10 Commits

Author SHA1 Message Date
Dr. Dominik Jain
14b53ecfec
Bound MCP memory consumption by limiting parallel exports & response size (#9748)
*  Bound the size of plugin task responses

When using the integrated remote MCP server, bound response size.
All responses are passed to LLMs, which themselves impose bounds.
This is a measure to bound memory usage in the centrally provided
MCP server.

GitHub #9493

*  Bound parallelism in ExportShapeTool

Use an integer semaphore to bound parallel requests to this
memory-intensive tool, thus bounding memory usage.

GitHub #9493

*  Add (manual) integration test script for ExportShapeTool parallelism

Add dependency tsx to facilitate executions.

GitHub #9493

*  Make number of parallel export requests configurable in ExportShapeTool

Use env var PENPOT_MCP_EXPORT_SHAPE_MAX_PARALLEL_REQUESTS to configure
the maximum number of requests in multi-user mode (default 0, no limit).
2026-05-19 19:37:29 +02:00
Dominik Jain
2a326ba23e 🎉 Add ReadTaigaIssueTool to Penpot MCP server
The tool is enabled in the agentic devenv to enable agents to
read Penpot issues on Taiga.

GitHub #9303
2026-05-14 22:18:31 +02:00
Michael Panchenko
7a2ca6c08f 🎉 Add two new MCP tools for Clojure development
* CljsCompilerOutputTool: Checks compiler output and reports errors
* CljCheckParentheses: Precisely locates incorrect/unbalanced parentheses

GitHub #9214
2026-05-12 12:49:58 +02:00
Dominik Jain
65fce36898 🎉 Add ImportPenpotFileTool for importing .penpot files via URL
Adds a new MCP tool (devenv-only) that imports .penpot files into the
running Penpot instance. The tool downloads the file from a given URL,
stages it in the frontend's static directory, and triggers the import
via the ClojureScript REPL using the frontend's web worker infrastructure.
The temporary file is cleaned up after the import completes or fails.

Registered alongside CljsReplTool, sharing the same NreplClient instance.

Github #9217

Co-authored-by: Claude <noreply@anthropic.com>
2026-05-12 12:36:55 +02:00
Dominik Jain
f1affdbadc Revamp cljs expression evaluation to full-blown REPL 2026-05-12 12:36:55 +02:00
Dominik Jain
66d518f15d 🎉 Add MCP tool for ClojureScript expression evaluation
New tool to evaluate ClojureScript expressions by connecting to the
nREPL service already provided in devenv.

Add dependency 'nrepl-client' and a corresponding client class
as well as types to support this.

Add a new environment variable for 'devenv mode', which enables
the new tool (PENPOT_MCP_DEVENV).
2026-05-12 12:36:44 +02:00
Abhishek Mittal
094ef3d6fe
Add 'page' shapeId to MCP export_shape for full-page snapshot (#8693)
Add support for 'page' as a special shapeId value in the MCP export_shape
tool. It resolves to penpot.root, exporting the entire current page as a
PNG or SVG snapshot.

Previously only 'selection' and explicit shape IDs were supported. The new
'page' shortcut is useful for AI agents needing a bird's-eye view of the
design without having to know a specific shape ID.

Closes https://github.com/penpot/penpot/issues/8689

Signed-off-by: Abhishek Mittal <abhishekmittaloffice@gmail.com>
2026-03-23 10:03:32 +01:00
Dr. Dominik Jain
757fb8e21d Reduce instructions transferred at MCP connection to a minimum (#8649)
*  Reduce instructions transferred at MCP connection to a minimum

Force on-demand loading of the 'Penpot High-Level Overview',
which was previously transferred in the MCP server's instructions.

This greatly reduces the number of tokens for users who will
not actually interact with Penpot, allowing the MCP server to
remain enabled for such users without wasting too many tokens.

Resolves #8647

* 📎 Update Serena project
2026-03-17 18:50:07 +01:00
Dominik Jain
7a52550889 Make clear that ExecuteCodeTool serialises automatically
LLMs sometimes decide to apply serialisation themselves, which is unnecessary,
and which this seeks to prevent.
2026-02-15 22:20:38 +01:00
Dominik Jain
880b9b61c4 🎉 Integrate mcp repository
Original repository: https://github.com/penpot/penpot-mcp
Imported commit: fcfa67e908fc54e23a3a3543dee432472dc90c5d
2026-02-04 12:22:36 +01:00