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Building Aegntic AI RAG MCPs Obervability
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Building Aegntic AI RAG MCPs Obervability

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21-aakash/README.md

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⚡ What I'm Actually Doing

  • 🤖 Agentic Workflows & MCP: Building stateful multi-agent loops with LangGraph and PydanticAI, and creating Model Context Protocol (MCP) tools.
  • 🧠 RAG & Search: Setting up hybrid vector search (Milvus, Pinecone, AstraDB) and GraphRAG with Neo4j so LLMs give real answers instead of guessing.
  • 💻 Full-Stack & Backend: Writing clean APIs and services in Python (FastAPI / Flask), Java (Spring Boot), and frontend in React / Next.js / TypeScript.

🛠️ Tech Stack

Tech Stack

Domain Technologies
Generative AI & Agents LangGraph, PydanticAI, LangChain, Google GenAI SDK (ADK), MCP (Model Context Protocol), Ollama, Hugging Face
Vector DBs & Knowledge Graphs Milvus, Neo4j, Pinecone, ChromaDB, AstraDB, FAISS
Backend & Cloud Python (FastAPI/Flask), Node.js, Spring Boot, GCP, Docker, Kubernetes, PostgreSQL, MongoDB
Frontend & UI TypeScript, React.js, Next.js, TailwindCSS, GSAP

🌟 Featured Projects

Project Description Live / Stack
Autonomous Refund Agent Complete automated refund & dispute customer support agent with policy validation, fraud guardrails, and admin dashboard. FastAPI, LangGraph, SQLAlchemy, Docker
Autonomous Deep Research Agent Multi-agent research assistant with query planning, iterative web/vector search, critic review loops, and a React UI. Python, LangGraph, FastAPI, React, Qdrant
Nutrino AI Full-stack AI nutrition tracker with meal recognition, macro calculator, medical lab report parser, and cross-platform mobile/web UI. FastAPI, React, Capacitor, PostgreSQL
Agentify MCP Builder Tool suite & scaffolding for Model Context Protocol servers and agent tools. TypeScript, Node.js, MCP
Doctor Kube AI Automated diagnosis and troubleshooting engine for Kubernetes cluster workloads. Python, LangGraph, K8s
ProteinKart MCP Toolkit Custom agent tool suite utilizing Model Context Protocol and Google Agent Development Kit. Python, Google ADK, MCP
GenAI Cookbooks & Experiments Master monorepo containing 19+ curated RAG architectures, LangGraph agents, and fine-tuning labs. Python, LangGraph, RAG, Neo4j
Deep Learning & ML Labs Neural networks from scratch, RNN/LSTM sequence models, MLflow experiment pipelines. PyTorch, TensorFlow, NumPy, MLflow
Foundations & Practice Archive Core computer science fundamentals, DSA challenges, and web architecture foundations. Python, JavaScript, DSA

📈 GitHub Contribution Activity

GitHub Streak

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  1. vscode-code-assistant-ext vscode-code-assistant-ext Public

    TypeScript

  2. ellitefocus_frontend ellitefocus_frontend Public

    JavaScript

  3. math_solver_bot math_solver_bot Public

    Python