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Achievement: YOLOAchievement: Pull Sharkx2Achievement: Quickdraw

Achievements

Achievement: YOLOAchievement: Pull Sharkx2Achievement: Quickdraw

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Jayanth-MKV/README.md

Jayanth MKV personal profile banner

Hi, I’m Jayanth MKV

AI Systems Engineer building agent infrastructure, developer tools, and applied multimodal systems.

LinkedIn · X · Newsletter · Contact

I like turning ambitious AI ideas into systems people can inspect, run, and improve. My current work spans data and business-intelligence agents, RAG-powered information pipelines, backend architecture, and delivery automation.

The selected work below is intentionally curated around maintained projects and will evolve as the portfolio does.

What I’m working on

  • Local-first developer tools that make AI coding systems more observable and predictable.
  • Agent platforms combining MCP, RAG, structured data, and reliable backend services.
  • Multimodal systems for speech, vision, video understanding, and human-centered AI.

Selected work

Project What it does Explore
AIScope Inspects project guidance for AI coding agents to reveal conflicting, stale, and scope-mismatched instructions locally and deterministically. Source · User guide
Open Agent Search A unified, self-hostable search and content-retrieval layer for AI agents and applications. Source · Docs
Agent Engineering Cookbooks Practical learning projects for designing, evaluating, and operating capable agent workflows. Source
Retrieval Systems Cookbooks Practical retrieval and knowledge-assistance projects for building grounded AI experiences. Source
Agent MCP Registry A growing catalog of MCP servers, clients, and integration patterns for agent-tool systems. Source
Agent Skills Registry Reusable Agent Skills that package focused workflows with clear standards and validation. Source
AI Cookbooks Curated learning paths for foundational and generative AI concepts. Source

Research and writing

Toolkit

Primary tools: Python, Rust, TypeScript, Next.js, PostgreSQL, Docker, AWS, and GCP

FastAPI · LangGraph · MCP · RAG · PostgreSQL · Docker · AWS · GCP

A few milestones

  • B.Tech in Computer Science & Engineering with Honors; Gold Medalist and Best Outgoing Student.
  • Top-100 finalist at the Google Gen AI Exchange Hackathon 2025.
  • Smart India Hackathon 2023 national finalist and two-time national-level hackathon winner.
  • Mentored students and professionals through production-oriented AI projects and workshops.

Let’s build

I’m open to collaborating on agent infrastructure, developer tools, applied AI systems, and multimodal research. Reach me through LinkedIn or my contact page.

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  1. agent-engineering-cookbooks agent-engineering-cookbooks Public

    Practical agent-engineering lessons and an interactive data assistant for studying planning, memory, tools, and streamed experiences.

    Jupyter Notebook 2 2

  2. retrieval-systems-cookbooks retrieval-systems-cookbooks Public

    Practical retrieval and knowledge-assistance projects for building grounded AI experiences.

    Jupyter Notebook 2

  3. open-agent-search open-agent-search Public

    A complete REST API server using the DDGS library for metasearch functionality.

    Python 2 2

  4. aiscope aiscope Public

    See what Cursor, Claude Code, and Copilot actually remember about your project - and where they disagree

    Rust 1

  5. ai-cookbooks ai-cookbooks Public

    A growing library of practical learning paths across foundational, applied, and generative AI.

    Jupyter Notebook 1

  6. agent-mcp-registry agent-mcp-registry Public

    An evolving catalog of MCP servers, clients, and experiments for building agent-tool integrations.

    Python 1