June 2026 summary for keboola/mcp-server focusing on reliability, diagnostics, and developer productivity improvements across data-app workflows. Key features and improvements delivered: - AI-3286: Implemented branch-gate tool to delete python-js data_app drafts, surface drafts affected by transient DSAPI failures, and removed stale AI-3240 references from docs. Major bugs fixed and stability gains: - AI-3381 / AI-3382 related fixes: removed unused branch argument in deploy_data_app and deferred draft config deletions to DSAPI to keep drafts restorable from trash. - Bug fixes to cap failure_message and trim logs, and to avoid persisting empty data-app storage, reducing UI breakages and noisy logs. - OAuth token propagation: ensured app git credentials use admin-context tokens via bearer tokens for credential minting. Other notable work and impact: - AppRun: Exposed failureReason in get_data_apps deployment_info to improve diagnostics and operator visibility. - AI-3236: Global Search improvements including benchmarks, client-side fallback on zero-hits/errors, and refactors to extract shared paths/models; tests and docs updated. - AI-3420: Strengthened integration tests with self-heal logic for dirty pools, guarded project reset via a side-effect fixture, and PT005 compliance. - Release readiness and dependencies: version bump to 1.71.x / 1.72.x path as part of ongoing cadence and uv.lock synchronization; support for release-notes model invocation. Overall impact and competencies demonstrated: - Increased reliability and recoverability of data-app drafts and deployments, with improved diagnostics and security token handling. - Improved test resilience and faster feedback loops for integration tests. - Stronger alignment with security and access controls in credentials flow. - Demonstrated substantial Python and DSAPI-oriented backend work, API design debt reduction, and maintainable refactors.

May 2026 (keboola/mcp-server): Delivered end-to-end Python-JS data app support with a dev-twin workflow, enhanced security, per-app workspace isolation, and storage-driven capabilities. Implemented the core runtime surface for Python-JS data apps, integrated managed git repos, and introduced per-app provisioning and image/version controls. Aligned docs and tests with the feature set and fixed critical repo/secret handling issues to improve reliability and developer experience. The work lays the foundation for faster LLm-driven iteration cycles and scalable data-app deployments.

April 2026 monthly summary: Hardened parameter update workflows in keboola/mcp-server by clarifying that JSONPath for parameter_updates is evaluated relative to the parameters object. This fix prevents data loss from incorrect path usage and improves safety for both manual users and automation agents. Implemented as part of a targeted change (commit 77474afc048d90ca878731a90256b039ceeb5ba1) that updates the descriptions of parameter_updates in update_config and update_config_row to reflect the correct path semantics, addressing a root cause where mis-specified paths could create nested or missing keys. The work enhances data integrity, reduces misconfiguration risk, and contributes to more reliable parameter management.

January 2026 monthly summary for keboola/mcp-server. Delivered a user-facing usability enhancement by introducing a config-diff-preview tag across multiple tools, paired with updated documentation, and completed MCP server release preparation with a 1.40.0 bump. No explicit major bugs logged in this period; focus was on feature delivery and release engineering to improve change visibility and stability for downstream users.

November 2025 — keboola/mcp-server: Key focus on documentation improvements to reduce flow-definition complexity and misconfigurations. Delivered Flow Conditions Documentation Update clarifying that failures terminate a flow automatically, eliminating the need for explicit failure conditions and preventing over-creation of conditions. No major code bugs fixed this month; the contributions emphasize governance, onboarding, and reliability through clearer tooling descriptions and guidelines. Business impact: lower risk, faster flow development, and reduced support overhead.

July 2025 monthly summary for keboola/mcp-server focusing on delivering business value through secure feature enhancements, traceability improvements, and release hygiene.

May 2025: Delivered Cloud CLI Login Status Enhancements for the raycast/extensions extension with multi-provider authentication support and robustness improvements. Scope focused on expanding authentication options and reliability, with changes tracked in the extension’s changelog and linked to a concrete commit.

April 2025: Delivered a new cloud-focused Raycast extension that surfaces login status for AWS, Google Cloud, and Azure CLIs. The extension shows login status and account information, provides a refresh action, includes provider-specific SVG icons, and supports appearance-mode variants for AWS icons. Implemented in the raycast/extensions repository with commit 9e820874f851e1aea6d159a13cd297392e6f32d7 (Add cloud-cli-login-statuses extension (#18058)). This work enhances cloud authentication visibility, accelerates troubleshooting, and improves onboarding for developers and operators.

Monthly work summary for 2025-01 focusing on Symfony 7 readiness and cross-repo compatibility across Keboola repos. Highlights include delivering compatibility upgrades, preparing for future enhancements, and demonstrating sustained stability and improved tooling. No major bugs fixed this month.