mcpbeat Sign in

ModelsLab v8 MCP Server

by modelslab Your server? Claim it
answering

ModelsLab v8 is answering right now. Last checked 7 min ago. It exposes 8 tools.

ModelsLab v8 generation APIs: discover models, providers and endpoints, then run them.

The linked repository no longer exists on GitHub — it was deleted or made private.

Uptime history 32 days of history · worst day 99%
32 days agonow
100.0%
Uptime 24h
91 of 91 checks
8
Tools
read from the server
230 ms
Response time
average over 24h
OAuth sign-in
Access
streamable-http

What changed 1

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 5 October 2026. No other catalogue keeps this.

5 Oct a tool changed the parameters it asks for list-models

ModelsLab v8 missed one check this week

Everything else answered, so this is steady rather than shaky. We check every 15 minutes, which is how a one-off gets told apart from the start of a pattern, and how you hear about the next one within the hour instead of from your users.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 7 min ago.

run in your terminal
claude mcp add modelslab-v8 --transport http https://modelslab.com/mcp/v8
Settings → Connectors → Add custom connector, then paste this address
https://modelslab.com/mcp/v8
~/.codex/config.toml
[mcp_servers.modelslab-v8]
url = "https://modelslab.com/mcp/v8"
.cursor/mcp.json
{
  "mcpServers": {
    "modelslab-v8": {
      "url": "https://modelslab.com/mcp/v8"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "modelslab-v8": {
      "type": "http",
      "url": "https://modelslab.com/mcp/v8"
    }
  }
}

This endpoint answered with an authorization challenge. The server is running, and it signs you in through your browser: there is no API key to paste.

Available tools 8

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

generation
3d-generation
Generate 3D models using the ModelsLab V8 API. Supports any 3D endpoint available on the platform. Pass the `endpoint` slug and all required parameters for that endpoint. Returns a request ID that can be used with the fetch-generation tool to retrieve results. Use the list-models tool to find available model IDs.
fetch-generation
Check the status of a queued or processing generation request on the ModelsLab V8 API. Use this tool when a generation tool (image-generation, video-generation, audio-generation, 3d-generation) returns a `status` of `"processing"` along with a numeric `id`. Pass the `id` from the original generation response and the `type` matching the category of the original request (e.g. "images" for image-generation). The response will contain: - `status`: "success", "processing", or "error" - `output`: array of URLs when status is "success"
audio
audio-generation
Generate audio using the ModelsLab V8 API. Supports any audio endpoint (text-to-speech, speech-to-text, speech-to-speech, sound-generation, music-generation, song-extender, song-inpaint, dubbing, etc.). Pass the `endpoint` slug (e.g. "text-to-speech") and all required parameters for that endpoint. Returns a request ID that can be used with the fetch-generation tool to retrieve results. Use the list-models tool to find available model IDs.
endpoint
endpoint-details
Search V8 endpoint configurations and retrieve their full parameter schemas plus all connected models that can be used with them. Use this tool before calling a generation tool so you know: - Exactly what `params` the endpoint expects (types, enums, defaults, required fields) - Which `model_id` values are valid for the endpoint Search modes: - Provide `category` + `endpoint` slug to look up a specific endpoint. - Provide `search` to find endpoints by name or description across all categories. - Combine both to narrow results to a category with a keyword search. Workflow: 1. Call this tool to get the parameter schema and available model IDs. 2. Pick a `model_id` from the `models` list in the response. 3. Call the appropriate generation tool (`image-generation`, `video-generation`, `audio-generation`, `3d-generation`) with `model_id`, `endpoint`, and `params`.
image
image-generation
Generate images using the ModelsLab V8 API. Supports any image endpoint (text-to-image, image-to-image, inpaint, outpaint, fashion, virtual-try-on, etc.). Pass the `endpoint` slug (e.g. "text-to-image") and all required parameters for that endpoint. Returns a request ID that can be used with the fetch-generation tool to retrieve results. Use the list-models tool to find available model IDs.
models
list-models
List available AI models on the ModelsLab platform. Filter by category (imagen, video, audio, llm, 3d), provider, tags, and more. Returns model IDs that can be used with generation tools.
providers
list-providers
List all available model providers on the ModelsLab platform. Returns provider names with model counts for each. Use provider names to filter models in the list-models tool.
video
video-generation
Generate videos using the ModelsLab V8 API. Supports any video endpoint (text-to-video, image-to-video, video-to-video, lip-sync, motion-control, etc.). Pass the `endpoint` slug (e.g. "text-to-video") and all required parameters for that endpoint. Returns a request ID that can be used with the fetch-generation tool to retrieve results. Use the list-models tool to find available model IDs.

Endpoints

URLTransportStateLatencyChecked
https://modelslab.com/mcp/v8 streamable-http sign-in 863 ms 7 min ago

Alternatives to ModelsLab v8

same job, measured the same way
CCAPI
by ccapi

Image, video, music and text generation across 100+ models through one endpoint.

11 tools answering
Kavel MCP
by kavel

Discover Kavel's AI photo/video generators, get tuned prompts, and open the right tool on kavel.ai.

103 installs/wk 4 tools answering
MascotLab
by mascotlab

Generate your app's mascot, then props, poses and animations that stay on-model.

answering
Apis Io
by apis

Discover, rate and compare APIs and providers in the APIs.io catalog; manage a listing you own.

146 tools answering
Bright Security
by neuralegion

AI-powered application security testing — scan APIs, discover endpoints, and find vulnerabilities.

answering
Htag Docs
by htagai

Public HTAG discovery for MCP tools, API endpoints, OpenAPI ops, and agents.

8 tools answering
X402 Trust MCP
by jonasfuchss

Discover x402 endpoints and check their trust score before your agent pays them.

214 installs/wk local only
Raywake
by raywake

500+ AI image, video and audio models with USD quotes and user-approved generation.

answering

ModelsLab v8 — questions

Answers built from our own checks of this server.

What can ModelsLab v8 do?
It exposes 8 tools, read directly from the server on our last check. Among them: 3d-generation, audio-generation, endpoint-details, fetch-generation, image-generation, list-models and 2 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is ModelsLab v8 working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 230 ms. The bar chart above shows every period we have measured.
Is ModelsLab v8 still maintained?
The linked repository no longer exists on GitHub — it was deleted or made private. We show this because it changes what you can expect: an unmaintained server may keep answering for months and then stop without warning.
How do I connect ModelsLab v8?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address. You sign in through your browser once and the client keeps the session: no key to copy, and it refuses anonymous clients.
How do you sign in to ModelsLab v8?
No API key is involved. ModelsLab v8 answers our knock with an OAuth challenge, so you authorise it once in your browser and the client keeps the session. That is also why we see no tool list: it will not describe itself to an anonymous client, and that is the server working as intended, not a fault.
How fast is ModelsLab v8?
It answers our handshake in 230 ms on average, which is faster than 61% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.