams buy one per member. Checkout, tax and invoices are handled by Polar, the merchant of record. The license key in your Polar receipt is your API key. Cancel or change plans in the Polar customer portal. Run stg_pricing for the checkout links.
Requires uv.
Claude Desktop / Cursor: add to claude_desktop_config.json or ~/.cursor/mcp.json:
{
"mcpServers": { "smart-token-guard": { "command": "uvx", "args": ["--from", "git+https://github.com/nwjnjjj/smart-token-guard", "smart-token-guard"], "env": { "STG_LICENSE_KEY": "your-license-key" } } } }
Claude Code
claude mcp add smart-token-guard -e STG_LICENSE_KEY=your-license-key -- uvx --from git+https://github.com/nwjnjjj/smart-token-guard smart-token-guard
VS Code: .vscode/mcp.json → {"servers": {"smart-token-guard": {"type": "stdio", "command": "uvx", "args": [...same...], "env": {...}}}}
Then ask: *"Inspect renders/sh010_keyframe.png against refs/kai.png. If it passes, I'll render the clip on Kling (0.7 USD, fallback Runway)."*
pip install git+https://github.com/nwjnjjj/smart-token-guard
from smart_token_guard import Client
stg = Client() # reads STG_LICENSE_KEY report = stg.inspect("renders/sh010.mp4", reference_image="refs/kai.png") print(report"report", report"license")
decision = stg.qa_gate(model="Kling", render_cost_usd=0.7, technical_issues=report"report", semantic_defects=["deformed_hands"], fallback_model="Runway") print(decision["decision"], decision["actions"])
HTTP API: POST /v1/inspect (multipart file, optional reference, options JSON), POST /v1/qa-gate, GET /v1/account with Authorization: Bearer . See GET /v1/capabilities.
No install needed. Media is passed as a public https URL; the server downloads it, analyses it and deletes it.
https://stg-agent-560636228350.asia-east1.run.app/mcp with header Authorization: Bearer . Tools: stg_inspect_media_url, stg_qa_gate, stg_account, stg_pricing.https://stg-agent-560636228350.asia-east1.run.app/.well-known/agent-card.json, JSON-RPC message/send at /a2a. Send a data part {"media_url": "https://..."} (or text containing a link) to inspect, or {"skill": "qa-gate", ...} for a decision.~/.smart-token-guard/).Refunds, invoices and cancellation: Polar customer portal (link in your receipt). The client code in this repository is MIT licensed; the hosted API requires a paid license.