Dr. Dominik Jain 1f9f4126b7 Improve MCP server logging, adding Loki support (#9425)
*  Improve MCP server logging

Log only fingerprints of user tokens

*  Add Loki transport support to MCP server logger

Loki logging is enabled iff PENPOT_LOGGERS_LOKI_URI is non-empty.

File logging is now enabled iff PENPOT_MCP_LOG_DIR is set to a non-empty value
(previously defaulted to the "logs" directory when unset).

GitHub #9415
2026-05-11 14:01:05 +02:00
..
2026-04-20 19:37:02 +02:00
2026-04-20 19:37:02 +02:00
2026-02-04 12:22:36 +01:00
2026-02-04 12:22:36 +01:00
2026-02-04 12:22:36 +01:00

Penpot MCP Server

A Model Context Protocol (MCP) server that provides Penpot integration capabilities for AI clients supporting the model context protocol (MCP).

Setup

  1. Install Dependencies

     pnpm install
    
  2. Build the Project

     pnpm run build
    
  3. Run the Server

     pnpm run start
    

Penpot Plugin API REPL

The MCP server includes a REPL interface for testing Penpot Plugin API calls. To use it, connect to the URL reported at startup.