6 Commits

Author SHA1 Message Date
Dr. Dominik Jain
8efbd9b5d3
🎉 Allow MCP to work with multiple files in parallel (#11927)
* 🎉 Add multi-file session routing to the MCP server

Session routing:
- Track each user's Penpot connections by session ID.
- Dispatch explicit sessions directly; otherwise discover the sole session.
- Return a retryable error when discovery fails or is incomplete.

Plugin and tools:
- Initialize connections with a fresh session ID and file metadata.
- Share the optional sessionId schema and place it last in tool inputs.

Validation:
- 84 tests, server type checking, and MCP formatting checks pass.
- Disable test logging to avoid the logging worker shutdown hang.

AI-assisted-by: gpt-6

* 🎉 Support independent MCP connections

- Require explicit connection intent for each integrated workspace.
- Derive short session IDs from the Penpot app instance and file.
- Show and copy session IDs in the MCP menu and standalone plugin UI.
- Stop stale callbacks and reconnect attempts after disconnect.

Validate with frontend and plugin tests, type checking, live multi-tab
checks, and standalone UI checks with a simulated connection. Server
tests pass with --test-force-exit; the normal runner can hang on shutdown.

AI-assisted-by: gpt-6

* 📚 Document multi-file MCP sessions

- Explain independent connections, session selection, and copying IDs.
- Describe session ID lifetimes for integrated and standalone plugins.
- Correct browser focus, connection, and recovery guidance.

Validate with the documentation site build and diff checks.

AI-assisted-by: gpt-6

* ✨ Change behavior on session ID duplication

* ✨ Open MCP toolbar menu on hover and match menu style

---------

Co-authored-by: alonso.torres <alonso.torres@kaleidos.net>
Co-authored-by: elhombretecla <delacruzgarciajuan@gmail.com>
2026-10-02 14:22:52 +02:00
Andrey Antukh
4f852e33bf ⏪ Backport mcp package changes from develop 2026-06-08 09:59:33 +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