December 2025: Documentation improvements for n8n in keboola/connection-docs. Updated documentation to reflect latest n8n changes, including new screenshots to improve onboarding and clarity. This work enhances onboarding efficiency, reduces support queries, and improves documentation quality by keeping content aligned with product updates.

Month 2025-09 — Keboola Documentation Site: Delivered key documentation site enhancements with improved contributor experience and deployment reliability. Central focus was on elevating the Keboola docs through a new PR template, streamlined build/deploy workflows, and richer navigation and figures to improve readability and accessibility. These changes reduce time to publish and improve maintainability for ongoing doc updates.

May 2025 focused on delivering core Keboola MCP Flow Management capabilities for the Keboola MCP server, establishing a robust foundation for flow creation, retrieval, and updates, with strong validation and aligned configuration structures to Keboola orchestrator requirements. The work included introducing Pydantic-based models for flow phases and tasks, refactoring flow configuration schemas, and building a comprehensive test suite covering parsing, dependencies, and end-to-end flow operations. While there were no standalone bug fixes released this month, PR feedback led to deliberate code refinements and ensured solid test coverage ahead of the next release.

January 2025: Delivered Snowflake schema support and robust DB connectivity in keboola/mcp-server, improved startup orchestration with asyncio-based initialization, and enhanced code quality and test reliability. Fixed a critical data query bug related to hardcoded DB_NAME, streamlined error handling, and introduced a dedicated database module for clearer ownership of DB logic. These changes reduce risk in Snowflake deployments, shorten startup time, and improve developer velocity through better tooling and tests.