Research & Innovation Portfolio

Central hub for discovering, exploring, and accessing MCP servers with detailed catalogs, reference implementations, and community contributions.

A sophisticated Model Context Protocol (MCP) server that transforms natural language descriptions into complete n8n workflow JSON files using Claude Code.

A feature-rich Model Context Protocol server that extends Claude with powerful development tools, system monitoring, and database management capabilities.

A specialized Model Context Protocol server that enables Claude to interact with multiple AI models through the AIChat CLI interface.

A sophisticated Model Context Protocol server that provides deep analysis and insights into Claude conversations, usage patterns, and performance metrics.

Advanced Model Context Protocol (MCP) server that provides Claude with persistent memory capabilities through a knowledge graph architecture.

A minimal yet powerful Model Context Protocol (MCP) server that bridges Claude Code CLI functionality with programmatic access.

A sophisticated TypeScript-based MCP (Model Context Protocol) server that bridges Claude Desktop with local Ollama models. This integration enables Claude to access and utilize locally-hosted language models through a standardized protocol, providing enhanced privacy and control over AI model interactions.

A comprehensive AI-powered developer assistant platform built specifically for Appwrite, demonstrating enterprise-grade AI/ML engineering capabilities.

SmartMatch Resume Advisor is an advanced AI system that analyzes resume-job description alignment using cutting-edge natural language processing. Built with LangChain and OpenAI's GPT models, it provides percentage-based match scoring, identifies missing keywords, and generates actionable improvement suggestions. The system uses FAISS vector embeddings for semantic similarity matching, going beyond simple keyword detection to understand contextual relevance. With a modern Next.js frontend and FastAPI backend, it delivers professional-grade analysis in under 5 seconds.

DocuCrew is an intelligent multi-agent system that revolutionizes software documentation by automatically generating comprehensive, professional-grade documentation for GitHub repositories. Using CrewAI's collaborative agent framework, five specialized AI agents work together to analyze code, document APIs, create usage examples, and produce polished documentation. The system features real-time progress tracking through a beautiful Next.js interface, allowing users to watch AI agents collaborate in real-time. With deep code analysis capabilities and pattern recognition, DocuCrew produces export-ready markdown documentation that saves development teams hours of manual work while ensuring consistent, high-quality documentation standards.

Stellar TrieLink is a sophisticated middleware solution that provides a unified interface for multiple Language Model providers. It serves as a centralized abstraction layer between applications and various LLM services like Ollama, OpenAI, and local models.

A comprehensive solution for automating the integration of CSV data into Excel balance sheets for financial mergers. This tool addresses complex data matching challenges using three progressively sophisticated approaches: standard exact matching, enhanced logging with fuzzy matching, and vector-based semantic matching using AI embeddings. The vector-based version achieves over 90% fill rate compared to 37.5% with traditional exact matching, making it ideal for handling inconsistent naming conventions and missing data in financial mergers.

VectorCodeLens is a sophisticated TypeScript application that revolutionizes how developers understand and query codebases. By combining vector embeddings, large language models, and the Model Context Protocol (MCP), it provides intelligent semantic analysis that goes beyond traditional static code analysis.

A sophisticated knowledge management platform built with React and Node.js that combines PostgreSQL and Pinecone vector databases for advanced document processing and retrieval.

Advanced AI technology that creates enterprise-grade legal documentation and compliance materials at 95% less cost than traditional legal services.

Advanced AI system for understanding, analyzing, and visualizing complex directory structures with semantic understanding of code relationships.

Powerful research system combining Neo4j knowledge graphs, Qdrant vector search, and Chroma sequential reasoning for comprehensive AI-powered research.