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Frederik Schubert

PROFILE

Frederik Schubert

Worked extensively on the flexcompute/tidy3d and tidy3d-notebooks repositories, delivering features and fixes that improved reliability, performance, and integration. Focused on backend development and automation, implemented Model Context Protocol (MCP) server integration and native plugin packaging to streamline AI-assisted simulation workflows and CLI interoperability. Enhanced data validation by refining JSON schema handling and stabilized float exponent serialization for cross-version compatibility. Addressed documentation quality and deployment readiness through SEO best practices, robust CI/CD pipelines, and environment-aware configuration. Leveraged Python, YAML, and Jupyter Notebooks, emphasizing code quality, maintainability, and seamless integration across diverse environments to support scientific computing and user onboarding.

Overall Statistics

Feature vs Bugs

63%Features

Repository Contributions

25Total
Bugs
7
Commits
25
Features
12
Lines of code
87,013
Activity Months7

Work History

May 2026

2 Commits • 1 Features

May 1, 2026

May 2026 monthly summary for flexcompute/tidy3d focusing on MCP server integration and data validation improvements.

April 2026

1 Commits

Apr 1, 2026

April 2026 monthly work summary for flexcompute/tidy3d focused on reliability and interoperability in Tidy3D JSON handling. Key achievement: stabilization of float exponent serialization across pydantic-core versions to ensure consistent formatting and parsing across environments. The fix, tracked as FXC-7292, is implemented in commit 15bd310c52dca84eb7ee96becedbb6628add10af, providing clear traceability. Overall impact: improved cross-version compatibility reduces downstream parsing errors and interoperability issues, enabling smoother integrations and deployments for customers using multiple pydantic-core versions. Technologies/skills demonstrated include Python JSON handling, version-agnostic serialization, debugging across library versions, and maintainability through precise commit messaging and documentation.

March 2026

1 Commits • 1 Features

Mar 1, 2026

March 2026 monthly summary for flexcompute/tidy3d focusing on feature delivery and technical achievements. Key feature delivered: native plugin packaging and MCP-based integration to enable Tidy3D in Claude Code and Gemini CLI via the Model Context Protocol. Added marketplace and plugin configuration files to facilitate installation and usage, improving accessibility and onboarding of Tidy3D in Claude Code and Gemini CLI environments. This release is anchored by commit 1dfd0e3d194b7e8273b2d9f14aa927ffd2848759 (feat(tidy3d-client): add Claude and Gemini plugin packaging) with FXC-6196, and supports #4017. No major bugs fixed this month; efforts centered on delivering robust packaging and integration rather than defect repair. Overall impact: reduces setup friction, accelerates adoption of Tidy3D within client workflows and developer ecosystems. Technologies/skills demonstrated include plugin packaging, MCP-based integration, marketplace/config tooling, cross-environment integration, and strong commit hygiene.

February 2026

6 Commits • 2 Features

Feb 1, 2026

February 2026: Delivered core improvements to tidy3d docs reliability and navigation by stabilizing sitemap/versioning and robots.txt handling, enabling environment-aware, branch-sensitive builds, and reducing build failures. Outcomes include consistent canonical URLs for latest docs, correct sitemap construction, and robust robots.txt rules, boosting indexation and user experience while lowering maintenance overhead.

July 2025

3 Commits • 1 Features

Jul 1, 2025

July 2025 focused on strengthening deployment readiness and visual reliability for flexcompute/tidy3d. Key work centered on introducing a Nexus Environment Configuration for the Web Core to enable environment-specific settings and robust environment-variable management, alongside stabilizing plotting visuals by removing interfering global Matplotlib styles and expanding test coverage to prevent regressions in rendering.

June 2025

3 Commits • 2 Features

Jun 1, 2025

June 2025 monthly summary for flexcompute development work across tidy3d and tidy3d-notebooks, focusing on delivering performance improvements, quality enhancements, and readable documentation.

May 2025

9 Commits • 5 Features

May 1, 2025

May 2025 monthly work summary focusing on key accomplishments across tidy3d and tidy3d-notebooks, including feature delivery, reliability improvements, and CI/QA enhancements. Highlights include: MultiPhysicsMedium delegation and incompatibilities checks; gdspy→gdstk migration; automatic Matplotlib styling; CI code-coverage workflow; PR test scope improvements; plus documentation iframe rendering fix. Notable notes: tidy3d-notebooks updates for plot_sim_3d compatibility and gdspy removal.

Activity

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Quality Metrics

Correctness94.8%
Maintainability94.0%
Architecture93.2%
Performance89.2%
AI Usage26.4%

Skills & Technologies

Programming Languages

JSONJavaScriptJinjaJupyter NotebookPythonShellTOMLYAMLpython

Technical Skills

AI IntegrationAutomationBackend DevelopmentCI/CDCLI DevelopmentCLI integrationCode QualityCode RefactoringCode ReviewConfiguration ManagementData VisualizationDependency ManagementDevOpsDocumentationFront-end Development

Repositories Contributed To

2 repos

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

flexcompute/tidy3d

May 2025 May 2026
7 Months active

Languages Used

JavaScriptJinjaPythonShellTOMLYAMLJSON

Technical Skills

AutomationCI/CDCode RefactoringDependency ManagementDocumentationFront-end Development

flexcompute/tidy3d-notebooks

May 2025 Jun 2025
2 Months active

Languages Used

Jupyter NotebookPythonpythonYAML

Technical Skills

Data VisualizationDependency ManagementJupyter NotebooksNotebook DevelopmentPythonRefactoring