
Over an 11-month period, contributed to the keboola/mcp-server and keboola/connection-docs repositories by building backend features, refining documentation, and improving developer workflows. Delivered robust API integrations, enhanced job logging, and strengthened CI/CD pipelines using Python, Docker, and GitHub Actions. Focused on maintainability and onboarding, introduced detailed guides, code review standards, and accessibility improvements. Refactored core logic for reliability, implemented security best practices, and expanded AI assistant documentation to support user adoption. Addressed release management and dependency upgrades, while streamlining local development and testing. The work emphasized clarity, technical writing, and process automation to accelerate feedback loops and reduce support overhead.
Summary for 2026-03 (keboola/mcp-server): Focused on delivering internal tooling and documentation improvements to shorten feedback loops and raise code quality. Major bugs fixed: none reported this month; emphasis on features and process improvements.
Summary for 2026-03 (keboola/mcp-server): Focused on delivering internal tooling and documentation improvements to shorten feedback loops and raise code quality. Major bugs fixed: none reported this month; emphasis on features and process improvements.
February 2026 monthly summary for developer work across keboola/connection-docs and keboola/mcp-server. Key features delivered, major fixes, and impact focused on business value, system reliability, and technical excellence.
February 2026 monthly summary for developer work across keboola/connection-docs and keboola/mcp-server. Key features delivered, major fixes, and impact focused on business value, system reliability, and technical excellence.
Month: 2026-01 – Keboola/connection-docs: Focused on delivering comprehensive Kai Assistant documentation and UX updates, plus local development improvements. Key business value includes improved onboarding, increased home-page AI feature visibility, and reduced local-dev friction. No major bug-fix cycles identified this month; instead, enhancements centered on documentation quality, public beta readiness, and local development experience.
Month: 2026-01 – Keboola/connection-docs: Focused on delivering comprehensive Kai Assistant documentation and UX updates, plus local development improvements. Key business value includes improved onboarding, increased home-page AI feature visibility, and reduced local-dev friction. No major bug-fix cycles identified this month; instead, enhancements centered on documentation quality, public beta readiness, and local development experience.
December 2025 Monthly Summary for keboola/connection-docs: Delivered Kai AI Assistant Documentation, adding a New User Guide Section to Keboola docs and updating navigation and the main AI page to improve discoverability and onboarding. This delivers targeted resources on utilizing the AI assistant, reducing support friction and accelerating user adoption. No major bugs reported this month; scope focused on documentation enhancement with traceable changes under a single commit.
December 2025 Monthly Summary for keboola/connection-docs: Delivered Kai AI Assistant Documentation, adding a New User Guide Section to Keboola docs and updating navigation and the main AI page to improve discoverability and onboarding. This delivers targeted resources on utilizing the AI assistant, reducing support friction and accelerating user adoption. No major bugs reported this month; scope focused on documentation enhancement with traceable changes under a single commit.
September 2025 monthly summary for keboola/connection-docs and keboola/mcp-server: Key features delivered include MCP Server Documentation Improvements clarifying BigQuery support for SQL queries and introducing a ChatGPT integration guide for Plus/Pro users, and ListBuckets API enhancements with detailed bucket counts and refactored counting logic, plus tests updated and version bumped to 1.20.6. These changes improve developer experience, visibility into storage usage, and reliability of bucket reporting, delivering measurable business value through clearer guidance and accurate metrics.
September 2025 monthly summary for keboola/connection-docs and keboola/mcp-server: Key features delivered include MCP Server Documentation Improvements clarifying BigQuery support for SQL queries and introducing a ChatGPT integration guide for Plus/Pro users, and ListBuckets API enhancements with detailed bucket counts and refactored counting logic, plus tests updated and version bumped to 1.20.6. These changes improve developer experience, visibility into storage usage, and reliability of bucket reporting, delivering measurable business value through clearer guidance and accurate metrics.
