AI Applications Portfolio
Specializing in LLM-Powered Tools for Research Data Management
Bridging cutting-edge AI technology with scientific research workflows
AI-Powered Tools
Innovative applications leveraging LLMs for research data management
DataPLAN
LLM-Powered Data Management Plan Generator for Plant Sciences
DataPLAN leverages large language models to automatically generate comprehensive, compliant data management plans. The tool integrates LLM workflows to understand research contexts, suggest appropriate metadata standards, and create structured DMPs that meet funder requirements.
AI-Assisted Evaluation
Automated DMP quality assessment
DMP-EVA
AI-Assisted Front-End DMP Evaluation Tool
DMP-EVA is an innovative evaluation tool that leverages artificial intelligence to assess the quality and completeness of Data Management Plans. It provides automated feedback on DMP compliance, best practices, and areas for improvement, streamlining the review process for researchers and administrators.
elab2arc
AI-Driven Conversion of Experimental Protocols to Standardized Formats
elab2arc uses advanced natural language processing and LLMs to automatically parse free-text experimental protocols from electronic lab notebooks and convert them into standardized, machine-readable Excel files compliant with ARC (Annotated Research Context) specifications. This tool dramatically reduces manual data entry and ensures reproducibility.
webdiff
Visual Diff Tool for Web-Based File Comparison
webdiff is a powerful web-based tool for visualizing differences between files and code versions. It provides an intuitive interface for comparing changes, making code review and version control more efficient. Perfect for developers who need quick, accessible diff visualization without complex setup.
Visual Diff
Side-by-side file comparison
AI Evaluation Expertise
Leveraging AI for comprehensive quality assessment and optimization
Project Evaluation
AI-powered assessment of research projects, analyzing methodology, data quality, and reproducibility using LLM-based evaluation frameworks.
Code Review
Automated code quality analysis, documentation assessment, and best practice recommendations using AI-assisted review systems.
DMP Analysis
Comprehensive evaluation of Data Management Plans for compliance, completeness, and best practices using LLM validation workflows.
Data Quality Assessment
AI-driven data quality checks, metadata validation, and standardization recommendations for research data.
Evaluation Capabilities
- Automated compliance checking
- Metadata quality analysis
- Documentation assessment
- FAIR principles evaluation
- Reproducibility scoring
- Standards compliance verification
- Data structure optimization
- AI-assisted recommendations
Technical Skills
Expertise spanning AI, data management, and scientific computing
AI & Machine Learning
Large Language Models (GPT, Claude) Natural Language Processing LLM Workflow Integration Prompt Engineering AI-Assisted EvaluationIntegration & Protocols
Model Context Protocol (MCP) API Development Workflow Automation Server Development Claude AI IntegrationResearch Data Management
ISA Framework ARC Specification Data Management Plans Metadata Standards FAIR Principles Data StandardizationDevelopment & Tools
Python JavaScript WebAssembly Git/GitHub Bootstrap RESTful APIsDomain Expertise
Plant Sciences Bioinformatics Scientific Computing Data Quality Assessment Electronic Lab NotebooksOpen Source Contributions
Explore my repositories and contribute to research data tools
DataPLAN
Web-based data management plan generator for plant sciences with LLM integration
DMP-EVA
AI-assisted front-end DMP evaluation tool for quality assessment
elab2arc
AI-powered converter from electronic lab notebook protocols to ARC format