MCP server

PPMem: Persistent Planar Memory for Video World Models

hf/hugging-apps/ppmem

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

Camera-posed video world model with planar memory

Website

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

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

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 ppmem https://hugging-apps-ppmem.hf.space/gradio_api/mcp/

Claude Desktop

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

Codex (config.toml)

[mcp_servers.ppmem]
url = "https://hugging-apps-ppmem.hf.space/gradio_api/mcp/"

Gemini CLI

{"mcpServers":{"ppmem":{"httpUrl":"https://hugging-apps-ppmem.hf.space/gradio_api/mcp/"}}}

Cursor

{"mcpServers":{"ppmem":{"url":"https://hugging-apps-ppmem.hf.space/gradio_api/mcp/"}}}

VS Code

{"servers":{"ppmem":{"type":"http","url":"https://hugging-apps-ppmem.hf.space/gradio_api/mcp/"}}}

Antigravity

agy mcp add ppmem https://hugging-apps-ppmem.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":"ppmem","server_url":"https://hugging-apps-ppmem.hf.space/gradio_api/mcp/","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"ppmem","server_url":"https://hugging-apps-ppmem.hf.space/gradio_api/mcp/"}

Related MCP servers

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• MiniWorld Simulator
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• Hy-Nomas
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• Echo-Memory Action World Model
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• Echo-Memory Action World Model
  Action-conditioned video world model demo
• SAM-H / WOFTSAM Planar Tracking
  Long-term planar tracking with SAM 2 homographies

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