Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
ModelsLab v8 generation APIs: discover models, providers and endpoints, then run them.
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
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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.
Run this in your terminal
claude mcp add --transport http modelslab-v8 https://modelslab.com/mcp/v8 --header 'Authorization: Bearer {api_key}'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"modelslab-v8": {
"url": "https://modelslab.com/mcp/v8",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}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": {
"modelslab-v8": {
"type": "http",
"url": "https://modelslab.com/mcp/v8",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}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 6, 2026
The registry name was verified with the GitHub account ModelsLab, 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 35 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: Spec Driven Development, Remote Desktop Commander, debuff
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Let coding agents play, test and tune your 2D web game: live state, explained errors, replays, fuzz.
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.
ModelsLab MCP Server
Generate images, video, speech, music and sound effects, and run LLM chat, across 10,000+ AI models from any MCP client.
Website · Docs · Pricing · Discord
ModelsLab runs a hosted, remote MCP server. There is nothing to install: point your MCP client at the URL below and sign in with OAuth, or send your ModelsLab API key.
| Server URL | https://modelslab.com/mcp/v7 |
| Transport | Streamable HTTP |
| Auth | OAuth 2.1 (PKCE + dynamic client registration), or Authorization: Bearer |
| API key | modelslab.com/dashboard/api-keys |
| Server card | /.well-known/mcp/server-card.json |
| Official registry | io.github.ModelsLab/modelslab |
| Category | Tools |
|---|---|
| Discovery | list-models, list-providers |
| Image | text-to-image, image-to-image, inpaint-image, fetch-image |
| Video | text-to-video, image-to-video, video-to-video, lip-sync, motion-control, fetch-video |
| Audio | text-to-speech, speech-to-text, speech-to-speech, sound-generation, music-generation, song-extender, song-inpaint, dubbing, fetch-audio |
| LLM | chat-completion |
| Jobs | fetch-generation |
Most generation is asynchronous. A tool returns "status": "processing" with an id; call fetch-generation with that id until the status is success or error. Use list-models first to get a valid model_id (Flux, Qwen Image, Seedream, Kling, Veo, Wan, Hailuo, ElevenLabs-class voices, open-source LLMs, and more).
Settings → Connectors → Add custom connector → URL https://modelslab.com/mcp/v7. Claude detects OAuth and opens the ModelsLab sign-in page.
claude mcp add --transport http modelslab https://modelslab.com/mcp/v7
Or with an API key:
claude mcp add --transport http modelslab https://modelslab.com/mcp/v7 \
--header "Authorization: Bearer $MODELSLAB_API_KEY"
~/.cursor/mcp.json:
{
"mcpServers": { "modelslab": { "url": "https://modelslab.com/mcp/v7", "headers": { "Authorization": "Bearer YOUR_MODELSLAB_API_KEY" } } } }
.vscode/mcp.json:
{
"servers": { "modelslab": { "type": "http", "url": "https://modelslab.com/mcp/v7", "headers": { "Authorization": "Bearer ${input:modelslab-key}" } } }, "inputs": [ { "type": "promptString", "id": "modelslab-key", "description": "ModelsLab API key", "password": true } ] }
~/.codeium/windsurf/mcp_config.json:
{
"mcpServers": { "modelslab": { "serverUrl": "https://modelslab.com/mcp/v7", "headers": { "Authorization": "Bearer YOUR_MODELSLAB_API_KEY" } } } }
~/.gemini/settings.json:
{
"mcpServers": { "modelslab": { "httpUrl": "https://modelslab.com/mcp/v7", "headers": { "Authorization": "Bearer YOUR_MODELSLAB_API_KEY" } } } }
~/.codex/config.toml:
[mcp_servers.modelslab]
url = "https://modelslab.com/mcp/v7" bearer_token_env_var = "MODELSLAB_API_KEY"
Use mcp-remote:
{
"mcpServers": { "modelslab": { "command": "npx", "args": ["-y", "mcp-remote", "https://modelslab.com/mcp/v7", "--header", "Authorization: Bearer ${MODELSLAB_API_KEY}"], "env": { "MODELSLAB_API_KEY": "YOUR_MODELSLAB_API_KEY" } } } }
| URL | What it does | Auth |
|---|---|---|
https://modelslab.com/mcp/v8 | Next-generation v8 generation APIs | OAuth or API key |
https://modelslab.com/mcp/agents | Account, billing, team, API key and model discovery for autonomous agents | Agent token |
MCP calls bill the same as the REST API. Plans start at $21/month; the $149/month plan gives unlimited generations on open-source models. See modelslab.com/pricing.
ModelsLab is an AI API platform with 10,000+ models, 400,000+ registered users and 500 million+ API requests served, running on its own GPU datacenter. Founded in 2022.
The documentation and config files in this repository are MIT licensed. The hosted service is covered by the ModelsLab terms.