ANKIT AGARWAL

ANKIT AGARWAL

Senior DevOps Leader & AI Tool Builder
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About

Engineering cloud-native infrastructure by day; building open-source AI utilities by night. Specializing in AWS, MCP integrations, and cost-efficient LLM deployment. Currently developing a hub for LLM developers to track tokens and estimate costs with precision.

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Maker History

Forums

Agent-Corex – Intelligent Tool Selectionp/agent-corex-intelligent-tool-selection•

3mo ago

We built Agent-Corex after hitting 'context bloat hell' with 200+ tools

Hey everyone!

We just shipped Agent-Corex, and I want to share the story of why we built it.

The Problem We Faced:

Six months ago, we were building an LLM agent system that had access to ~200 different tools. We did what seemed logical: we dumped all of them into the system prompt.

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3mo ago

Agent-Corex – Intelligent Tool Selection - Intelligent tool selection for LLMs – 50-75% cost reduction

Building LLM agents with 100+ tools? Context bloat kills performance and costs. Agent-Corex intelligently selects only the relevant tools your model actually needs. ⚡50-75% fewer tokens → massive cost savings 🚀 3-5x faster inference → better user experience 🎯 95%+ accurate tool selection → production-ready Hybrid Ranking Engine: • Keyword matching (<1ms) + semantic embeddings (50-100ms) • Works with any MCP server Use cases: autonomous agents, multi-step reasoning, cost optimization.
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3mo ago

GitHub - Generate Cursor IDE rules automatically from your codebase

Contribute to ankitpro/cursor-rules-generator development by creating an account on GitHub. Instead of manually writing rules for AI coding assistants, this tool analyzes your repository and generates structured rules. Perfect for: • AI coding workflows • Large repositories with complex context Key features: • Automatic rule generation • Open-source and extensible Install: npm install cursor-rules-generator-mcp Try it with your repo and see how it improves AI-assisted coding.
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