keboola/mcp-server
Mar 2025 – Oct 2025
8 Months active
Languages Used
BashGit IgnoreJSONMarkdownPythonShellTOMLJinja
Technical Skills
API ClientAPI DevelopmentAPI IntegrationAPI InteractionAPI RefactoringAPI Testing
mariankrotil
PROFILE
Mariankrotil
Marian Krotil developed and maintained core backend features for the keboola/mcp-server repository, focusing on scalable data app tooling, secure client architecture, and robust API integrations. He engineered modular Python and TypeScript components to support transformation workflows, global search, and metadata management, emphasizing code quality through rigorous testing, CI/CD automation, and consistent code style enforcement. Marian introduced encryption and validation frameworks to strengthen data security and integrity, while enhancing developer experience with comprehensive documentation and modularized client libraries. His work enabled reliable, maintainable deployments and improved observability, reflecting a deep understanding of backend development, asynchronous programming, and modern DevOps practices.
Overall Statistics
Feature vs Bugs
86%Features
Repository Contributions
737Total
Bugs
37
Commits
737
Features
221
Lines of code
48,525
Activity Months8
Your Network
19 people
Work History
October 2025
4 Commits • 1 Features
Oct 1, 2025October 2025 monthly performance for keboola/mcp-server focused on documentation and release-readiness improvements. Key enhancements to Data App Logs and deployment docs, including DeploymentInfo.logs behavior and DataApp/DeploymentDataAppOutput deployment_info descriptions, plus TOOLS.md clarifications. Release-readiness tasks completed with Black formatting and a version bump to 1.26.4, establishing a clean, maintainable baseline for the upcoming release. These efforts improve observability, deployment clarity, onboarding, and overall release reliability.
4 Commits • 1 Features
Oct 1, 2025October 2025 monthly performance for keboola/mcp-server focused on documentation and release-readiness improvements. Key enhancements to Data App Logs and deployment docs, including DeploymentInfo.logs behavior and DataApp/DeploymentDataAppOutput deployment_info descriptions, plus TOOLS.md clarifications. Release-readiness tasks completed with Black formatting and a version bump to 1.26.4, establishing a clean, maintainable baseline for the upcoming release. These efforts improve observability, deployment clarity, onboarding, and overall release reliability.
October 2025
September 2025
47 Commits • 9 Features
Sep 1, 2025September 2025 — keboola/mcp-server delivered a focused set of reliability, performance, and security enhancements, along with API ergonomics improvements and developer experience upgrades. Highlights include runtime config propagation and server transport awareness, expanded column metadata APIs, strengthened Data Apps security, addition of SSE/streamable-http transports, and refreshed tooling and documentation to support maintainability and onboarding.
September 2025
47 Commits • 9 Features
Sep 1, 2025September 2025 — keboola/mcp-server delivered a focused set of reliability, performance, and security enhancements, along with API ergonomics improvements and developer experience upgrades. Highlights include runtime config propagation and server transport awareness, expanded column metadata APIs, strengthened Data Apps security, addition of SSE/streamable-http transports, and refreshed tooling and documentation to support maintainability and onboarding.
August 2025
114 Commits • 47 Features
Aug 1, 2025August 2025 (2025-08) was a high-velocity sprint focused on enabling data apps at scale within the MCP Server, hardening security, and boosting developer productivity through modular client architecture and robust tooling. The work delivered foundational data app tooling, encryption capabilities, extensive tests, and comprehensive documentation updates, while maintaining strict code quality standards and preparing for future scale.
114 Commits • 47 Features
Aug 1, 2025August 2025 (2025-08) was a high-velocity sprint focused on enabling data apps at scale within the MCP Server, hardening security, and boosting developer productivity through modular client architecture and robust tooling. The work delivered foundational data app tooling, encryption capabilities, extensive tests, and comprehensive documentation updates, while maintaining strict code quality standards and preparing for future scale.
August 2025
July 2025
60 Commits • 15 Features
Jul 1, 2025July 2025 (2025-07) focused on delivering and solidifying the Global Search capability in keboola/mcp-server, with core scaffolding, feature-flag enablement, and a comprehensive test suite to enable safe, staged rollouts. Delivered core Global Search: tool templates, client methods, tool structure, project verification, and typed responses, plus core tool enhancements, initialization workflows, module reorganization, response shaping, and stability fixes. Implemented feature flag and enablement infrastructure for controlled rollout, along with robust unit/integration/end-to-end tests guarded by project config. Modernized LLM tool integration with naming/type-annotation refinements and updated tests; upgraded dependencies (FastMCP/MCP) and improved documentation/style to reduce onboarding time and technical debt. Addressed key bugs (e.g., ensure coroutine methods are awaited) and improved test/config naming consistency and serialization alignment for AI-1243).
