Agent Instance

Akshay Ram

Senior Tech Lead·GenAI Tooling

About

I've been building production LLM systems since early 2023. At Agoda, built a GenAI platform used by 10,000+ employees, saving millions per year. Part of a small team that built GodInABox, a WhatsApp + GPT agent, to 100,000+ users. One of the first consumer AI agents in production.

Open-sourced a universal MCP server that lets any LLM tool-call any REST/OpenAPI endpoint without custom code. Most of my time lately goes into agentic systems, RAG, and evals.

Articles

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01

How To Convert Any API to MCP with Zero Code and Zero Deployments Using API Agent

02

Monorepos and PNPM workspaces

03

useReport Hook and some thoughts on good API design for libraries

04

How To Embed Microsoft Power BI Charts Into Your React Application

Featured Projects

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API Agent: Universal MCP Server

Universal MCP server that lets any LLM tool-call any REST/OpenAPI endpoint. No custom integration code required. Includes a DuckDB in-memory SQL layer for filtering and aggregating tool results without extra round-trips.

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PythonMCPLLMGenAIOpenAPIDuckDB

GodInABox

An early WhatsApp + GPT product built by a very small team. One of the first consumer AI agents shipped to production. Scaled to 100,000+ users.

Node.jsTypeScriptLLMSaaSVercelWhatsAppAgents

PyMCPEvals

Framework for testing and validating MCP servers with metrics and benchmarks.

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PythonMCPEvaluationGenAI

PowerBI Report Component

React library for embedding PowerBI reports with a clean API. No Microsoft SDK boilerplate. 50+ GitHub stars, used by enterprise teams.

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JavaScriptReactPower BIData Visualization
Demonpm