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Things I've built

Open-source work: RAG systems, multi-agent chatbots, MLOps pipelines, and data engineering tools.

Tappy: MCP Server Manager & Inspector2026Terminal control panel for MCP servers, published on PyPI as tappy-mcp. Discovers servers across Claude Desktop, Claude Code, and Cursor, edits configs safely with atomic backups, inspects tools over the real MCP protocol, monitors health live, and catches tool rug-pulls with fingerprint pinning.Published on PyPIPythonMCPCLIRichPyPITelecom Customer Care Voice Agent2025Real-time AI voice agent for telecom customer support, enabling natural, human-like conversations. Combines LiveKit for real-time streaming, Twilio for telephony, and Deepgram for low-latency speech recognition in an end-to-end ASR, LLM-reasoning, and TTS pipeline.PythonLiveKitTwilioDeepgramOpenAIEnterprise RAG Chatbot Microservice2024Production-ready RAG chatbot microservice built with FastAPI, with real-time streaming, LLM caching, advanced vector search, and a seamless knowledge ingestion pipeline, all built for enterprise scale.PythonFastAPILangChainGroqRedisEnterprise Legal Research Agent Chatbot2025AI-powered legal research assistant with a Next.js frontend and LangGraph + FastAPI backend. Uses LLMs to parse and summarize complex legal documents, streamlining research for legal professionals.Next.jsPythonLangGraphFastAPITavily SearchLumina AI: Enterprise Document Intelligence2024Full-stack AI platform that transforms static documents into an interactive knowledge base, with high-performance RAG, persistent document storage, and a modern interface built for enterprise scalability.PythonLangChainReactRAGFastAPIMLOps ETL Network Project2023End-to-end MLOps solution integrating FastAPI for serving, Docker for containerization, MLflow for experiment tracking, and GitHub Actions for CI/CD, all deployed on AWS infrastructure.PythonFastAPIDockerMLflowAWSRAG Personalized Recommendation System2024Recommendation engine that merges LLMs with RAG using Gemma-2b to deliver highly personalized content suggestions based on user preferences and retrieval context.PythonRAGGemma-2bLLMsJupyterSales Data Azure ETL Pipeline2023Scalable cloud data engineering pipeline on Azure. Captures sales data, processes it with Azure Data Factory and Databricks, and loads it into a modern cloud data warehouse for analytics.AzureDatabricksData FactorySparkETL