July 2025
60 Commits • 15 Features
Jul 1, 2025July 2025 (2025-07) focused on delivering and solidifying the Global Search capability in keboola/mcp-server, with core scaffolding, feature-flag enablement, and a comprehensive test suite to enable safe, staged rollouts. Delivered core Global Search: tool templates, client methods, tool structure, project verification, and typed responses, plus core tool enhancements, initialization workflows, module reorganization, response shaping, and stability fixes. Implemented feature flag and enablement infrastructure for controlled rollout, along with robust unit/integration/end-to-end tests guarded by project config. Modernized LLM tool integration with naming/type-annotation refinements and updated tests; upgraded dependencies (FastMCP/MCP) and improved documentation/style to reduce onboarding time and technical debt. Addressed key bugs (e.g., ensure coroutine methods are awaited) and improved test/config naming consistency and serialization alignment for AI-1243).
June 2025
119 Commits • 22 Features
Jun 1, 2025June 2025: Delivered major validation, storage, and tooling improvements for keboola/mcp-server, with strong focus on data integrity, observability, and release reliability. Key outcomes include recursive validator enhancements, storage/configuration hardening, transformation tooling refactor with flow tracking, CI/CD reliability improvements, and developer experience enhancements through updated docs.
119 Commits • 22 Features
Jun 1, 2025June 2025: Delivered major validation, storage, and tooling improvements for keboola/mcp-server, with strong focus on data integrity, observability, and release reliability. Key outcomes include recursive validator enhancements, storage/configuration hardening, transformation tooling refactor with flow tracking, CI/CD reliability improvements, and developer experience enhancements through updated docs.
June 2025
May 2025
171 Commits • 53 Features
May 1, 2025May 2025 focused on delivering MCP server enhancements, code quality uplift, and foundational FastMCP 2.0 migration across server tooling. The month delivered transformative tooling for runtime transformation updates, strengthened client APIs via storage-based configuration updates, and broadened MCP tooling support. Concurrently, the team tightened quality with consistent code styling across the repo, dependency/CI hygiene, and robust testing infrastructure. A major emphasis on session lifecycle, server state management, and end-to-end tests positions the MCP stack for faster, safer feature delivery and improved reliability.
May 2025
171 Commits • 53 Features
May 1, 2025May 2025 focused on delivering MCP server enhancements, code quality uplift, and foundational FastMCP 2.0 migration across server tooling. The month delivered transformative tooling for runtime transformation updates, strengthened client APIs via storage-based configuration updates, and broadened MCP tooling support. Concurrently, the team tightened quality with consistent code styling across the repo, dependency/CI hygiene, and robust testing infrastructure. A major emphasis on session lifecycle, server state management, and end-to-end tests positions the MCP stack for faster, safer feature delivery and improved reliability.
April 2025
159 Commits • 48 Features
Apr 1, 2025April 2025 (keboola/mcp-server) delivered substantial code quality improvements, API enhancements, and new tooling enabling scalable job orchestration and data transformations. Focus areas included unified logging, extensive code style cleanup, and enhanced configuration for components, reviews, and job queues. The work reduces maintenance costs, improves reliability, and accelerates feature delivery for clients and internal tooling.
159 Commits • 48 Features
Apr 1, 2025April 2025 (keboola/mcp-server) delivered substantial code quality improvements, API enhancements, and new tooling enabling scalable job orchestration and data transformations. Focus areas included unified logging, extensive code style cleanup, and enhanced configuration for components, reviews, and job queues. The work reduces maintenance costs, improves reliability, and accelerates feature delivery for clients and internal tooling.
April 2025
March 2025
63 Commits • 26 Features
Mar 1, 2025March 2025 MCP server work focused on delivering robust component tooling, enhanced client integration, and improved test quality, underpinned by code hygiene and maintainability improvements. The work enables faster, more reliable component deployment and tooling improvements, with better observability and documentation for operations and onboarding.
March 2025
63 Commits • 26 Features
Mar 1, 2025March 2025 MCP server work focused on delivering robust component tooling, enhanced client integration, and improved test quality, underpinned by code hygiene and maintainability improvements. The work enables faster, more reliable component deployment and tooling improvements, with better observability and documentation for operations and onboarding.
Activity
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Quality Metrics
Correctness92.6%
Maintainability93.4%
Architecture90.2%
Performance87.8%
AI Usage32.0%
Skills & Technologies
Programming Languages
BashGit IgnoreJSONJavaScriptJinjaMarkdownPythonSQLShellTOML
Technical Skills
AI IntegrationAI Integration TestingAPI ClientAPI Client DevelopmentAPI Client TestingAPI DesignAPI DevelopmentAPI DocumentationAPI IntegrationAPI Integration TestingAPI InteractionAPI RefactoringAPI SecurityAPI TestingAsync Programming
Repositories Contributed To
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