MCP server

JEV-27B-VL — typed decisions over text and images

hf/hugging-apps/jev-27b-vl

Checked 26 Oct 2026, 08:30 UTC · Hugging Face reports it running

Calibrated typed decisions on text + images, one pass

Working at last check

https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/

At a glance

Type: MCP server
Publisher: Not verified
Status: Working at last check
Sets up in: Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok
Last checked: 26 Oct 2026, 08:30 UTC

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http jev-27b-vl https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.jev-27b-vl]
url = "https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/"

Gemini CLI

{"mcpServers":{"jev-27b-vl":{"httpUrl":"https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/"}}}

Cursor

{"mcpServers":{"jev-27b-vl":{"url":"https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/"}}}

VS Code

{"servers":{"jev-27b-vl":{"type":"http","url":"https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/"}}}

Antigravity

agy mcp add jev-27b-vl https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"jev-27b-vl","server_url":"https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"jev-27b-vl","server_url":"https://hugging-apps-jev-27b-vl.hf.space/gradio_api/mcp/"}

H2O-Lightning-4B
Calibrated decisions over text records and images
decider-2b-vision
One-pass calibrated decisions from an image
cribl-decision-1.0
Calibrated probabilities over the options you supply
Eikos-4B Typed Decisions
Single-pass typed decisions with calibrated probabilities
decider-0.8b
Typed decisions with calibrated probabilities, one pass
Quyet-1.0-Large
Typed decisions with calibrated probabilities, one pass
Amos 1 mini
Typed decisions, one pass, calibrated probabilities
decider-2b
Typed decisions with calibrated probabilities, one pass

[![AptLynx](https://aptlynx.net/badge/hf/hugging-apps/jev-27b-vl.svg)](https://aptlynx.net/servers/hf/hugging-apps/jev-27b-vl)

Listing text is written by the maker; AptLynx lists tools and does not vouch for them. Find another tool · Browse by topic · For agents