September 2025 monthly summary for keboola/mcp-server focusing on AI-assisted tooling enhancements and release hygiene. Key features improved include Get Project Info Tool with a system prompt, and Transformations system prompts, alongside a comprehensive code quality/release hygiene effort. The changes strengthened AI understanding of project structure and tool interactions, clarified transformation workflows, and improved release stability with no user-facing changes.

In August 2025, keboola/connection-docs focused on decommissioning the AI Flow Builder and migrating documentation to reflect the MCP streaming model. Decommissioning removed the AI Flow Builder feature, its documentation page, and the navigation entry, while the MCP migration updated docs and deep links to switch from Server-Sent Events (SSE) to streamable HTTP under the /mcp endpoint. These changes reduce maintenance surface, prevent user confusion, and improve developers' onboarding to the current MCP architecture. Commits tracked: a69dea0c5dd6fd3249989ebe1b9fd9fce500684f; 9477af7c87ca8d02616f6367a5b2b7a97fce8db4.

Monthly work summary for 2025-07 focusing on keboola/mcp-server. The month centered on aligning the condition schema with external documentation to ensure consistency between code data structures and docs, improving reliability and maintainability. No new feature releases were rolled out this month; the primary focus was a critical schema/docs alignment bug fix and documentation consistency improvements.

June 2025 monthly summary: Focused on documentation and onboarding improvements for the Keboola MCP ecosystem, enabling faster AI client integration and safer workspace configuration. Delivered comprehensive MCP Server Documentation and Integration Guide detailing connection methods for AI clients (Claude, Cursor), server setup (remote/local), and integration with Keboola Projects, along with a dedicated MCP server management docs section. Clarified workspace configuration guidance in keboola/mcp-server README, specifying that WORKSPACE_SCHEMA is optional when using a Master Token and required only with a custom storage token. No major bugs fixed this month; efforts concentrated on reducing friction and improving developer experience. Overall impact: reduced onboarding time, improved developer guidance, and stronger alignment between MCP Server and Keboola Projects. Technologies/skills: technical writing, API/documentation, repository documentation best practices, cross-repo coordination, Markdown/README conventions, and AI client integration considerations.

May 2025 consolidated delivery across keboola/mcp-server and keboola/connection-docs, delivering scalable Component Configuration Management Tools, AI-assisted discovery enhancements, and AI-focused documentation/navigation. Business value delivered includes improved configurability and runtime behavior, reduced setup errors, and enhanced discoverability of AI-enabled capabilities for users. Notable work spans tool creation for root/row configurations, input mapping robustness, renamed retrieval tooling, a new natural language component suggestion tool, and expanded AI features documentation and navigation.

April 2025 monthly summary for keboola/mcp-server focused on packaging and documentation improvements. Delivered a streamlined script execution flow via the uvx command, corrected packaging script naming for consistency, and bumped the package version to 0.13.2. These changes reduce deployment friction, improve onboarding, and align tooling with packaging standards, enabling smoother releases and fewer support issues.

March 2025 monthly summary focusing on business value and technical achievements. Highlights include two major documentation deliverables for keboola/connection-docs (Snapshot Statement Override and AI Flow Builder) and CI enhancements in keboola/mcp-server to include Python 3.12. No customer-facing bug fixes were closed this month; the work principally strengthened onboarding, usage clarity, and build reliability, reducing ramp time for new contributors and lowering integration risk.

February 2025: Strengthened keboola/mcp-server with Snowflake compatibility enhancements and a streamlined CI/test pipeline. Delivered targeted feature improvements for data querying and metadata access, while reducing CI noise and improving test reliability. The work enhanced performance, maintainability, and developer velocity for Snowflake-based workloads.

January 2025 monthly summary: Documentation cleanup and feature enablement across two Keboola repos. Removed the public beta warning from MySQL CDC docs (no functional changes) and introduced Snowflake SQL query capabilities in the Keboola MCP server, including credential configuration and SQL-based data querying, with updated guidance for users.

December 2024 monthly summary for keboola/connection-docs focusing on CDC documentation enhancements for MySQL and PostgreSQL. Delivered detailed guidance on resumable snapshots, replica identity settings, failure handling during snapshots, and PostgreSQL replication configuration to improve user experience and reduce support overhead.

November 2024 (2024-11) – Delivered documentation enhancements for the MS Outlook Email Extractor in keboola/connection-docs. Clarified its distinction from the IMAP extractor, outlined authentication methods, and added end-to-end examples for processing attachments using multiple processors. Implemented a cross-reference to the Outlook component from IMAP to unify docs, improving discoverability and consistency across components. No major bugs fixed this month. Overall impact: reduced onboarding time for Outlook-related workflows, improved developer experience, and strengthened documentation quality and consistency. Technologies/skills demonstrated: documentation authoring, cross-repo referencing, example-driven content, authentication nuances, and Git commit-based traceability.

October 2024: Delivered extractor enhancements, masking capabilities, and documentation improvements for keboola/connection-docs. Key business-value outcomes include safer data extraction (read-only mode), clearer publication workflows, enhanced data governance through column masking, and improved consistency via MySQL snapshot locking documentation. Fixed stability issues in storage/export paths and extractor options, reducing outages and support load.