# Do you want help us improve Penpot?

**URL:** <https://community.penpot.app/t/do-you-want-help-us-improve-penpot/13>\
**Category:** Help us improve Penpot\
**Created:** [January 20, 2022, 3:11pm UTC](https://community.penpot.app/t/do-you-want-help-us-improve-penpot/13 "2022-01-20T15:11:13Z")\
**Posts on this page:** 1\
**Showing post:** 66

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**Author:** ![ucan](https://avatars.discourse-cdn.com/v4/letter/u/7bcc69/32.png) [@ucan](https://community.penpot.app/u/ucan)\
**Post date:** [February 18, 2026, 11:53am UTC](https://community.penpot.app/t/do-you-want-help-us-improve-penpot/13/66 "2026-02-18T11:53:57Z")

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## Enhancing Penpot-MCP Reliability

Hello @diacritica,  
I tried out a [few things](https://community.penpot.app/t/recreating-penpot-mcp-demos-updated-13-02-2026/10232/2) with Penpots official MCP server and I am curious to know if there are any plans to add tools for workflow management to the current MCP toolset. These would help the model plan and keep track of the design process, for example:

- **Task Tracking:** Breaking tasks into atomic, testable steps, adding them to a task list, and updating the list accordingly.
- **Error Handling:** Preventing the model from repeatedly retrying arbitrary code, by analysing the error type, querying relevant API documentation, and updating its reasoning context.
- **Memory Management:** Specifically for Penpot’s working environment, to prevent losing track of state across multiple code blocks or design elements.

#Help us improve Penpot > Feature requests #mcp #penpot-selfhosted

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_[View the full topic](https://community.penpot.app/t/do-you-want-help-us-improve-penpot/13)._