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Great Results Require Greater Ambition 🚀
💭
Great Results Require Greater Ambition 🚀
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niravpatidar37/README.md

Hi there, I'm Nirav Patel 👋

Typing SVG

🔭 I build GenAI systems that are measurable, debuggable, and resilient under real traffic.

GitHub followers GitHub User's stars Profile Views

🛠️ Tech Stack

Core

Python Rust TypeScript FastAPI LangGraph LangChain Claude PyTorch Hugging Face

Retrieval & Data

Qdrant Neo4j PostgreSQL Cohere

Cloud & Deploy

AWS Bedrock Google Cloud Azure Docker Streamlit

I build agents by day and evaluate them by night 🤖📈

📌 Pinned Projects

Project What it does Stack
mcpsum Stops MCP servers from rug-pulling your AI agent: a lockfile + runtime reference monitor for MCP tools (like go.sum, for the tools your agent trusts) Rust · MCP
VibeForge Mood-to-playlist agent: Mood Analyst → Music Curator → self-correcting Critic loop (featured in 500 AI Agents Projects) LangGraph · Groq · FastAPI · Redis
MergeCode Maintainer-grade review for AI-generated code: runs your checks, catches the tricks that get patches to green (deleted asserts, skipped tests, new deps, CI edits), returns MERGE / REQUEST_CHANGES / REJECT with evidence TypeScript · Node.js
AI-Task-Architect Turns natural-language prompts into importable n8n workflow JSON NestJS · FastAPI · GPT-4o · n8n

📊 AI Usage Embed

Tokscale Stats

⚡ Stats ⚡

streak stats

readme stats

top langs

📈 Contribution Graph

Activity Graph

🐍 Contribution Snake

Snake animation

📫 Connect With Me

GitHub LinkedIn Email

🎯 Current Focus

🤖 Day job       AI Engineer @ Adamson
🔭 Side project  mcpsum — lockfile + runtime monitor for MCP tools (Rust)
📒 Building      My own trading journal with a multi-agent research desk
💬 Ask me about  MCP security, LangGraph, RAG, Multi-Agent Systems, Amazon Bedrock
⚡ Fun fact      I build agents whose job is to critique other agents
🧭 Principle     Clean abstractions > fancy demos

💡 Random Dev Quote

Readme Quotes

Retrieve. Reason. Reflect. Repeat.

🔁 The graph always has one more node.

Pinned Loading

  1. mcpsum mcpsum Public

    Stop MCP servers from rug-pulling your AI agent. A lockfile + runtime reference monitor for MCP tools.

    Rust 2 1

  2. vibeforge vibeforge Public

    VibeForge — AI agent that forges a 10-track playlist from your mood. LangGraph critic loop, FastAPI + React, Groq / Hugging Face.

    Python 1

  3. mergecode mergecode Public

    Maintainer-grade review for AI-generated code. Runs your checks, catches the tricks that get patches to green (deleted asserts, skipped tests, new deps, CI edits), and returns MERGE / REQUEST_CHANG…

    TypeScript

  4. AI-Task-Architect AI-Task-Architect Public template

    Generates structured n8n workflow JSON from text prompts using GPT-4o, orchestrated via a NestJS Gateway and FastAPI AI Engine.

    Python