Research & Innovation Portfolio

Practical AI Solutions & Development Projects

Explore our research projects and AI solutions across various industries including automation, data processing, and intelligent systems development.

Production
Featured

AIChat CLI MCP

MCP server bridging Claude with AIChat CLI for multi-model AI conversations

Production MCP server enabling Claude to access 10+ AI models (OpenAI GPT, Anthropic Claude, Google Gemini, local models) through AIChat CLI with model comparison, session continuity, and 99.5% reliability.

10+
Models Supported
< 3s
Response Time
Python
MCP Protocol
AIChat CLI
OpenAI API
+4 more
In Development
Featured

AI Research Engine

Multi-database knowledge synthesis at scale

Enterprise-grade research platform orchestrating Neo4j knowledge graphs, Qdrant vector databases, and Chroma sequential reasoning to deliver 100x faster research with 99.2% accuracy across millions of documents.

100x
Research Speed
99.2%
Accuracy Rate
Neo4j
Qdrant
Chroma
Python
+3 more
In Development
Featured

Appwrite AI Assistant Demo

Production-ready AI-powered developer assistant with multi-modal capabilities and enterprise deployment

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

10K+ QPS capability
Performance
92%
Search Accuracy
Python 3.11
FastAPI
ChromaDB
Qdrant
+9 more
Production
Featured

Claude Analyzer MCP

Advanced conversation analysis and pattern recognition MCP server for Claude interactions

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

< 1s
Analysis Speed
95%
Pattern Accuracy
Python
MCP Protocol
NLP Analytics
Sentiment Analysis
+4 more
In Development
Featured

Claude CLI MCP Server

MCP server that exposes Claude Code CLI functionality through standardized protocol tools

Production-ready MCP server bridging Claude Code CLI with programmatic access, featuring secure subprocess execution, session continuity, file processing, and Docker deployment with 99.9% reliability and sub-2s response times.

< 2s
Response Time
99.9%
Reliability
Python
FastMCP
Claude Code CLI
asyncio
+3 more
Production
Featured

Dev Logic Tools MCP

Comprehensive MCP server providing advanced development and system monitoring tools

Enterprise MCP server providing 25+ development tools including health monitoring, performance analytics, multi-database orchestration (Neo4j, Chroma, Qdrant, Redis), and Docker environment detection with 99.8% reliability.

25+
Tools Available
4
Database Support
Python
MCP Protocol
Redis
Neo4j
+4 more
Beta
Featured

Business Legal AI Assistant

Transform complex business legal requirements into comprehensive documentation

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

$16,000+
Document Value Created
85%
Success Rate
GPT-4
Claude 3
Neo4j
Qdrant
+4 more
In Development
Featured

DocuCrew - AI Documentation Generator

Multi-agent AI system that automatically generates comprehensive documentation for GitHub repositories

DocuCrew is an intelligent multi-agent system that revolutionizes software documentation by automatically generating comprehensive, professional-grade documentation for GitHub repositories. Using CrewAI&apos;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.

5 minutes
Time to Value
100% automated
Automation
CrewAI
LangChain
FastAPI
Python 3.11+
+5 more
Production
Featured

Enhanced Qdrant MCP Server

Production-ready MCP server with GPU acceleration, multi-vector support, and automated deployment infrastructure

Enterprise-grade fork of the original mcp-server-qdrant that transforms the basic MCP server into a production-ready solution with 10x performance boost.

10x faster
Performance Improvement
3 options
Installation Methods
Python
FastEmbed
Qdrant
Docker
+4 more
In Development
Featured

Memory System MCP Server

Knowledge graph memory system enabling Claude to maintain context across conversations using Neo4j and file fallback.

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

10x faster queries
Performance
99.9% uptime
Reliability
TypeScript
Neo4j
Model Context Protocol
Docker
+2 more
In Development
Featured

Merger Balance Sheet Automation

AI-powered financial data reconciliation system for bank mergers with >90% accuracy using vector embeddings

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.

90%+
Data Fill Rate
40% → 90%
Performance Improvement
Python
PyTorch
Sentence Transformers
FAISS
+6 more
In Development
Featured

N8N Workflow Generator MCP Server

AI-powered n8n workflow generation with comprehensive MCP server integration and advanced modification tools

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

50+
Node Types Supported
99.9%
Validation Accuracy
Python
FastMCP
n8n
Node.js
+6 more
In Development
Featured

Ollama MCP Server

Model Context Protocol server enabling Claude to interact with local Ollama models seamlessly

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.

100% compliant
MCP Compliance
10 Ollama operations
API Coverage
TypeScript
Node.js
Model Context Protocol
Ollama
+2 more
In Development
Featured

SmartMatch Resume Advisor

AI-powered resume analyzer providing intelligent feedback on job alignment using LangChain and OpenAI

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&apos;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.

Sub-5 second analysis
Performance
85%+ match alignment
Accuracy
Python
FastAPI
LangChain
OpenAI GPT
+7 more
In Development
Featured

Stellar TrieLink

Unified middleware for LLM providers with performance optimization and caching

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.

10x faster response
Performance
60% API cost savings
Cost Reduction
TypeScript
Node.js
Express
Docker
+4 more
Production
Featured

ToolNexus MCP Directory

Comprehensive directory and discovery platform for Model Context Protocol servers and tools.

Production MCP ecosystem hub at toolnexusmcp.com featuring 15+ servers across 8 categories with 99.5% uptime monitoring, comprehensive documentation, and community-driven discovery platform for Model Context Protocol tools.

15+ servers
MCP Servers Listed
8 categories
Categories Covered
TypeScript
Next.js
Model Context Protocol
API Integration
+2 more
In Development

Triepod.ai Knowledge Base Platform

Enterprise RAG system with vector database integration for semantic document search and AI-powered insights

Enterprise RAG platform combining PostgreSQL and Pinecone vector databases with Hugging Face integration for 95% search accuracy, intelligent document chunking, and AI-powered insights with 60% cost optimization.

95%
Search Accuracy
60%
Token Optimization
React
TypeScript
Node.js
Express.js
+7 more
In Development
Featured

VectorCodeLens

Semantic codebase analysis platform using vector embeddings and LLMs for intelligent code understanding.

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.

10x faster
Search Performance
95%
Pattern Detection
TypeScript
Node.js
Qdrant Vector DB
Ollama
+4 more