August 2025 focused on enhancing documentation quality, safety, and release branding across Keboola MCP Server and related docs. Key work centered on improving SQL query guidance, hardening update workflows via JSON schema improvements, and aligning branding with versioned releases. Client integration documentation was expanded, while an unused feature was removed to simplify user experience. No explicit critical bugs were recorded this month; emphasis was on reducing errors, improving onboarding, and stabilizing documentation-driven workflows.
August 2025 focused on enhancing documentation quality, safety, and release branding across Keboola MCP Server and related docs. Key work centered on improving SQL query guidance, hardening update workflows via JSON schema improvements, and aligning branding with versioned releases. Client integration documentation was expanded, while an unused feature was removed to simplify user experience. No explicit critical bugs were recorded this month; emphasis was on reducing errors, improving onboarding, and stabilizing documentation-driven workflows.
July 2025 performance highlights for keboola/mcp-server focused on documentation-driven improvements that accelerate onboarding, reduce risk around destructive schema changes, and improve maintainability. Delivered a Ready-to-use Quick Start guide and client resources for Remote MCP Server, clarified schema-change procedures to require manual cleanup of output tables prior to destructive changes, and refined integration naming and client resource links across READMEs. These changes enhance business value by helping clients integrate faster, minimize errors, and reduce support overhead.
July 2025 performance highlights for keboola/mcp-server focused on documentation-driven improvements that accelerate onboarding, reduce risk around destructive schema changes, and improve maintainability. Delivered a Ready-to-use Quick Start guide and client resources for Remote MCP Server, clarified schema-change procedures to require manual cleanup of output tables prior to destructive changes, and refined integration naming and client resource links across READMEs. These changes enhance business value by helping clients integrate faster, minimize errors, and reduce support overhead.
June 2025: Focused on documentation quality, discoverability, and accessibility across two Keboola repos. Delivered README badge enhancements for MCP Server and Claude integration eligibility clarifications, plus accessibility improvements and index/document updates. Result: faster developer onboarding, clearer integration guidance, and reduced ambiguity for MCP Server usage and Claude plans.
June 2025: Focused on documentation quality, discoverability, and accessibility across two Keboola repos. Delivered README badge enhancements for MCP Server and Claude integration eligibility clarifications, plus accessibility improvements and index/document updates. Result: faster developer onboarding, clearer integration guidance, and reduced ambiguity for MCP Server usage and Claude plans.
May 2025 monthly summary: Delivered customer-facing Keboola platform integration documentation and an extensive overhaul of the Keboola MCP prompts system, delivering a more usable, maintainable, and reliable prompting framework across Keboola MCP server and the landing page integration. The work increased platform visibility, streamlined analysis workflows, and reinforced release discipline with tests and versioning.
May 2025 monthly summary: Delivered customer-facing Keboola platform integration documentation and an extensive overhaul of the Keboola MCP prompts system, delivering a more usable, maintainable, and reliable prompting framework across Keboola MCP server and the landing page integration. The work increased platform visibility, streamlined analysis workflows, and reinforced release discipline with tests and versioning.
March 2025 monthly summary for keboola/connection-docs: Focused on repository hygiene and artifact management. Delivered a clean-up by removing obsolete kbc-intro.pdf; no code changes required, reducing maintenance burden and potential confusion for docs consumers.
March 2025 monthly summary for keboola/connection-docs: Focused on repository hygiene and artifact management. Delivered a clean-up by removing obsolete kbc-intro.pdf; no code changes required, reducing maintenance burden and potential confusion for docs consumers.
January 2025: Delivered a robust update to Keboola MCP Server, emphasizing reliability, developer productivity, and security. The work spans server core robustness, client improvements, Snowflake integration, and documentation/CI hygiene, enabling faster feature delivery with fewer incidents and clearer onboarding for new contributors.
January 2025: Delivered a robust update to Keboola MCP Server, emphasizing reliability, developer productivity, and security. The work spans server core robustness, client improvements, Snowflake integration, and documentation/CI hygiene, enabling faster feature delivery with fewer incidents and clearer onboarding for new contributors.

Overview of all repositories you've contributed to across your timeline